91 Prompts for AI Search, AEO, GEO & LLM Citation Optimization

Draft a 45-to-55 word paragraph directly beneath the supplied question heading that names the subject noun explicitly in sentence 1 (no pronouns like 'It is...'), states the direct answer, includes one concrete qualification, and stands alone if quoted verbatim in an AI Overview.

Prepare: Reader question heading and verified factual answer.

Act as a senior AI Search (AEO / GEO) Strategist and Information Architect. Work on this specific task using only the supplied material.

Brand / entity & category: {{Entity}}
Target conversational queries: {{Queries}}
Verified proof & data sources: {{Sources}}
Specific inputs: [Reader question heading and verified factual answer: paste here]

Task
Draft a 45-to-55 word paragraph directly beneath the supplied question heading that names the subject noun explicitly in sentence 1 (no pronouns like 'It is...'), states the direct answer, includes one concrete qualification, and stands alone if quoted verbatim in an AI Overview.

Output
Return three self-contained 50-word citation passages with word counts and entity-explicit checks.

AEO & GEO quality boundaries
- Write self-contained, entity-explicit answer blocks (naming the subject noun rather than 'it' or 'this') so passages remain accurate when quoted standalone.
- Never guarantee AI citations or invent statistics, benchmarks, or third-party endorsements; preserve all supplied qualifications and dates.
- Favor transparent comparison tables, explicit If-Then rules, and verifiable methodology notes over promotional hype.

Expected output: Three self-contained 50-word citation passages with word counts and entity-explicit checks.

Inspect the supplied paragraph to see if it still makes complete sense when extracted out of context by an answer engine, replacing ambiguous 'this', 'it', or 'our solution' references with explicit entity names.

Prepare: Drafted paragraph.

Act as a senior AI Search (AEO / GEO) Strategist and Information Architect. Work on this specific task using only the supplied material.

Brand / entity & category: {{Entity}}
Target conversational queries: {{Queries}}
Verified proof & data sources: {{Sources}}
Specific inputs: [Drafted paragraph: paste here]

Task
Inspect the supplied paragraph to see if it still makes complete sense when extracted out of context by an answer engine, replacing ambiguous 'this', 'it', or 'our solution' references with explicit entity names.

Output
Return context-loss diagnosis + rewritten self-contained passage.

AEO & GEO quality boundaries
- Write self-contained, entity-explicit answer blocks (naming the subject noun rather than 'it' or 'this') so passages remain accurate when quoted standalone.
- Never guarantee AI citations or invent statistics, benchmarks, or third-party endorsements; preserve all supplied qualifications and dates.
- Favor transparent comparison tables, explicit If-Then rules, and verifiable methodology notes over promotional hype.

Expected output: Context-loss diagnosis + rewritten self-contained passage.

Restructure a rambling 250-word explanation into a 2-sentence direct answer followed by three parallel, fact-dense bullet points that LLMs can summarize without distortion.

Prepare: 250-word narrative explanation.

Act as a senior AI Search (AEO / GEO) Strategist and Information Architect. Work on this specific task using only the supplied material.

Brand / entity & category: {{Entity}}
Target conversational queries: {{Queries}}
Verified proof & data sources: {{Sources}}
Specific inputs: [250-word narrative explanation: paste here]

Task
Restructure a rambling 250-word explanation into a 2-sentence direct answer followed by three parallel, fact-dense bullet points that LLMs can summarize without distortion.

Output
Return a 2-sentence answer lead + 3 parallel proof bullets.

AEO & GEO quality boundaries
- Write self-contained, entity-explicit answer blocks (naming the subject noun rather than 'it' or 'this') so passages remain accurate when quoted standalone.
- Never guarantee AI citations or invent statistics, benchmarks, or third-party endorsements; preserve all supplied qualifications and dates.
- Favor transparent comparison tables, explicit If-Then rules, and verifiable methodology notes over promotional hype.

Expected output: A 2-sentence answer lead + 3 parallel proof bullets.

Create a structured summary block at the top of your article containing 4 atomic, single-claim bullet points—each pairing a concrete subject, metric/rule, and condition.

Prepare: Full article text.

Act as a senior AI Search (AEO / GEO) Strategist and Information Architect. Work on this specific task using only the supplied material.

Brand / entity & category: {{Entity}}
Target conversational queries: {{Queries}}
Verified proof & data sources: {{Sources}}
Specific inputs: [Full article text: paste here]

Task
Create a structured summary block at the top of your article containing 4 atomic, single-claim bullet points—each pairing a concrete subject, metric/rule, and condition.

Output
Return four atomic takeaway bullets optimized for retrieval-augmented generation (RAG) chunking.

AEO & GEO quality boundaries
- Write self-contained, entity-explicit answer blocks (naming the subject noun rather than 'it' or 'this') so passages remain accurate when quoted standalone.
- Never guarantee AI citations or invent statistics, benchmarks, or third-party endorsements; preserve all supplied qualifications and dates.
- Favor transparent comparison tables, explicit If-Then rules, and verifiable methodology notes over promotional hype.

Expected output: Four atomic takeaway bullets optimized for retrieval-augmented generation (RAG) chunking.

When the answer to a reader question depends on their setup, budget, or company size, replace vague 'it depends' hedging with 3 explicit 'If [Condition A] → Choose [Option X] because [Reason]' rules.

Prepare: Complex question with conditional answers.

Act as a senior AI Search (AEO / GEO) Strategist and Information Architect. Work on this specific task using only the supplied material.

Brand / entity & category: {{Entity}}
Target conversational queries: {{Queries}}
Verified proof & data sources: {{Sources}}
Specific inputs: [Complex question with conditional answers: paste here]

Task
When the answer to a reader question depends on their setup, budget, or company size, replace vague 'it depends' hedging with 3 explicit 'If [Condition A] → Choose [Option X] because [Reason]' rules.

Output
Return three explicit If-Then decision rules.

AEO & GEO quality boundaries
- Write self-contained, entity-explicit answer blocks (naming the subject noun rather than 'it' or 'this') so passages remain accurate when quoted standalone.
- Never guarantee AI citations or invent statistics, benchmarks, or third-party endorsements; preserve all supplied qualifications and dates.
- Favor transparent comparison tables, explicit If-Then rules, and verifiable methodology notes over promotional hype.

Expected output: Three explicit If-Then decision rules.

Structure a technical or operational process so each step includes: (1) Bold Action Verb Title, (2) Exact command/setting, and (3) Expected result.

Prepare: Process steps.

Act as a senior AI Search (AEO / GEO) Strategist and Information Architect. Work on this specific task using only the supplied material.

Brand / entity & category: {{Entity}}
Target conversational queries: {{Queries}}
Verified proof & data sources: {{Sources}}
Specific inputs: [Process steps: paste here]

Task
Structure a technical or operational process so each step includes: (1) Bold Action Verb Title, (2) Exact command/setting, and (3) Expected result.

Output
Return structured procedural block with input/output verification.

AEO & GEO quality boundaries
- Write self-contained, entity-explicit answer blocks (naming the subject noun rather than 'it' or 'this') so passages remain accurate when quoted standalone.
- Never guarantee AI citations or invent statistics, benchmarks, or third-party endorsements; preserve all supplied qualifications and dates.
- Favor transparent comparison tables, explicit If-Then rules, and verifiable methodology notes over promotional hype.

Expected output: Structured procedural block with input/output verification.

For any metric, financial ratio, or technical concept, present the 1-sentence definition, the plain-text formula, and a 3-line worked numerical example in one contiguous block.

Prepare: Concept name, formula, and sample values.

Act as a senior AI Search (AEO / GEO) Strategist and Information Architect. Work on this specific task using only the supplied material.

Brand / entity & category: {{Entity}}
Target conversational queries: {{Queries}}
Verified proof & data sources: {{Sources}}
Specific inputs: [Concept name, formula, and sample values: paste here]

Task
For any metric, financial ratio, or technical concept, present the 1-sentence definition, the plain-text formula, and a 3-line worked numerical example in one contiguous block.

Output
Return contiguous Definition + Formula + Worked Example block.

AEO & GEO quality boundaries
- Write self-contained, entity-explicit answer blocks (naming the subject noun rather than 'it' or 'this') so passages remain accurate when quoted standalone.
- Never guarantee AI citations or invent statistics, benchmarks, or third-party endorsements; preserve all supplied qualifications and dates.
- Favor transparent comparison tables, explicit If-Then rules, and verifiable methodology notes over promotional hype.

Expected output: Contiguous Definition + Formula + Worked Example block.

Remove filler adjectives, conversational padding, and repeated clauses from the supplied section while keeping 100% of the entities, numbers, and caveats.

Prepare: 500-word draft section.

Act as a senior AI Search (AEO / GEO) Strategist and Information Architect. Work on this specific task using only the supplied material.

Brand / entity & category: {{Entity}}
Target conversational queries: {{Queries}}
Verified proof & data sources: {{Sources}}
Specific inputs: [500-word draft section: paste here]

Task
Remove filler adjectives, conversational padding, and repeated clauses from the supplied section while keeping 100% of the entities, numbers, and caveats.

Output
Return high-density revision with before/after token and fact counts.

AEO & GEO quality boundaries
- Write self-contained, entity-explicit answer blocks (naming the subject noun rather than 'it' or 'this') so passages remain accurate when quoted standalone.
- Never guarantee AI citations or invent statistics, benchmarks, or third-party endorsements; preserve all supplied qualifications and dates.
- Favor transparent comparison tables, explicit If-Then rules, and verifiable methodology notes over promotional hype.

Expected output: High-density revision with before/after token and fact counts.

Rewrite fragment headings ('Pricing', 'Setup', 'Security') into natural question headings ('How much does [X] cost?', 'How do you configure [X]?') that match conversational queries.

Prepare: List of current H2/H3 fragment headings.

Act as a senior AI Search (AEO / GEO) Strategist and Information Architect. Work on this specific task using only the supplied material.

Brand / entity & category: {{Entity}}
Target conversational queries: {{Queries}}
Verified proof & data sources: {{Sources}}
Specific inputs: [List of current H2/H3 fragment headings: paste here]

Task
Rewrite fragment headings ('Pricing', 'Setup', 'Security') into natural question headings ('How much does [X] cost?', 'How do you configure [X]?') that match conversational queries.

Output
Return natural question-based H2/H3 headings paired with 45-word answer leads.

AEO & GEO quality boundaries
- Write self-contained, entity-explicit answer blocks (naming the subject noun rather than 'it' or 'this') so passages remain accurate when quoted standalone.
- Never guarantee AI citations or invent statistics, benchmarks, or third-party endorsements; preserve all supplied qualifications and dates.
- Favor transparent comparison tables, explicit If-Then rules, and verifiable methodology notes over promotional hype.

Expected output: Natural question-based H2/H3 headings paired with 45-word answer leads.

Provide a transparent 60-word summary verdict at the top of your evaluation page stating what was tested, the evaluation criteria, and which option won for each use case.

Prepare: Evaluation notes and winners by use case.

Act as a senior AI Search (AEO / GEO) Strategist and Information Architect. Work on this specific task using only the supplied material.

Brand / entity & category: {{Entity}}
Target conversational queries: {{Queries}}
Verified proof & data sources: {{Sources}}
Specific inputs: [Evaluation notes and winners by use case: paste here]

Task
Provide a transparent 60-word summary verdict at the top of your evaluation page stating what was tested, the evaluation criteria, and which option won for each use case.

Output
Return a 60-word Summary Verdict Box.

AEO & GEO quality boundaries
- Write self-contained, entity-explicit answer blocks (naming the subject noun rather than 'it' or 'this') so passages remain accurate when quoted standalone.
- Never guarantee AI citations or invent statistics, benchmarks, or third-party endorsements; preserve all supplied qualifications and dates.
- Favor transparent comparison tables, explicit If-Then rules, and verifiable methodology notes over promotional hype.

Expected output: A 60-word Summary Verdict Box.

Scan the supplied article to ensure numbers, dates, pricing, and recommendations stated in the intro/TL;DR match the body sections and FAQ 100%.

Prepare: Full article text.

Act as a senior AI Search (AEO / GEO) Strategist and Information Architect. Work on this specific task using only the supplied material.

Brand / entity & category: {{Entity}}
Target conversational queries: {{Queries}}
Verified proof & data sources: {{Sources}}
Specific inputs: [Full article text: paste here]

Task
Scan the supplied article to ensure numbers, dates, pricing, and recommendations stated in the intro/TL;DR match the body sections and FAQ 100%.

Output
Return internal consistency audit flagging any conflicting numbers or claims.

AEO & GEO quality boundaries
- Write self-contained, entity-explicit answer blocks (naming the subject noun rather than 'it' or 'this') so passages remain accurate when quoted standalone.
- Never guarantee AI citations or invent statistics, benchmarks, or third-party endorsements; preserve all supplied qualifications and dates.
- Favor transparent comparison tables, explicit If-Then rules, and verifiable methodology notes over promotional hype.

Expected output: Internal consistency audit flagging any conflicting numbers or claims.

Draft the definitive 60-word 'About [Brand/Product]' paragraph for your homepage and About page using clear subject-predicate-object triples: What `[Brand]` is, Which category it belongs to, Who founded/operates it, Who it serves, and What problem it solves.

Prepare: Brand name, category, founder, target audience, and core capabilities.

Act as a senior AI Search (AEO / GEO) Strategist and Information Architect. Work on this specific task using only the supplied material.

Brand / entity & category: {{Entity}}
Target conversational queries: {{Queries}}
Verified proof & data sources: {{Sources}}
Specific inputs: [Brand name, category, founder, target audience, and core capabilities: paste here]

Task
Draft the definitive 60-word 'About [Brand/Product]' paragraph for your homepage and About page using clear subject-predicate-object triples: What `[Brand]` is, Which category it belongs to, Who founded/operates it, Who it serves, and What problem it solves.

Output
Return a canonical 60-word Entity Home definition + Knowledge Graph triples.

AEO & GEO quality boundaries
- Write self-contained, entity-explicit answer blocks (naming the subject noun rather than 'it' or 'this') so passages remain accurate when quoted standalone.
- Never guarantee AI citations or invent statistics, benchmarks, or third-party endorsements; preserve all supplied qualifications and dates.
- Favor transparent comparison tables, explicit If-Then rules, and verifiable methodology notes over promotional hype.

Expected output: A canonical 60-word Entity Home definition + Knowledge Graph triples.

Review your homepage or product copy to see if an AI crawler reading only the text (without images) can immediately tell what software category, service type, and pricing model you offer.

Prepare: Homepage or product landing page copy.

Act as a senior AI Search (AEO / GEO) Strategist and Information Architect. Work on this specific task using only the supplied material.

Brand / entity & category: {{Entity}}
Target conversational queries: {{Queries}}
Verified proof & data sources: {{Sources}}
Specific inputs: [Homepage or product landing page copy: paste here]

Task
Review your homepage or product copy to see if an AI crawler reading only the text (without images) can immediately tell what software category, service type, and pricing model you offer.

Output
Return entity clarity score + rewritten unambiguous positioning lines.

AEO & GEO quality boundaries
- Write self-contained, entity-explicit answer blocks (naming the subject noun rather than 'it' or 'this') so passages remain accurate when quoted standalone.
- Never guarantee AI citations or invent statistics, benchmarks, or third-party endorsements; preserve all supplied qualifications and dates.
- Favor transparent comparison tables, explicit If-Then rules, and verifiable methodology notes over promotional hype.

Expected output: Entity clarity score + rewritten unambiguous positioning lines.

Map the core factual claims in your article into explicit `[Subject] → [Relationship] → [Object]` triples to spot any vague or disconnected statements.

Prepare: Article section.

Act as a senior AI Search (AEO / GEO) Strategist and Information Architect. Work on this specific task using only the supplied material.

Brand / entity & category: {{Entity}}
Target conversational queries: {{Queries}}
Verified proof & data sources: {{Sources}}
Specific inputs: [Article section: paste here]

Task
Map the core factual claims in your article into explicit `[Subject] → [Relationship] → [Object]` triples to spot any vague or disconnected statements.

Output
Return table of extracted SPO triples + rewritten sentences for any weak links.

AEO & GEO quality boundaries
- Write self-contained, entity-explicit answer blocks (naming the subject noun rather than 'it' or 'this') so passages remain accurate when quoted standalone.
- Never guarantee AI citations or invent statistics, benchmarks, or third-party endorsements; preserve all supplied qualifications and dates.
- Favor transparent comparison tables, explicit If-Then rules, and verifiable methodology notes over promotional hype.

Expected output: Table of extracted SPO triples + rewritten sentences for any weak links.

If your brand, tool, or framework shares a name with a common noun or another company, write clear disambiguating context phrases and `sameAs` identifiers.

Prepare: Brand/product name and category context.

Act as a senior AI Search (AEO / GEO) Strategist and Information Architect. Work on this specific task using only the supplied material.

Brand / entity & category: {{Entity}}
Target conversational queries: {{Queries}}
Verified proof & data sources: {{Sources}}
Specific inputs: [Brand/product name and category context: paste here]

Task
If your brand, tool, or framework shares a name with a common noun or another company, write clear disambiguating context phrases and `sameAs` identifiers.

Output
Return disambiguation phrasing rules and schema recommendations.

AEO & GEO quality boundaries
- Write self-contained, entity-explicit answer blocks (naming the subject noun rather than 'it' or 'this') so passages remain accurate when quoted standalone.
- Never guarantee AI citations or invent statistics, benchmarks, or third-party endorsements; preserve all supplied qualifications and dates.
- Favor transparent comparison tables, explicit If-Then rules, and verifiable methodology notes over promotional hype.

Expected output: Disambiguation phrasing rules and schema recommendations.

Create a unified 1-sentence, 2-sentence, and 100-word brand boilerplate so LLMs see consistent factual attributes across every public profile.

Prepare: Core brand facts and URLs.

Act as a senior AI Search (AEO / GEO) Strategist and Information Architect. Work on this specific task using only the supplied material.

Brand / entity & category: {{Entity}}
Target conversational queries: {{Queries}}
Verified proof & data sources: {{Sources}}
Specific inputs: [Core brand facts and URLs: paste here]

Task
Create a unified 1-sentence, 2-sentence, and 100-word brand boilerplate so LLMs see consistent factual attributes across every public profile.

Output
Return synchronized 1-line, 2-line, and 100-word entity boilerplates.

AEO & GEO quality boundaries
- Write self-contained, entity-explicit answer blocks (naming the subject noun rather than 'it' or 'this') so passages remain accurate when quoted standalone.
- Never guarantee AI citations or invent statistics, benchmarks, or third-party endorsements; preserve all supplied qualifications and dates.
- Favor transparent comparison tables, explicit If-Then rules, and verifiable methodology notes over promotional hype.

Expected output: Synchronized 1-line, 2-line, and 100-word entity boilerplates.

Structure a dedicated `/author/[name]` page with verifiable credentials, published guides, speaking/work history, and `Person` schema `knowsAbout` topics.

Prepare: Author bio, credentials, and core topics.

Act as a senior AI Search (AEO / GEO) Strategist and Information Architect. Work on this specific task using only the supplied material.

Brand / entity & category: {{Entity}}
Target conversational queries: {{Queries}}
Verified proof & data sources: {{Sources}}
Specific inputs: [Author bio, credentials, and core topics: paste here]

Task
Structure a dedicated `/author/[name]` page with verifiable credentials, published guides, speaking/work history, and `Person` schema `knowsAbout` topics.

Output
Return author Entity page blueprint + `Person` JSON-LD.

AEO & GEO quality boundaries
- Write self-contained, entity-explicit answer blocks (naming the subject noun rather than 'it' or 'this') so passages remain accurate when quoted standalone.
- Never guarantee AI citations or invent statistics, benchmarks, or third-party endorsements; preserve all supplied qualifications and dates.
- Favor transparent comparison tables, explicit If-Then rules, and verifiable methodology notes over promotional hype.

Expected output: Author Entity page blueprint + `Person` JSON-LD.

For each feature of your product or service, write a clear 1-sentence mapping: `[Feature Name] enables [Target Role] to [Specific Task] without [Bottleneck]`.

Prepare: List of features.

Act as a senior AI Search (AEO / GEO) Strategist and Information Architect. Work on this specific task using only the supplied material.

Brand / entity & category: {{Entity}}
Target conversational queries: {{Queries}}
Verified proof & data sources: {{Sources}}
Specific inputs: [List of features: paste here]

Task
For each feature of your product or service, write a clear 1-sentence mapping: `[Feature Name] enables [Target Role] to [Specific Task] without [Bottleneck]`.

Output
Return feature-to-Job entity mapping table.

AEO & GEO quality boundaries
- Write self-contained, entity-explicit answer blocks (naming the subject noun rather than 'it' or 'this') so passages remain accurate when quoted standalone.
- Never guarantee AI citations or invent statistics, benchmarks, or third-party endorsements; preserve all supplied qualifications and dates.
- Favor transparent comparison tables, explicit If-Then rules, and verifiable methodology notes over promotional hype.

Expected output: Feature-to-Job entity mapping table.

Check whether your pages refer to the same product tier, tool, or methodology by 4 different names, and establish a single canonical term list.

Prepare: Sample copy from multiple pages.

Act as a senior AI Search (AEO / GEO) Strategist and Information Architect. Work on this specific task using only the supplied material.

Brand / entity & category: {{Entity}}
Target conversational queries: {{Queries}}
Verified proof & data sources: {{Sources}}
Specific inputs: [Sample copy from multiple pages: paste here]

Task
Check whether your pages refer to the same product tier, tool, or methodology by 4 different names, and establish a single canonical term list.

Output
Return canonical terminology glossary.

AEO & GEO quality boundaries
- Write self-contained, entity-explicit answer blocks (naming the subject noun rather than 'it' or 'this') so passages remain accurate when quoted standalone.
- Never guarantee AI citations or invent statistics, benchmarks, or third-party endorsements; preserve all supplied qualifications and dates.
- Favor transparent comparison tables, explicit If-Then rules, and verifiable methodology notes over promotional hype.

Expected output: Canonical terminology glossary.

State your free tier limits, paid plans, supported platforms, and geographic availability in plain, structured text so AI assistants never hallucinate your pricing.

Prepare: Pricing tiers, limits, and supported platforms.

Act as a senior AI Search (AEO / GEO) Strategist and Information Architect. Work on this specific task using only the supplied material.

Brand / entity & category: {{Entity}}
Target conversational queries: {{Queries}}
Verified proof & data sources: {{Sources}}
Specific inputs: [Pricing tiers, limits, and supported platforms: paste here]

Task
State your free tier limits, paid plans, supported platforms, and geographic availability in plain, structured text so AI assistants never hallucinate your pricing.

Output
Return structured Pricing & Eligibility specification table.

AEO & GEO quality boundaries
- Write self-contained, entity-explicit answer blocks (naming the subject noun rather than 'it' or 'this') so passages remain accurate when quoted standalone.
- Never guarantee AI citations or invent statistics, benchmarks, or third-party endorsements; preserve all supplied qualifications and dates.
- Favor transparent comparison tables, explicit If-Then rules, and verifiable methodology notes over promotional hype.

Expected output: Structured Pricing & Eligibility specification table.

List the exact official profile URLs (Wikidata, GitHub, Crunchbase, LinkedIn, YouTube, G2, Google Business Profile) that should be cross-linked in your `Organization` schema.

Prepare: Brand name and existing public profiles.

Act as a senior AI Search (AEO / GEO) Strategist and Information Architect. Work on this specific task using only the supplied material.

Brand / entity & category: {{Entity}}
Target conversational queries: {{Queries}}
Verified proof & data sources: {{Sources}}
Specific inputs: [Brand name and existing public profiles: paste here]

Task
List the exact official profile URLs (Wikidata, GitHub, Crunchbase, LinkedIn, YouTube, G2, Google Business Profile) that should be cross-linked in your `Organization` schema.

Output
Return prioritized `sameAs` URI list.

AEO & GEO quality boundaries
- Write self-contained, entity-explicit answer blocks (naming the subject noun rather than 'it' or 'this') so passages remain accurate when quoted standalone.
- Never guarantee AI citations or invent statistics, benchmarks, or third-party endorsements; preserve all supplied qualifications and dates.
- Favor transparent comparison tables, explicit If-Then rules, and verifiable methodology notes over promotional hype.

Expected output: Prioritized `sameAs` URI list.

Rewrite loose statistical claims in your draft so every figure includes: (1) The exact percentage or number, (2) The sample size or scope, (3) The named source or internal test, and (4) The year/date.

Prepare: Draft sentences containing numbers + source details.

Act as a senior AI Search (AEO / GEO) Strategist and Information Architect. Work on this specific task using only the supplied material.

Brand / entity & category: {{Entity}}
Target conversational queries: {{Queries}}
Verified proof & data sources: {{Sources}}
Specific inputs: [Draft sentences containing numbers + source details: paste here]

Task
Rewrite loose statistical claims in your draft so every figure includes: (1) The exact percentage or number, (2) The sample size or scope, (3) The named source or internal test, and (4) The year/date.

Output
Return gEO-formatted statistical sentences that earn high citation trust.

AEO & GEO quality boundaries
- Write self-contained, entity-explicit answer blocks (naming the subject noun rather than 'it' or 'this') so passages remain accurate when quoted standalone.
- Never guarantee AI citations or invent statistics, benchmarks, or third-party endorsements; preserve all supplied qualifications and dates.
- Favor transparent comparison tables, explicit If-Then rules, and verifiable methodology notes over promotional hype.

Expected output: GEO-formatted statistical sentences that earn high citation trust.

Turn a set of real observations from your own work (e.g., 30 audited campaigns, 50 customer onboarding calls) into a structured 'Key Findings' block with sample size and caveats.

Prepare: Raw internal observations or tally.

Act as a senior AI Search (AEO / GEO) Strategist and Information Architect. Work on this specific task using only the supplied material.

Brand / entity & category: {{Entity}}
Target conversational queries: {{Queries}}
Verified proof & data sources: {{Sources}}
Specific inputs: [Raw internal observations or tally: paste here]

Task
Turn a set of real observations from your own work (e.g., 30 audited campaigns, 50 customer onboarding calls) into a structured 'Key Findings' block with sample size and caveats.

Output
Return a citable Mini-Study summary + 1080p Data Chart Card spec.

AEO & GEO quality boundaries
- Write self-contained, entity-explicit answer blocks (naming the subject noun rather than 'it' or 'this') so passages remain accurate when quoted standalone.
- Never guarantee AI citations or invent statistics, benchmarks, or third-party endorsements; preserve all supplied qualifications and dates.
- Favor transparent comparison tables, explicit If-Then rules, and verifiable methodology notes over promotional hype.

Expected output: A citable Mini-Study summary + 1080p Data Chart Card spec.

Add concise, high-clarity 20-to-30 word expert takeaways attributed to your named author or specialist that answer engines can quote when summarizing viewpoints.

Prepare: Article topic and author perspective.

Act as a senior AI Search (AEO / GEO) Strategist and Information Architect. Work on this specific task using only the supplied material.

Brand / entity & category: {{Entity}}
Target conversational queries: {{Queries}}
Verified proof & data sources: {{Sources}}
Specific inputs: [Article topic and author perspective: paste here]

Task
Add concise, high-clarity 20-to-30 word expert takeaways attributed to your named author or specialist that answer engines can quote when summarizing viewpoints.

Output
Return five attributed expert pull-quotes.

AEO & GEO quality boundaries
- Write self-contained, entity-explicit answer blocks (naming the subject noun rather than 'it' or 'this') so passages remain accurate when quoted standalone.
- Never guarantee AI citations or invent statistics, benchmarks, or third-party endorsements; preserve all supplied qualifications and dates.
- Favor transparent comparison tables, explicit If-Then rules, and verifiable methodology notes over promotional hype.

Expected output: Five attributed expert pull-quotes.

Scan the draft for mushy quantifiers ('most teams see a big increase') and either replace them with your supplied numbers or reframe them as specific operational mechanisms.

Prepare: Draft text + available specifics.

Act as a senior AI Search (AEO / GEO) Strategist and Information Architect. Work on this specific task using only the supplied material.

Brand / entity & category: {{Entity}}
Target conversational queries: {{Queries}}
Verified proof & data sources: {{Sources}}
Specific inputs: [Draft text + available specifics: paste here]

Task
Scan the draft for mushy quantifiers ('most teams see a big increase') and either replace them with your supplied numbers or reframe them as specific operational mechanisms.

Output
Return list of vague quantifiers replaced with concrete facts.

AEO & GEO quality boundaries
- Write self-contained, entity-explicit answer blocks (naming the subject noun rather than 'it' or 'this') so passages remain accurate when quoted standalone.
- Never guarantee AI citations or invent statistics, benchmarks, or third-party endorsements; preserve all supplied qualifications and dates.
- Favor transparent comparison tables, explicit If-Then rules, and verifiable methodology notes over promotional hype.

Expected output: List of vague quantifiers replaced with concrete facts.

Organize your industry benchmarks, response times, or conversion averages into a clean Markdown/HTML table with a methodology footnote.

Prepare: Benchmark numbers and categories.

Act as a senior AI Search (AEO / GEO) Strategist and Information Architect. Work on this specific task using only the supplied material.

Brand / entity & category: {{Entity}}
Target conversational queries: {{Queries}}
Verified proof & data sources: {{Sources}}
Specific inputs: [Benchmark numbers and categories: paste here]

Task
Organize your industry benchmarks, response times, or conversion averages into a clean Markdown/HTML table with a methodology footnote.

Output
Return citable Markdown/HTML benchmark table + methodology footnote.

AEO & GEO quality boundaries
- Write self-contained, entity-explicit answer blocks (naming the subject noun rather than 'it' or 'this') so passages remain accurate when quoted standalone.
- Never guarantee AI citations or invent statistics, benchmarks, or third-party endorsements; preserve all supplied qualifications and dates.
- Favor transparent comparison tables, explicit If-Then rules, and verifiable methodology notes over promotional hype.

Expected output: Citable Markdown/HTML benchmark table + methodology footnote.

Audit the external stats in your draft to spot 'secondary citation drift' (citing a blog that cited another blog) and format direct attributions to the original report.

Prepare: Drafted stats and current citation links.

Act as a senior AI Search (AEO / GEO) Strategist and Information Architect. Work on this specific task using only the supplied material.

Brand / entity & category: {{Entity}}
Target conversational queries: {{Queries}}
Verified proof & data sources: {{Sources}}
Specific inputs: [Drafted stats and current citation links: paste here]

Task
Audit the external stats in your draft to spot 'secondary citation drift' (citing a blog that cited another blog) and format direct attributions to the original report.

Output
Return primary-source verification checklist.

AEO & GEO quality boundaries
- Write self-contained, entity-explicit answer blocks (naming the subject noun rather than 'it' or 'this') so passages remain accurate when quoted standalone.
- Never guarantee AI citations or invent statistics, benchmarks, or third-party endorsements; preserve all supplied qualifications and dates.
- Favor transparent comparison tables, explicit If-Then rules, and verifiable methodology notes over promotional hype.

Expected output: Primary-source verification checklist.

Add a transparent 90-word disclosure explaining sample size, date range, collection method, and what the data does *not* prove.

Prepare: Dataset or test notes.

Act as a senior AI Search (AEO / GEO) Strategist and Information Architect. Work on this specific task using only the supplied material.

Brand / entity & category: {{Entity}}
Target conversational queries: {{Queries}}
Verified proof & data sources: {{Sources}}
Specific inputs: [Dataset or test notes: paste here]

Task
Add a transparent 90-word disclosure explaining sample size, date range, collection method, and what the data does *not* prove.

Output
Return a 90-word Methodology & Limitations block.

AEO & GEO quality boundaries
- Write self-contained, entity-explicit answer blocks (naming the subject noun rather than 'it' or 'this') so passages remain accurate when quoted standalone.
- Never guarantee AI citations or invent statistics, benchmarks, or third-party endorsements; preserve all supplied qualifications and dates.
- Favor transparent comparison tables, explicit If-Then rules, and verifiable methodology notes over promotional hype.

Expected output: A 90-word Methodology & Limitations block.

Pair your written data study with a structured 8-node visual infographic blueprint and SEO embed code so human journalists and bloggers link to your study.

Prepare: Data study findings.

Act as a senior AI Search (AEO / GEO) Strategist and Information Architect. Work on this specific task using only the supplied material.

Brand / entity & category: {{Entity}}
Target conversational queries: {{Queries}}
Verified proof & data sources: {{Sources}}
Specific inputs: [Data study findings: paste here]

Task
Pair your written data study with a structured 8-node visual infographic blueprint and SEO embed code so human journalists and bloggers link to your study.

Output
Return 8-node infographic blueprint + SEO backlink embed snippet.

AEO & GEO quality boundaries
- Write self-contained, entity-explicit answer blocks (naming the subject noun rather than 'it' or 'this') so passages remain accurate when quoted standalone.
- Never guarantee AI citations or invent statistics, benchmarks, or third-party endorsements; preserve all supplied qualifications and dates.
- Favor transparent comparison tables, explicit If-Then rules, and verifiable methodology notes over promotional hype.

Expected output: 8-node infographic blueprint + SEO backlink embed snippet.

Specify exact software versions, API releases, and test dates ('Verified on Next.js 15 / Chrome MV3 as of November 2026') so AI engines know your guide is current.

Prepare: Technical tutorial and environment versions.

Act as a senior AI Search (AEO / GEO) Strategist and Information Architect. Work on this specific task using only the supplied material.

Brand / entity & category: {{Entity}}
Target conversational queries: {{Queries}}
Verified proof & data sources: {{Sources}}
Specific inputs: [Technical tutorial and environment versions: paste here]

Task
Specify exact software versions, API releases, and test dates ('Verified on Next.js 15 / Chrome MV3 as of November 2026') so AI engines know your guide is current.

Output
Return version-stamped technical context block.

AEO & GEO quality boundaries
- Write self-contained, entity-explicit answer blocks (naming the subject noun rather than 'it' or 'this') so passages remain accurate when quoted standalone.
- Never guarantee AI citations or invent statistics, benchmarks, or third-party endorsements; preserve all supplied qualifications and dates.
- Favor transparent comparison tables, explicit If-Then rules, and verifiable methodology notes over promotional hype.

Expected output: Version-stamped technical context block.

Present customer or project outcomes in a strict 4-row card: Baseline Metric, Action Taken, Measured Result, and Timeframe.

Prepare: Case study notes.

Act as a senior AI Search (AEO / GEO) Strategist and Information Architect. Work on this specific task using only the supplied material.

Brand / entity & category: {{Entity}}
Target conversational queries: {{Queries}}
Verified proof & data sources: {{Sources}}
Specific inputs: [Case study notes: paste here]

Task
Present customer or project outcomes in a strict 4-row card: Baseline Metric, Action Taken, Measured Result, and Timeframe.

Output
Return structured 4-row case study card.

AEO & GEO quality boundaries
- Write self-contained, entity-explicit answer blocks (naming the subject noun rather than 'it' or 'this') so passages remain accurate when quoted standalone.
- Never guarantee AI citations or invent statistics, benchmarks, or third-party endorsements; preserve all supplied qualifications and dates.
- Favor transparent comparison tables, explicit If-Then rules, and verifiable methodology notes over promotional hype.

Expected output: Structured 4-row case study card.

Extract every number, percentage, date, and price from the supplied AI-assisted draft so a human editor can verify each one against real sources before publishing.

Prepare: Full article draft.

Act as a senior AI Search (AEO / GEO) Strategist and Information Architect. Work on this specific task using only the supplied material.

Brand / entity & category: {{Entity}}
Target conversational queries: {{Queries}}
Verified proof & data sources: {{Sources}}
Specific inputs: [Full article draft: paste here]

Task
Extract every number, percentage, date, and price from the supplied AI-assisted draft so a human editor can verify each one against real sources before publishing.

Output
Return complete inventory of all numerical claims requiring human sign-off.

AEO & GEO quality boundaries
- Write self-contained, entity-explicit answer blocks (naming the subject noun rather than 'it' or 'this') so passages remain accurate when quoted standalone.
- Never guarantee AI citations or invent statistics, benchmarks, or third-party endorsements; preserve all supplied qualifications and dates.
- Favor transparent comparison tables, explicit If-Then rules, and verifiable methodology notes over promotional hype.

Expected output: Complete inventory of all numerical claims requiring human sign-off.

Create a comparison matrix for 4 to 6 options where each option is mapped to: Ideal Buyer Profile, Key Strength, Primary Limitation, Pricing Model, and When to Skip It.

Prepare: Evaluated tools, services, or methods.

Act as a senior AI Search (AEO / GEO) Strategist and Information Architect. Work on this specific task using only the supplied material.

Brand / entity & category: {{Entity}}
Target conversational queries: {{Queries}}
Verified proof & data sources: {{Sources}}
Specific inputs: [Evaluated tools, services, or methods: paste here]

Task
Create a comparison matrix for 4 to 6 options where each option is mapped to: Ideal Buyer Profile, Key Strength, Primary Limitation, Pricing Model, and When to Skip It.

Output
Return a 5-column Honest Recommendation Matrix that AI shopping/research assistants trust.

AEO & GEO quality boundaries
- Write self-contained, entity-explicit answer blocks (naming the subject noun rather than 'it' or 'this') so passages remain accurate when quoted standalone.
- Never guarantee AI citations or invent statistics, benchmarks, or third-party endorsements; preserve all supplied qualifications and dates.
- Favor transparent comparison tables, explicit If-Then rules, and verifiable methodology notes over promotional hype.

Expected output: A 5-column Honest Recommendation Matrix that AI shopping/research assistants trust.

Structure a fair comparison page that openly states where the competitor is a better fit (e.g., enterprise legacy setups) and where your solution wins—avoiding biased one-sided tables.

Prepare: Your product strengths/limits + competitor strengths/limits.

Act as a senior AI Search (AEO / GEO) Strategist and Information Architect. Work on this specific task using only the supplied material.

Brand / entity & category: {{Entity}}
Target conversational queries: {{Queries}}
Verified proof & data sources: {{Sources}}
Specific inputs: [Your product strengths/limits + competitor strengths/limits: paste here]

Task
Structure a fair comparison page that openly states where the competitor is a better fit (e.g., enterprise legacy setups) and where your solution wins—avoiding biased one-sided tables.

Output
Return a high-trust, balanced comparison outline and verdict table.

AEO & GEO quality boundaries
- Write self-contained, entity-explicit answer blocks (naming the subject noun rather than 'it' or 'this') so passages remain accurate when quoted standalone.
- Never guarantee AI citations or invent statistics, benchmarks, or third-party endorsements; preserve all supplied qualifications and dates.
- Favor transparent comparison tables, explicit If-Then rules, and verifiable methodology notes over promotional hype.

Expected output: A high-trust, balanced comparison outline and verdict table.

Extract consistent attributes (Pricing, Free Tier, Export Formats, Integrations, Learning Curve) across all reviewed items so every item has identical comparison keys.

Prepare: Unstructured review paragraphs.

Act as a senior AI Search (AEO / GEO) Strategist and Information Architect. Work on this specific task using only the supplied material.

Brand / entity & category: {{Entity}}
Target conversational queries: {{Queries}}
Verified proof & data sources: {{Sources}}
Specific inputs: [Unstructured review paragraphs: paste here]

Task
Extract consistent attributes (Pricing, Free Tier, Export Formats, Integrations, Learning Curve) across all reviewed items so every item has identical comparison keys.

Output
Return standardized multi-item specification table.

AEO & GEO quality boundaries
- Write self-contained, entity-explicit answer blocks (naming the subject noun rather than 'it' or 'this') so passages remain accurate when quoted standalone.
- Never guarantee AI citations or invent statistics, benchmarks, or third-party endorsements; preserve all supplied qualifications and dates.
- Favor transparent comparison tables, explicit If-Then rules, and verifiable methodology notes over promotional hype.

Expected output: Standardized multi-item specification table.

Plot the compared methods or tools onto four clear 2x2 quadrants to help readers and AI engines categorize the trade-offs visually.

Prepare: Compared items and two primary evaluation axes.

Act as a senior AI Search (AEO / GEO) Strategist and Information Architect. Work on this specific task using only the supplied material.

Brand / entity & category: {{Entity}}
Target conversational queries: {{Queries}}
Verified proof & data sources: {{Sources}}
Specific inputs: [Compared items and two primary evaluation axes: paste here]

Task
Plot the compared methods or tools onto four clear 2x2 quadrants to help readers and AI engines categorize the trade-offs visually.

Output
Return 2x2 Matrix quadrant blueprint ready for the Diagram Builder Studio.

AEO & GEO quality boundaries
- Write self-contained, entity-explicit answer blocks (naming the subject noun rather than 'it' or 'this') so passages remain accurate when quoted standalone.
- Never guarantee AI citations or invent statistics, benchmarks, or third-party endorsements; preserve all supplied qualifications and dates.
- Favor transparent comparison tables, explicit If-Then rules, and verifiable methodology notes over promotional hype.

Expected output: 2x2 Matrix quadrant blueprint ready for the Diagram Builder Studio.

Explain the specific operational bottlenecks that cause a user to switch from Approach/Tool A to Approach/Tool B.

Prepare: Tool A limits and Tool B capabilities.

Act as a senior AI Search (AEO / GEO) Strategist and Information Architect. Work on this specific task using only the supplied material.

Brand / entity & category: {{Entity}}
Target conversational queries: {{Queries}}
Verified proof & data sources: {{Sources}}
Specific inputs: [Tool A limits and Tool B capabilities: paste here]

Task
Explain the specific operational bottlenecks that cause a user to switch from Approach/Tool A to Approach/Tool B.

Output
Return three concrete switching-trigger scenarios.

AEO & GEO quality boundaries
- Write self-contained, entity-explicit answer blocks (naming the subject noun rather than 'it' or 'this') so passages remain accurate when quoted standalone.
- Never guarantee AI citations or invent statistics, benchmarks, or third-party endorsements; preserve all supplied qualifications and dates.
- Favor transparent comparison tables, explicit If-Then rules, and verifiable methodology notes over promotional hype.

Expected output: Three concrete switching-trigger scenarios.

Go beyond headline monthly prices to compare setup time, required add-ons, seat limits, and maintenance effort.

Prepare: Pricing and operational notes for compared options.

Act as a senior AI Search (AEO / GEO) Strategist and Information Architect. Work on this specific task using only the supplied material.

Brand / entity & category: {{Entity}}
Target conversational queries: {{Queries}}
Verified proof & data sources: {{Sources}}
Specific inputs: [Pricing and operational notes for compared options: paste here]

Task
Go beyond headline monthly prices to compare setup time, required add-ons, seat limits, and maintenance effort.

Output
Return a transparent Total Cost & Effort comparison table.

AEO & GEO quality boundaries
- Write self-contained, entity-explicit answer blocks (naming the subject noun rather than 'it' or 'this') so passages remain accurate when quoted standalone.
- Never guarantee AI citations or invent statistics, benchmarks, or third-party endorsements; preserve all supplied qualifications and dates.
- Favor transparent comparison tables, explicit If-Then rules, and verifiable methodology notes over promotional hype.

Expected output: A transparent Total Cost & Effort comparison table.

For readers asking an AI assistant 'What is the best alternative to [X] for [Use Case]?', write three 50-word use-case-specific answer blocks.

Prepare: Competitor name, your offer, and 3 distinct buyer use cases.

Act as a senior AI Search (AEO / GEO) Strategist and Information Architect. Work on this specific task using only the supplied material.

Brand / entity & category: {{Entity}}
Target conversational queries: {{Queries}}
Verified proof & data sources: {{Sources}}
Specific inputs: [Competitor name, your offer, and 3 distinct buyer use cases: paste here]

Task
For readers asking an AI assistant 'What is the best alternative to [X] for [Use Case]?', write three 50-word use-case-specific answer blocks.

Output
Return three 50-word use-case alternative blocks.

AEO & GEO quality boundaries
- Write self-contained, entity-explicit answer blocks (naming the subject noun rather than 'it' or 'this') so passages remain accurate when quoted standalone.
- Never guarantee AI citations or invent statistics, benchmarks, or third-party endorsements; preserve all supplied qualifications and dates.
- Favor transparent comparison tables, explicit If-Then rules, and verifiable methodology notes over promotional hype.

Expected output: Three 50-word use-case alternative blocks.

Compare building in-house, buying enterprise software, or using a free specialized tool across budget, speed, and maintenance.

Prepare: Task or workflow being evaluated.

Act as a senior AI Search (AEO / GEO) Strategist and Information Architect. Work on this specific task using only the supplied material.

Brand / entity & category: {{Entity}}
Target conversational queries: {{Queries}}
Verified proof & data sources: {{Sources}}
Specific inputs: [Task or workflow being evaluated: paste here]

Task
Compare building in-house, buying enterprise software, or using a free specialized tool across budget, speed, and maintenance.

Output
Return a 3-way Build vs. Buy vs. Free Tool decision table.

AEO & GEO quality boundaries
- Write self-contained, entity-explicit answer blocks (naming the subject noun rather than 'it' or 'this') so passages remain accurate when quoted standalone.
- Never guarantee AI citations or invent statistics, benchmarks, or third-party endorsements; preserve all supplied qualifications and dates.
- Favor transparent comparison tables, explicit If-Then rules, and verifiable methodology notes over promotional hype.

Expected output: A 3-way Build vs. Buy vs. Free Tool decision table.

Show readers and AI engines the exact weighted criteria (e.g., 30% Output Quality, 25% Speed, 25% Ease of Use, 20% Value) used to score the options.

Prepare: Evaluation criteria.

Act as a senior AI Search (AEO / GEO) Strategist and Information Architect. Work on this specific task using only the supplied material.

Brand / entity & category: {{Entity}}
Target conversational queries: {{Queries}}
Verified proof & data sources: {{Sources}}
Specific inputs: [Evaluation criteria: paste here]

Task
Show readers and AI engines the exact weighted criteria (e.g., 30% Output Quality, 25% Speed, 25% Ease of Use, 20% Value) used to score the options.

Output
Return weighted scoring rubric table.

AEO & GEO quality boundaries
- Write self-contained, entity-explicit answer blocks (naming the subject noun rather than 'it' or 'this') so passages remain accurate when quoted standalone.
- Never guarantee AI citations or invent statistics, benchmarks, or third-party endorsements; preserve all supplied qualifications and dates.
- Favor transparent comparison tables, explicit If-Then rules, and verifiable methodology notes over promotional hype.

Expected output: Weighted scoring rubric table.

Replace meaningless green-checkmark-only tables (where your product has all ✅ and competitors have all ❌) with specific factual cell values.

Prepare: Existing comparison table.

Act as a senior AI Search (AEO / GEO) Strategist and Information Architect. Work on this specific task using only the supplied material.

Brand / entity & category: {{Entity}}
Target conversational queries: {{Queries}}
Verified proof & data sources: {{Sources}}
Specific inputs: [Existing comparison table: paste here]

Task
Replace meaningless green-checkmark-only tables (where your product has all ✅ and competitors have all ❌) with specific factual cell values.

Output
Return upgraded factual comparison table.

AEO & GEO quality boundaries
- Write self-contained, entity-explicit answer blocks (naming the subject noun rather than 'it' or 'this') so passages remain accurate when quoted standalone.
- Never guarantee AI citations or invent statistics, benchmarks, or third-party endorsements; preserve all supplied qualifications and dates.
- Favor transparent comparison tables, explicit If-Then rules, and verifiable methodology notes over promotional hype.

Expected output: Upgraded factual comparison table.

When a user asks a complex question in Google AI Mode or Perplexity, the engine fans out into 5–8 sub-queries. Predict the logical sub-queries for your topic and ensure your page answers all of them.

Prepare: Primary complex topic or buyer question.

Act as a senior AI Search (AEO / GEO) Strategist and Information Architect. Work on this specific task using only the supplied material.

Brand / entity & category: {{Entity}}
Target conversational queries: {{Queries}}
Verified proof & data sources: {{Sources}}
Specific inputs: [Primary complex topic or buyer question: paste here]

Task
When a user asks a complex question in Google AI Mode or Perplexity, the engine fans out into 5–8 sub-queries. Predict the logical sub-queries for your topic and ensure your page answers all of them.

Output
Return a 6-query fan-out map + the exact 45-word section or FAQ needed for each sub-query.

AEO & GEO quality boundaries
- Write self-contained, entity-explicit answer blocks (naming the subject noun rather than 'it' or 'this') so passages remain accurate when quoted standalone.
- Never guarantee AI citations or invent statistics, benchmarks, or third-party endorsements; preserve all supplied qualifications and dates.
- Favor transparent comparison tables, explicit If-Then rules, and verifiable methodology notes over promotional hype.

Expected output: A 6-query fan-out map + the exact 45-word section or FAQ needed for each sub-query.

Map out the natural 4-turn conversation a buyer has after reading your initial answer (Turn 1: What is it? → Turn 2: How much/How long? → Turn 3: Edge cases? → Turn 4: How to start?).

Prepare: Core topic and buyer persona.

Act as a senior AI Search (AEO / GEO) Strategist and Information Architect. Work on this specific task using only the supplied material.

Brand / entity & category: {{Entity}}
Target conversational queries: {{Queries}}
Verified proof & data sources: {{Sources}}
Specific inputs: [Core topic and buyer persona: paste here]

Task
Map out the natural 4-turn conversation a buyer has after reading your initial answer (Turn 1: What is it? → Turn 2: How much/How long? → Turn 3: Edge cases? → Turn 4: How to start?).

Output
Return a 4-turn conversational chain with on-page section placements.

AEO & GEO quality boundaries
- Write self-contained, entity-explicit answer blocks (naming the subject noun rather than 'it' or 'this') so passages remain accurate when quoted standalone.
- Never guarantee AI citations or invent statistics, benchmarks, or third-party endorsements; preserve all supplied qualifications and dates.
- Favor transparent comparison tables, explicit If-Then rules, and verifiable methodology notes over promotional hype.

Expected output: A 4-turn conversational chain with on-page section placements.

Generate FAQs that include real-world constraints ('How do I do [X] with a $0 budget?', 'How does [X] work for a 2-person team without a developer?').

Prepare: Topic and common audience constraints.

Act as a senior AI Search (AEO / GEO) Strategist and Information Architect. Work on this specific task using only the supplied material.

Brand / entity & category: {{Entity}}
Target conversational queries: {{Queries}}
Verified proof & data sources: {{Sources}}
Specific inputs: [Topic and common audience constraints: paste here]

Task
Generate FAQs that include real-world constraints ('How do I do [X] with a $0 budget?', 'How does [X] work for a 2-person team without a developer?').

Output
Return eight constraint-specific Q&A pairs.

AEO & GEO quality boundaries
- Write self-contained, entity-explicit answer blocks (naming the subject noun rather than 'it' or 'this') so passages remain accurate when quoted standalone.
- Never guarantee AI citations or invent statistics, benchmarks, or third-party endorsements; preserve all supplied qualifications and dates.
- Favor transparent comparison tables, explicit If-Then rules, and verifiable methodology notes over promotional hype.

Expected output: Eight constraint-specific Q&A pairs.

Convert the top 5 hesitations prospects raise before buying or adopting your workflow into direct, transparent on-page Q&As.

Prepare: Common customer objections or support questions.

Act as a senior AI Search (AEO / GEO) Strategist and Information Architect. Work on this specific task using only the supplied material.

Brand / entity & category: {{Entity}}
Target conversational queries: {{Queries}}
Verified proof & data sources: {{Sources}}
Specific inputs: [Common customer objections or support questions: paste here]

Task
Convert the top 5 hesitations prospects raise before buying or adopting your workflow into direct, transparent on-page Q&As.

Output
Return five transparent objection-handling FAQ pairs.

AEO & GEO quality boundaries
- Write self-contained, entity-explicit answer blocks (naming the subject noun rather than 'it' or 'this') so passages remain accurate when quoted standalone.
- Never guarantee AI citations or invent statistics, benchmarks, or third-party endorsements; preserve all supplied qualifications and dates.
- Favor transparent comparison tables, explicit If-Then rules, and verifiable methodology notes over promotional hype.

Expected output: Five transparent objection-handling FAQ pairs.

Format exact error messages, causes, and step-by-step fixes so developers and operators asking AI assistants for debugging help land on your guide.

Prepare: Common errors or failure modes in your workflow.

Act as a senior AI Search (AEO / GEO) Strategist and Information Architect. Work on this specific task using only the supplied material.

Brand / entity & category: {{Entity}}
Target conversational queries: {{Queries}}
Verified proof & data sources: {{Sources}}
Specific inputs: [Common errors or failure modes in your workflow: paste here]

Task
Format exact error messages, causes, and step-by-step fixes so developers and operators asking AI assistants for debugging help land on your guide.

Output
Return five Symptom / Error → Root Cause → Fix Q&A blocks.

AEO & GEO quality boundaries
- Write self-contained, entity-explicit answer blocks (naming the subject noun rather than 'it' or 'this') so passages remain accurate when quoted standalone.
- Never guarantee AI citations or invent statistics, benchmarks, or third-party endorsements; preserve all supplied qualifications and dates.
- Favor transparent comparison tables, explicit If-Then rules, and verifiable methodology notes over promotional hype.

Expected output: Five Symptom / Error → Root Cause → Fix Q&A blocks.

Edit your FAQ list so every answer is 40–55 words, repeats the core entity name in sentence 1, and avoids 'As mentioned above' references.

Prepare: Drafted FAQ list.

Act as a senior AI Search (AEO / GEO) Strategist and Information Architect. Work on this specific task using only the supplied material.

Brand / entity & category: {{Entity}}
Target conversational queries: {{Queries}}
Verified proof & data sources: {{Sources}}
Specific inputs: [Drafted FAQ list: paste here]

Task
Edit your FAQ list so every answer is 40–55 words, repeats the core entity name in sentence 1, and avoids 'As mentioned above' references.

Output
Return cleaned, zero-context-safe FAQ pairs.

AEO & GEO quality boundaries
- Write self-contained, entity-explicit answer blocks (naming the subject noun rather than 'it' or 'this') so passages remain accurate when quoted standalone.
- Never guarantee AI citations or invent statistics, benchmarks, or third-party endorsements; preserve all supplied qualifications and dates.
- Favor transparent comparison tables, explicit If-Then rules, and verifiable methodology notes over promotional hype.

Expected output: Cleaned, zero-context-safe FAQ pairs.

Organize a large FAQ page into four logical stages (Getting Started, Pricing & Limits, Technical Setup, Troubleshooting) with jump links.

Prepare: List of 15–25 FAQs.

Act as a senior AI Search (AEO / GEO) Strategist and Information Architect. Work on this specific task using only the supplied material.

Brand / entity & category: {{Entity}}
Target conversational queries: {{Queries}}
Verified proof & data sources: {{Sources}}
Specific inputs: [List of 15–25 FAQs: paste here]

Task
Organize a large FAQ page into four logical stages (Getting Started, Pricing & Limits, Technical Setup, Troubleshooting) with jump links.

Output
Return categorized FAQ architecture with anchor IDs.

AEO & GEO quality boundaries
- Write self-contained, entity-explicit answer blocks (naming the subject noun rather than 'it' or 'this') so passages remain accurate when quoted standalone.
- Never guarantee AI citations or invent statistics, benchmarks, or third-party endorsements; preserve all supplied qualifications and dates.
- Favor transparent comparison tables, explicit If-Then rules, and verifiable methodology notes over promotional hype.

Expected output: Categorized FAQ architecture with anchor IDs.

Add 2 tailored questions for each key stakeholder role evaluating your guide or tool.

Prepare: Topic and 3 stakeholder roles.

Act as a senior AI Search (AEO / GEO) Strategist and Information Architect. Work on this specific task using only the supplied material.

Brand / entity & category: {{Entity}}
Target conversational queries: {{Queries}}
Verified proof & data sources: {{Sources}}
Specific inputs: [Topic and 3 stakeholder roles: paste here]

Task
Add 2 tailored questions for each key stakeholder role evaluating your guide or tool.

Output
Return six role-specific Q&As.

AEO & GEO quality boundaries
- Write self-contained, entity-explicit answer blocks (naming the subject noun rather than 'it' or 'this') so passages remain accurate when quoted standalone.
- Never guarantee AI citations or invent statistics, benchmarks, or third-party endorsements; preserve all supplied qualifications and dates.
- Favor transparent comparison tables, explicit If-Then rules, and verifiable methodology notes over promotional hype.

Expected output: Six role-specific Q&As.

Flag which FAQ answers contain prices, tax rates, API limits, or legal rules that must be re-verified every quarter.

Prepare: FAQ list.

Act as a senior AI Search (AEO / GEO) Strategist and Information Architect. Work on this specific task using only the supplied material.

Brand / entity & category: {{Entity}}
Target conversational queries: {{Queries}}
Verified proof & data sources: {{Sources}}
Specific inputs: [FAQ list: paste here]

Task
Flag which FAQ answers contain prices, tax rates, API limits, or legal rules that must be re-verified every quarter.

Output
Return volatility audit table with review schedule.

AEO & GEO quality boundaries
- Write self-contained, entity-explicit answer blocks (naming the subject noun rather than 'it' or 'this') so passages remain accurate when quoted standalone.
- Never guarantee AI citations or invent statistics, benchmarks, or third-party endorsements; preserve all supplied qualifications and dates.
- Favor transparent comparison tables, explicit If-Then rules, and verifiable methodology notes over promotional hype.

Expected output: Volatility audit table with review schedule.

Convert your finalized Q&A pairs into clean `FAQPage` JSON-LD structured data.

Prepare: Finalized Q&A pairs.

Act as a senior AI Search (AEO / GEO) Strategist and Information Architect. Work on this specific task using only the supplied material.

Brand / entity & category: {{Entity}}
Target conversational queries: {{Queries}}
Verified proof & data sources: {{Sources}}
Specific inputs: [Finalized Q&A pairs: paste here]

Task
Convert your finalized Q&A pairs into clean `FAQPage` JSON-LD structured data.

Output
Return valid `FAQPage` JSON-LD script.

AEO & GEO quality boundaries
- Write self-contained, entity-explicit answer blocks (naming the subject noun rather than 'it' or 'this') so passages remain accurate when quoted standalone.
- Never guarantee AI citations or invent statistics, benchmarks, or third-party endorsements; preserve all supplied qualifications and dates.
- Favor transparent comparison tables, explicit If-Then rules, and verifiable methodology notes over promotional hype.

Expected output: Valid `FAQPage` JSON-LD script.

Create a clean, specification-compliant `/llms.txt` file containing your `# Brand Title`, `> Concise 1-sentence summary`, core documentation/guide sections (`## Guides`, `## Tools`), and 1-line descriptions per URL.

Prepare: Brand summary, core guide URLs, and tool URLs.

Act as a senior AI Search (AEO / GEO) Strategist and Information Architect. Work on this specific task using only the supplied material.

Brand / entity & category: {{Entity}}
Target conversational queries: {{Queries}}
Verified proof & data sources: {{Sources}}
Specific inputs: [Brand summary, core guide URLs, and tool URLs: paste here]

Task
Create a clean, specification-compliant `/llms.txt` file containing your `# Brand Title`, `> Concise 1-sentence summary`, core documentation/guide sections (`## Guides`, `## Tools`), and 1-line descriptions per URL.

Output
Return complete `/llms.txt` Markdown file ready to place in your `public/` directory.

AEO & GEO quality boundaries
- Write self-contained, entity-explicit answer blocks (naming the subject noun rather than 'it' or 'this') so passages remain accurate when quoted standalone.
- Never guarantee AI citations or invent statistics, benchmarks, or third-party endorsements; preserve all supplied qualifications and dates.
- Favor transparent comparison tables, explicit If-Then rules, and verifiable methodology notes over promotional hype.

Expected output: Complete `/llms.txt` Markdown file ready to place in your `public/` directory.

Plan the structure of an `/llms-full.txt` file that consolidates your core documentation, product specifications, and canonical FAQs in clean Markdown for LLM context windows.

Prepare: Core product docs and key pages.

Act as a senior AI Search (AEO / GEO) Strategist and Information Architect. Work on this specific task using only the supplied material.

Brand / entity & category: {{Entity}}
Target conversational queries: {{Queries}}
Verified proof & data sources: {{Sources}}
Specific inputs: [Core product docs and key pages: paste here]

Task
Plan the structure of an `/llms-full.txt` file that consolidates your core documentation, product specifications, and canonical FAQs in clean Markdown for LLM context windows.

Output
Return structured `/llms-full.txt` template and update workflow.

AEO & GEO quality boundaries
- Write self-contained, entity-explicit answer blocks (naming the subject noun rather than 'it' or 'this') so passages remain accurate when quoted standalone.
- Never guarantee AI citations or invent statistics, benchmarks, or third-party endorsements; preserve all supplied qualifications and dates.
- Favor transparent comparison tables, explicit If-Then rules, and verifiable methodology notes over promotional hype.

Expected output: Structured `/llms-full.txt` template and update workflow.

Review your `robots.txt` rules to understand the difference between search/citation bots (`OAI-SearchBot`, `PerplexityBot`, `Googlebot`) and training crawlers (`GPTBot`, `CCBot`, `Google-Extended`), and write a policy aligned with your visibility goals.

Prepare: Current `robots.txt` file and visibility policy.

Act as a senior AI Search (AEO / GEO) Strategist and Information Architect. Work on this specific task using only the supplied material.

Brand / entity & category: {{Entity}}
Target conversational queries: {{Queries}}
Verified proof & data sources: {{Sources}}
Specific inputs: [Current `robots.txt` file and visibility policy: paste here]

Task
Review your `robots.txt` rules to understand the difference between search/citation bots (`OAI-SearchBot`, `PerplexityBot`, `Googlebot`) and training crawlers (`GPTBot`, `CCBot`, `Google-Extended`), and write a policy aligned with your visibility goals.

Output
Return annotated `robots.txt` configuration with bot-by-bot explanations.

AEO & GEO quality boundaries
- Write self-contained, entity-explicit answer blocks (naming the subject noun rather than 'it' or 'this') so passages remain accurate when quoted standalone.
- Never guarantee AI citations or invent statistics, benchmarks, or third-party endorsements; preserve all supplied qualifications and dates.
- Favor transparent comparison tables, explicit If-Then rules, and verifiable methodology notes over promotional hype.

Expected output: Annotated `robots.txt` configuration with bot-by-bot explanations.

Identify which critical content elements (pricing tables, FAQs, schema, canonical tags) must be present in the initial server-rendered HTML response because many AI fetchers do not execute heavy client-side JavaScript.

Prepare: Page architecture and key content blocks.

Act as a senior AI Search (AEO / GEO) Strategist and Information Architect. Work on this specific task using only the supplied material.

Brand / entity & category: {{Entity}}
Target conversational queries: {{Queries}}
Verified proof & data sources: {{Sources}}
Specific inputs: [Page architecture and key content blocks: paste here]

Task
Identify which critical content elements (pricing tables, FAQs, schema, canonical tags) must be present in the initial server-rendered HTML response because many AI fetchers do not execute heavy client-side JavaScript.

Output
Return sSR vs. CSR visibility checklist for AI crawlers.

AEO & GEO quality boundaries
- Write self-contained, entity-explicit answer blocks (naming the subject noun rather than 'it' or 'this') so passages remain accurate when quoted standalone.
- Never guarantee AI citations or invent statistics, benchmarks, or third-party endorsements; preserve all supplied qualifications and dates.
- Favor transparent comparison tables, explicit If-Then rules, and verifiable methodology notes over promotional hype.

Expected output: SSR vs. CSR visibility checklist for AI crawlers.

Format a clean Markdown representation of your page (preserving tables, headings, code blocks, and links) without navigation clutter.

Prepare: Webpage content.

Act as a senior AI Search (AEO / GEO) Strategist and Information Architect. Work on this specific task using only the supplied material.

Brand / entity & category: {{Entity}}
Target conversational queries: {{Queries}}
Verified proof & data sources: {{Sources}}
Specific inputs: [Webpage content: paste here]

Task
Format a clean Markdown representation of your page (preserving tables, headings, code blocks, and links) without navigation clutter.

Output
Return clean Markdown document.

AEO & GEO quality boundaries
- Write self-contained, entity-explicit answer blocks (naming the subject noun rather than 'it' or 'this') so passages remain accurate when quoted standalone.
- Never guarantee AI citations or invent statistics, benchmarks, or third-party endorsements; preserve all supplied qualifications and dates.
- Favor transparent comparison tables, explicit If-Then rules, and verifiable methodology notes over promotional hype.

Expected output: Clean Markdown document.

Ensure your key pages return `200 OK`, carry self-referencing canonicals, and have accurate `<lastmod>` timestamps in `sitemap.xml` so search and AI indexers prioritize fresh updates.

Prepare: URL list and sitemap notes.

Act as a senior AI Search (AEO / GEO) Strategist and Information Architect. Work on this specific task using only the supplied material.

Brand / entity & category: {{Entity}}
Target conversational queries: {{Queries}}
Verified proof & data sources: {{Sources}}
Specific inputs: [URL list and sitemap notes: paste here]

Task
Ensure your key pages return `200 OK`, carry self-referencing canonicals, and have accurate `<lastmod>` timestamps in `sitemap.xml` so search and AI indexers prioritize fresh updates.

Output
Return technical indexability verification checklist.

AEO & GEO quality boundaries
- Write self-contained, entity-explicit answer blocks (naming the subject noun rather than 'it' or 'this') so passages remain accurate when quoted standalone.
- Never guarantee AI citations or invent statistics, benchmarks, or third-party endorsements; preserve all supplied qualifications and dates.
- Favor transparent comparison tables, explicit If-Then rules, and verifiable methodology notes over promotional hype.

Expected output: Technical indexability verification checklist.

Identify high-value PDF whitepapers or locked tables that should have an ungated HTML summary, methodology box, and key-findings table on a public URL.

Prepare: PDF or gated asset summary.

Act as a senior AI Search (AEO / GEO) Strategist and Information Architect. Work on this specific task using only the supplied material.

Brand / entity & category: {{Entity}}
Target conversational queries: {{Queries}}
Verified proof & data sources: {{Sources}}
Specific inputs: [PDF or gated asset summary: paste here]

Task
Identify high-value PDF whitepapers or locked tables that should have an ungated HTML summary, methodology box, and key-findings table on a public URL.

Output
Return public HTML summary page blueprint that captures search and AI citations.

AEO & GEO quality boundaries
- Write self-contained, entity-explicit answer blocks (naming the subject noun rather than 'it' or 'this') so passages remain accurate when quoted standalone.
- Never guarantee AI citations or invent statistics, benchmarks, or third-party endorsements; preserve all supplied qualifications and dates.
- Favor transparent comparison tables, explicit If-Then rules, and verifiable methodology notes over promotional hype.

Expected output: Public HTML summary page blueprint that captures search and AI citations.

Check that your pages do not accidentally include restrictive `nosnippet` or `max-snippet:20` tags that block search engines and AI Overviews from quoting your passages.

Prepare: Current meta robots tags.

Act as a senior AI Search (AEO / GEO) Strategist and Information Architect. Work on this specific task using only the supplied material.

Brand / entity & category: {{Entity}}
Target conversational queries: {{Queries}}
Verified proof & data sources: {{Sources}}
Specific inputs: [Current meta robots tags: paste here]

Task
Check that your pages do not accidentally include restrictive `nosnippet` or `max-snippet:20` tags that block search engines and AI Overviews from quoting your passages.

Output
Return safe `meta robots` configuration.

AEO & GEO quality boundaries
- Write self-contained, entity-explicit answer blocks (naming the subject noun rather than 'it' or 'this') so passages remain accurate when quoted standalone.
- Never guarantee AI citations or invent statistics, benchmarks, or third-party endorsements; preserve all supplied qualifications and dates.
- Favor transparent comparison tables, explicit If-Then rules, and verifiable methodology notes over promotional hype.

Expected output: Safe `meta robots` configuration.

Ensure your page wraps primary content inside `<main>` and `<article>` tags and keeps navbars/footers/modals separate so content extractors parse your text cleanly.

Prepare: Page DOM structure notes.

Act as a senior AI Search (AEO / GEO) Strategist and Information Architect. Work on this specific task using only the supplied material.

Brand / entity & category: {{Entity}}
Target conversational queries: {{Queries}}
Verified proof & data sources: {{Sources}}
Specific inputs: [Page DOM structure notes: paste here]

Task
Ensure your page wraps primary content inside `<main>` and `<article>` tags and keeps navbars/footers/modals separate so content extractors parse your text cleanly.

Output
Return semantic HTML5 landmark checklist.

AEO & GEO quality boundaries
- Write self-contained, entity-explicit answer blocks (naming the subject noun rather than 'it' or 'this') so passages remain accurate when quoted standalone.
- Never guarantee AI citations or invent statistics, benchmarks, or third-party endorsements; preserve all supplied qualifications and dates.
- Favor transparent comparison tables, explicit If-Then rules, and verifiable methodology notes over promotional hype.

Expected output: Semantic HTML5 landmark checklist.

If you offer an API, CLI, or interactive web tool, write a concise 100-word specification block (Inputs, Outputs, URL pattern, Example) that coding assistants can reference accurately.

Prepare: Tool or API details.

Act as a senior AI Search (AEO / GEO) Strategist and Information Architect. Work on this specific task using only the supplied material.

Brand / entity & category: {{Entity}}
Target conversational queries: {{Queries}}
Verified proof & data sources: {{Sources}}
Specific inputs: [Tool or API details: paste here]

Task
If you offer an API, CLI, or interactive web tool, write a concise 100-word specification block (Inputs, Outputs, URL pattern, Example) that coding assistants can reference accurately.

Output
Return structured specification block.

AEO & GEO quality boundaries
- Write self-contained, entity-explicit answer blocks (naming the subject noun rather than 'it' or 'this') so passages remain accurate when quoted standalone.
- Never guarantee AI citations or invent statistics, benchmarks, or third-party endorsements; preserve all supplied qualifications and dates.
- Favor transparent comparison tables, explicit If-Then rules, and verifiable methodology notes over promotional hype.

Expected output: Structured specification block.

Create a unified JSON-LD `@graph` where `WebSite`, `Organization` (`#org`), `Person` (`#author`), `WebPage`, and `Article` reference each other via persistent `@id` URIs.

Prepare: Site URL, brand details, author details, and article metadata.

Act as a senior AI Search (AEO / GEO) Strategist and Information Architect. Work on this specific task using only the supplied material.

Brand / entity & category: {{Entity}}
Target conversational queries: {{Queries}}
Verified proof & data sources: {{Sources}}
Specific inputs: [Site URL, brand details, author details, and article metadata: paste here]

Task
Create a unified JSON-LD `@graph` where `WebSite`, `Organization` (`#org`), `Person` (`#author`), `WebPage`, and `Article` reference each other via persistent `@id` URIs.

Output
Return complete `@graph` JSON-LD script.

AEO & GEO quality boundaries
- Write self-contained, entity-explicit answer blocks (naming the subject noun rather than 'it' or 'this') so passages remain accurate when quoted standalone.
- Never guarantee AI citations or invent statistics, benchmarks, or third-party endorsements; preserve all supplied qualifications and dates.
- Favor transparent comparison tables, explicit If-Then rules, and verifiable methodology notes over promotional hype.

Expected output: Complete `@graph` JSON-LD script.

Enrich your `Article` JSON-LD with `about` and `mentions` arrays that define the primary and secondary `Thing` entities (with `name` and authoritative `sameAs` URLs) covered in the post.

Prepare: Article topic and key concepts.

Act as a senior AI Search (AEO / GEO) Strategist and Information Architect. Work on this specific task using only the supplied material.

Brand / entity & category: {{Entity}}
Target conversational queries: {{Queries}}
Verified proof & data sources: {{Sources}}
Specific inputs: [Article topic and key concepts: paste here]

Task
Enrich your `Article` JSON-LD with `about` and `mentions` arrays that define the primary and secondary `Thing` entities (with `name` and authoritative `sameAs` URLs) covered in the post.

Output
Return `Article` JSON-LD with `about` and `mentions` entity arrays.

AEO & GEO quality boundaries
- Write self-contained, entity-explicit answer blocks (naming the subject noun rather than 'it' or 'this') so passages remain accurate when quoted standalone.
- Never guarantee AI citations or invent statistics, benchmarks, or third-party endorsements; preserve all supplied qualifications and dates.
- Favor transparent comparison tables, explicit If-Then rules, and verifiable methodology notes over promotional hype.

Expected output: `Article` JSON-LD with `about` and `mentions` entity arrays.

Mark up your free online calculators, generators, or SaaS tools with `WebApplication` schema including `applicationCategory`, `operatingSystem`, and `offers`.

Prepare: Tool name, URL, description, and category.

Act as a senior AI Search (AEO / GEO) Strategist and Information Architect. Work on this specific task using only the supplied material.

Brand / entity & category: {{Entity}}
Target conversational queries: {{Queries}}
Verified proof & data sources: {{Sources}}
Specific inputs: [Tool name, URL, description, and category: paste here]

Task
Mark up your free online calculators, generators, or SaaS tools with `WebApplication` schema including `applicationCategory`, `operatingSystem`, and `offers`.

Output
Return valid `WebApplication` JSON-LD.

AEO & GEO quality boundaries
- Write self-contained, entity-explicit answer blocks (naming the subject noun rather than 'it' or 'this') so passages remain accurate when quoted standalone.
- Never guarantee AI citations or invent statistics, benchmarks, or third-party endorsements; preserve all supplied qualifications and dates.
- Favor transparent comparison tables, explicit If-Then rules, and verifiable methodology notes over promotional hype.

Expected output: Valid `WebApplication` JSON-LD.

Structure accurate `Product` and `Offer` (or `AggregateOffer`) schema matching the visible pricing and availability on your page.

Prepare: Product name, tiers, currency, and availability.

Act as a senior AI Search (AEO / GEO) Strategist and Information Architect. Work on this specific task using only the supplied material.

Brand / entity & category: {{Entity}}
Target conversational queries: {{Queries}}
Verified proof & data sources: {{Sources}}
Specific inputs: [Product name, tiers, currency, and availability: paste here]

Task
Structure accurate `Product` and `Offer` (or `AggregateOffer`) schema matching the visible pricing and availability on your page.

Output
Return valid `Product` JSON-LD.

AEO & GEO quality boundaries
- Write self-contained, entity-explicit answer blocks (naming the subject noun rather than 'it' or 'this') so passages remain accurate when quoted standalone.
- Never guarantee AI citations or invent statistics, benchmarks, or third-party endorsements; preserve all supplied qualifications and dates.
- Favor transparent comparison tables, explicit If-Then rules, and verifiable methodology notes over promotional hype.

Expected output: Valid `Product` JSON-LD.

Strengthen author E-E-A-T signals in structured data by linking the author's `Person` node to their areas of expertise, organization, and verified profiles.

Prepare: Author credentials and profile URLs.

Act as a senior AI Search (AEO / GEO) Strategist and Information Architect. Work on this specific task using only the supplied material.

Brand / entity & category: {{Entity}}
Target conversational queries: {{Queries}}
Verified proof & data sources: {{Sources}}
Specific inputs: [Author credentials and profile URLs: paste here]

Task
Strengthen author E-E-A-T signals in structured data by linking the author's `Person` node to their areas of expertise, organization, and verified profiles.

Output
Return enriched `Person` JSON-LD node.

AEO & GEO quality boundaries
- Write self-contained, entity-explicit answer blocks (naming the subject noun rather than 'it' or 'this') so passages remain accurate when quoted standalone.
- Never guarantee AI citations or invent statistics, benchmarks, or third-party endorsements; preserve all supplied qualifications and dates.
- Favor transparent comparison tables, explicit If-Then rules, and verifiable methodology notes over promotional hype.

Expected output: Enriched `Person` JSON-LD node.

Build a comprehensive `Organization` entity node for your homepage and About page.

Prepare: Company details, founder, contact info, and social profiles.

Act as a senior AI Search (AEO / GEO) Strategist and Information Architect. Work on this specific task using only the supplied material.

Brand / entity & category: {{Entity}}
Target conversational queries: {{Queries}}
Verified proof & data sources: {{Sources}}
Specific inputs: [Company details, founder, contact info, and social profiles: paste here]

Task
Build a comprehensive `Organization` entity node for your homepage and About page.

Output
Return complete `Organization` JSON-LD.

AEO & GEO quality boundaries
- Write self-contained, entity-explicit answer blocks (naming the subject noun rather than 'it' or 'this') so passages remain accurate when quoted standalone.
- Never guarantee AI citations or invent statistics, benchmarks, or third-party endorsements; preserve all supplied qualifications and dates.
- Favor transparent comparison tables, explicit If-Then rules, and verifiable methodology notes over promotional hype.

Expected output: Complete `Organization` JSON-LD.

Output clean 3-level `BreadcrumbList` schema (`Home → Category Hub → Current Page`) so crawlers understand where the page sits in your topic cluster.

Prepare: Breadcrumb path.

Act as a senior AI Search (AEO / GEO) Strategist and Information Architect. Work on this specific task using only the supplied material.

Brand / entity & category: {{Entity}}
Target conversational queries: {{Queries}}
Verified proof & data sources: {{Sources}}
Specific inputs: [Breadcrumb path: paste here]

Task
Output clean 3-level `BreadcrumbList` schema (`Home → Category Hub → Current Page`) so crawlers understand where the page sits in your topic cluster.

Output
Return valid `BreadcrumbList` JSON-LD.

AEO & GEO quality boundaries
- Write self-contained, entity-explicit answer blocks (naming the subject noun rather than 'it' or 'this') so passages remain accurate when quoted standalone.
- Never guarantee AI citations or invent statistics, benchmarks, or third-party endorsements; preserve all supplied qualifications and dates.
- Favor transparent comparison tables, explicit If-Then rules, and verifiable methodology notes over promotional hype.

Expected output: Valid `BreadcrumbList` JSON-LD.

Mark up embedded videos on your blog page with `VideoObject` schema (`name`, `description`, `thumbnailUrl`, `uploadDate`, `embedUrl`, `hasPart` Clip chapters).

Prepare: Video metadata and chapters.

Act as a senior AI Search (AEO / GEO) Strategist and Information Architect. Work on this specific task using only the supplied material.

Brand / entity & category: {{Entity}}
Target conversational queries: {{Queries}}
Verified proof & data sources: {{Sources}}
Specific inputs: [Video metadata and chapters: paste here]

Task
Mark up embedded videos on your blog page with `VideoObject` schema (`name`, `description`, `thumbnailUrl`, `uploadDate`, `embedUrl`, `hasPart` Clip chapters).

Output
Return valid `VideoObject` + `Clip` JSON-LD.

AEO & GEO quality boundaries
- Write self-contained, entity-explicit answer blocks (naming the subject noun rather than 'it' or 'this') so passages remain accurate when quoted standalone.
- Never guarantee AI citations or invent statistics, benchmarks, or third-party endorsements; preserve all supplied qualifications and dates.
- Favor transparent comparison tables, explicit If-Then rules, and verifiable methodology notes over promotional hype.

Expected output: Valid `VideoObject` + `Clip` JSON-LD.

Compare the claims inside your JSON-LD script against the visible text on the page to ensure every FAQ, date, author, and rating matches 100%.

Prepare: Visible page text + JSON-LD script.

Act as a senior AI Search (AEO / GEO) Strategist and Information Architect. Work on this specific task using only the supplied material.

Brand / entity & category: {{Entity}}
Target conversational queries: {{Queries}}
Verified proof & data sources: {{Sources}}
Specific inputs: [Visible page text + JSON-LD script: paste here]

Task
Compare the claims inside your JSON-LD script against the visible text on the page to ensure every FAQ, date, author, and rating matches 100%.

Output
Return schema-to-HTML parity audit.

AEO & GEO quality boundaries
- Write self-contained, entity-explicit answer blocks (naming the subject noun rather than 'it' or 'this') so passages remain accurate when quoted standalone.
- Never guarantee AI citations or invent statistics, benchmarks, or third-party endorsements; preserve all supplied qualifications and dates.
- Favor transparent comparison tables, explicit If-Then rules, and verifiable methodology notes over promotional hype.

Expected output: Schema-to-HTML parity audit.

If your article publishes an original survey, benchmark table, or public dataset, mark it up with `Dataset` schema so research indexers discover it.

Prepare: Study title, description, methodology, and creator.

Act as a senior AI Search (AEO / GEO) Strategist and Information Architect. Work on this specific task using only the supplied material.

Brand / entity & category: {{Entity}}
Target conversational queries: {{Queries}}
Verified proof & data sources: {{Sources}}
Specific inputs: [Study title, description, methodology, and creator: paste here]

Task
If your article publishes an original survey, benchmark table, or public dataset, mark it up with `Dataset` schema so research indexers discover it.

Output
Return valid `Dataset` JSON-LD.

AEO & GEO quality boundaries
- Write self-contained, entity-explicit answer blocks (naming the subject noun rather than 'it' or 'this') so passages remain accurate when quoted standalone.
- Never guarantee AI citations or invent statistics, benchmarks, or third-party endorsements; preserve all supplied qualifications and dates.
- Favor transparent comparison tables, explicit If-Then rules, and verifiable methodology notes over promotional hype.

Expected output: Valid `Dataset` JSON-LD.

Create 15 realistic, non-leading prompts that your target buyers type into ChatGPT, Perplexity, Claude, and Gemini across 3 stages: Problem Discovery, Category Shortlisting, and Direct Comparison.

Prepare: Your industry category, target buyer role, and core problem solved.

Act as a senior AI Search (AEO / GEO) Strategist and Information Architect. Work on this specific task using only the supplied material.

Brand / entity & category: {{Entity}}
Target conversational queries: {{Queries}}
Verified proof & data sources: {{Sources}}
Specific inputs: [Your industry category, target buyer role, and core problem solved: paste here]

Task
Create 15 realistic, non-leading prompts that your target buyers type into ChatGPT, Perplexity, Claude, and Gemini across 3 stages: Problem Discovery, Category Shortlisting, and Direct Comparison.

Output
Return 15 neutral test prompts grouped by funnel stage + evaluation scorecard.

AEO & GEO quality boundaries
- Write self-contained, entity-explicit answer blocks (naming the subject noun rather than 'it' or 'this') so passages remain accurate when quoted standalone.
- Never guarantee AI citations or invent statistics, benchmarks, or third-party endorsements; preserve all supplied qualifications and dates.
- Favor transparent comparison tables, explicit If-Then rules, and verifiable methodology notes over promotional hype.

Expected output: 15 neutral test prompts grouped by funnel stage + evaluation scorecard.

Paste the AI assistant's response to a category prompt alongside your product page copy, and diagnose which specific trust signals, third-party citations, or use-case tables the competitor has that your page lacks.

Prepare: Pasted AI response + your landing page summary.

Act as a senior AI Search (AEO / GEO) Strategist and Information Architect. Work on this specific task using only the supplied material.

Brand / entity & category: {{Entity}}
Target conversational queries: {{Queries}}
Verified proof & data sources: {{Sources}}
Specific inputs: [Pasted AI response + your landing page summary: paste here]

Task
Paste the AI assistant's response to a category prompt alongside your product page copy, and diagnose which specific trust signals, third-party citations, or use-case tables the competitor has that your page lacks.

Output
Return citation gap diagnosis + 5 concrete on-page & off-page fixes.

AEO & GEO quality boundaries
- Write self-contained, entity-explicit answer blocks (naming the subject noun rather than 'it' or 'this') so passages remain accurate when quoted standalone.
- Never guarantee AI citations or invent statistics, benchmarks, or third-party endorsements; preserve all supplied qualifications and dates.
- Favor transparent comparison tables, explicit If-Then rules, and verifiable methodology notes over promotional hype.

Expected output: Citation gap diagnosis + 5 concrete on-page & off-page fixes.

Test what an assistant currently knows or assumes about your brand/product and identify any outdated pricing, retired features, or missing capabilities that need a clear canonical correction page.

Prepare: Pasted AI description of your brand + actual current facts.

Act as a senior AI Search (AEO / GEO) Strategist and Information Architect. Work on this specific task using only the supplied material.

Brand / entity & category: {{Entity}}
Target conversational queries: {{Queries}}
Verified proof & data sources: {{Sources}}
Specific inputs: [Pasted AI description of your brand + actual current facts: paste here]

Task
Test what an assistant currently knows or assumes about your brand/product and identify any outdated pricing, retired features, or missing capabilities that need a clear canonical correction page.

Output
Return discrepancy table + canonical correction copy for your About/Pricing/FAQ pages.

AEO & GEO quality boundaries
- Write self-contained, entity-explicit answer blocks (naming the subject noun rather than 'it' or 'this') so passages remain accurate when quoted standalone.
- Never guarantee AI citations or invent statistics, benchmarks, or third-party endorsements; preserve all supplied qualifications and dates.
- Favor transparent comparison tables, explicit If-Then rules, and verifiable methodology notes over promotional hype.

Expected output: Discrepancy table + canonical correction copy for your About/Pricing/FAQ pages.

Combine 3 buyer personas with 4 real-world constraints (Budget, Team Size, Tech Stack, Compliance) to test whether your brand surfaces for niche long-tail queries.

Prepare: 3 personas and 4 constraints.

Act as a senior AI Search (AEO / GEO) Strategist and Information Architect. Work on this specific task using only the supplied material.

Brand / entity & category: {{Entity}}
Target conversational queries: {{Queries}}
Verified proof & data sources: {{Sources}}
Specific inputs: [3 personas and 4 constraints: paste here]

Task
Combine 3 buyer personas with 4 real-world constraints (Budget, Team Size, Tech Stack, Compliance) to test whether your brand surfaces for niche long-tail queries.

Output
Return a 12-scenario prompt testing matrix.

AEO & GEO quality boundaries
- Write self-contained, entity-explicit answer blocks (naming the subject noun rather than 'it' or 'this') so passages remain accurate when quoted standalone.
- Never guarantee AI citations or invent statistics, benchmarks, or third-party endorsements; preserve all supplied qualifications and dates.
- Favor transparent comparison tables, explicit If-Then rules, and verifiable methodology notes over promotional hype.

Expected output: A 12-scenario prompt testing matrix.

Inspect the pasted list of URLs cited by an AI search engine for your target query and categorize them by source type (Official Docs, Comparison Blog, Reddit, YouTube, News/PR).

Prepare: List of cited URLs for your target query.

Act as a senior AI Search (AEO / GEO) Strategist and Information Architect. Work on this specific task using only the supplied material.

Brand / entity & category: {{Entity}}
Target conversational queries: {{Queries}}
Verified proof & data sources: {{Sources}}
Specific inputs: [List of cited URLs for your target query: paste here]

Task
Inspect the pasted list of URLs cited by an AI search engine for your target query and categorize them by source type (Official Docs, Comparison Blog, Reddit, YouTube, News/PR).

Output
Return source-type breakdown + strategy to earn presence in those exact channels.

AEO & GEO quality boundaries
- Write self-contained, entity-explicit answer blocks (naming the subject noun rather than 'it' or 'this') so passages remain accurate when quoted standalone.
- Never guarantee AI citations or invent statistics, benchmarks, or third-party endorsements; preserve all supplied qualifications and dates.
- Favor transparent comparison tables, explicit If-Then rules, and verifiable methodology notes over promotional hype.

Expected output: Source-type breakdown + strategy to earn presence in those exact channels.

Add explicit use-case sections, industry proof points, and comparison tables so AI engines can confidently match your offer to niche buyer queries.

Prepare: Landing page copy + target niche use case.

Act as a senior AI Search (AEO / GEO) Strategist and Information Architect. Work on this specific task using only the supplied material.

Brand / entity & category: {{Entity}}
Target conversational queries: {{Queries}}
Verified proof & data sources: {{Sources}}
Specific inputs: [Landing page copy + target niche use case: paste here]

Task
Add explicit use-case sections, industry proof points, and comparison tables so AI engines can confidently match your offer to niche buyer queries.

Output
Return niche-alignment section & table blueprint.

AEO & GEO quality boundaries
- Write self-contained, entity-explicit answer blocks (naming the subject noun rather than 'it' or 'this') so passages remain accurate when quoted standalone.
- Never guarantee AI citations or invent statistics, benchmarks, or third-party endorsements; preserve all supplied qualifications and dates.
- Favor transparent comparison tables, explicit If-Then rules, and verifiable methodology notes over promotional hype.

Expected output: Niche-alignment section & table blueprint.

Structure an unbiased, data-rich industry guide that defines evaluation criteria fairly—making your domain the primary reference source cited by AI answers.

Prepare: Industry category and evaluation criteria.

Act as a senior AI Search (AEO / GEO) Strategist and Information Architect. Work on this specific task using only the supplied material.

Brand / entity & category: {{Entity}}
Target conversational queries: {{Queries}}
Verified proof & data sources: {{Sources}}
Specific inputs: [Industry category and evaluation criteria: paste here]

Task
Structure an unbiased, data-rich industry guide that defines evaluation criteria fairly—making your domain the primary reference source cited by AI answers.

Output
Return objective Buyer Guide outline and rubric.

AEO & GEO quality boundaries
- Write self-contained, entity-explicit answer blocks (naming the subject noun rather than 'it' or 'this') so passages remain accurate when quoted standalone.
- Never guarantee AI citations or invent statistics, benchmarks, or third-party endorsements; preserve all supplied qualifications and dates.
- Favor transparent comparison tables, explicit If-Then rules, and verifiable methodology notes over promotional hype.

Expected output: Objective Buyer Guide outline and rubric.

Even when a user doesn't click a citation link, how your brand is summarized in 1 sentence inside the AI response shapes buyer perception. Craft the exact 18-word positioning hook you want associated with your brand.

Prepare: Brand name and core differentiator.

Act as a senior AI Search (AEO / GEO) Strategist and Information Architect. Work on this specific task using only the supplied material.

Brand / entity & category: {{Entity}}
Target conversational queries: {{Queries}}
Verified proof & data sources: {{Sources}}
Specific inputs: [Brand name and core differentiator: paste here]

Task
Even when a user doesn't click a citation link, how your brand is summarized in 1 sentence inside the AI response shapes buyer perception. Craft the exact 18-word positioning hook you want associated with your brand.

Output
Return three 18-word positioning hooks to reinforce across your site and profiles.

AEO & GEO quality boundaries
- Write self-contained, entity-explicit answer blocks (naming the subject noun rather than 'it' or 'this') so passages remain accurate when quoted standalone.
- Never guarantee AI citations or invent statistics, benchmarks, or third-party endorsements; preserve all supplied qualifications and dates.
- Favor transparent comparison tables, explicit If-Then rules, and verifiable methodology notes over promotional hype.

Expected output: Three 18-word positioning hooks to reinforce across your site and profiles.

Set up a repeatable monthly scoring rubric (Mentioned Yes/No, Position 1–5, Sentiment, Cited URL, Accuracy of Description) for your 10 most important buyer prompts.

Prepare: 10 core buyer prompts.

Act as a senior AI Search (AEO / GEO) Strategist and Information Architect. Work on this specific task using only the supplied material.

Brand / entity & category: {{Entity}}
Target conversational queries: {{Queries}}
Verified proof & data sources: {{Sources}}
Specific inputs: [10 core buyer prompts: paste here]

Task
Set up a repeatable monthly scoring rubric (Mentioned Yes/No, Position 1–5, Sentiment, Cited URL, Accuracy of Description) for your 10 most important buyer prompts.

Output
Return monthly AI Visibility tracking scorecard template.

AEO & GEO quality boundaries
- Write self-contained, entity-explicit answer blocks (naming the subject noun rather than 'it' or 'this') so passages remain accurate when quoted standalone.
- Never guarantee AI citations or invent statistics, benchmarks, or third-party endorsements; preserve all supplied qualifications and dates.
- Favor transparent comparison tables, explicit If-Then rules, and verifiable methodology notes over promotional hype.

Expected output: Monthly AI Visibility tracking scorecard template.

Review a page that ranks in the traditional Top 5 but gets skipped by AI Overviews—checking for missing 50-word direct answers, buried conclusions, or lack of structured tables.

Prepare: Page text and target query.

Act as a senior AI Search (AEO / GEO) Strategist and Information Architect. Work on this specific task using only the supplied material.

Brand / entity & category: {{Entity}}
Target conversational queries: {{Queries}}
Verified proof & data sources: {{Sources}}
Specific inputs: [Page text and target query: paste here]

Task
Review a page that ranks in the traditional Top 5 but gets skipped by AI Overviews—checking for missing 50-word direct answers, buried conclusions, or lack of structured tables.

Output
Return aI Overview readiness audit + rewritten answer-first blocks.

AEO & GEO quality boundaries
- Write self-contained, entity-explicit answer blocks (naming the subject noun rather than 'it' or 'this') so passages remain accurate when quoted standalone.
- Never guarantee AI citations or invent statistics, benchmarks, or third-party endorsements; preserve all supplied qualifications and dates.
- Favor transparent comparison tables, explicit If-Then rules, and verifiable methodology notes over promotional hype.

Expected output: AI Overview readiness audit + rewritten answer-first blocks.

AI engines cross-reference claims across multiple independent domains. Plan how to publish consistent, verifiable proof of your methodology or tool across your blog, YouTube transcripts, and community discussions.

Prepare: Core brand/product claim or methodology.

Act as a senior AI Search (AEO / GEO) Strategist and Information Architect. Work on this specific task using only the supplied material.

Brand / entity & category: {{Entity}}
Target conversational queries: {{Queries}}
Verified proof & data sources: {{Sources}}
Specific inputs: [Core brand/product claim or methodology: paste here]

Task
AI engines cross-reference claims across multiple independent domains. Plan how to publish consistent, verifiable proof of your methodology or tool across your blog, YouTube transcripts, and community discussions.

Output
Return a 4-channel corroboration plan (Website, YouTube Video, Community Post, Public Dataset/Tool).

AEO & GEO quality boundaries
- Write self-contained, entity-explicit answer blocks (naming the subject noun rather than 'it' or 'this') so passages remain accurate when quoted standalone.
- Never guarantee AI citations or invent statistics, benchmarks, or third-party endorsements; preserve all supplied qualifications and dates.
- Favor transparent comparison tables, explicit If-Then rules, and verifiable methodology notes over promotional hype.

Expected output: A 4-channel corroboration plan (Website, YouTube Video, Community Post, Public Dataset/Tool).

Because Google AI Overviews and Perplexity frequently cite YouTube videos for how-to queries, structure your video's spoken intro, `00:00` chapters, and description summary for maximum citation clarity.

Prepare: Video topic and script/transcript.

Act as a senior AI Search (AEO / GEO) Strategist and Information Architect. Work on this specific task using only the supplied material.

Brand / entity & category: {{Entity}}
Target conversational queries: {{Queries}}
Verified proof & data sources: {{Sources}}
Specific inputs: [Video topic and script/transcript: paste here]

Task
Because Google AI Overviews and Perplexity frequently cite YouTube videos for how-to queries, structure your video's spoken intro, `00:00` chapters, and description summary for maximum citation clarity.

Output
Return aI-citation-ready YouTube description, chapters, and spoken definition.

AEO & GEO quality boundaries
- Write self-contained, entity-explicit answer blocks (naming the subject noun rather than 'it' or 'this') so passages remain accurate when quoted standalone.
- Never guarantee AI citations or invent statistics, benchmarks, or third-party endorsements; preserve all supplied qualifications and dates.
- Favor transparent comparison tables, explicit If-Then rules, and verifiable methodology notes over promotional hype.

Expected output: AI-citation-ready YouTube description, chapters, and spoken definition.

Draft a genuinely detailed, transparent practitioner answer to a technical community question—sharing the exact steps and trade-offs without astroturfing.

Prepare: Community question and your practitioner solution.

Act as a senior AI Search (AEO / GEO) Strategist and Information Architect. Work on this specific task using only the supplied material.

Brand / entity & category: {{Entity}}
Target conversational queries: {{Queries}}
Verified proof & data sources: {{Sources}}
Specific inputs: [Community question and your practitioner solution: paste here]

Task
Draft a genuinely detailed, transparent practitioner answer to a technical community question—sharing the exact steps and trade-offs without astroturfing.

Output
Return a comprehensive, high-trust community answer.

AEO & GEO quality boundaries
- Write self-contained, entity-explicit answer blocks (naming the subject noun rather than 'it' or 'this') so passages remain accurate when quoted standalone.
- Never guarantee AI citations or invent statistics, benchmarks, or third-party endorsements; preserve all supplied qualifications and dates.
- Favor transparent comparison tables, explicit If-Then rules, and verifiable methodology notes over promotional hype.

Expected output: A comprehensive, high-trust community answer.

When an independent blog's 'Best [Category] Tools' list is already cited by ChatGPT and Perplexity, write a polite pitch to the editor offering a free test account and factual spec sheet for their next update.

Prepare: Cited roundup article URL + your product spec sheet.

Act as a senior AI Search (AEO / GEO) Strategist and Information Architect. Work on this specific task using only the supplied material.

Brand / entity & category: {{Entity}}
Target conversational queries: {{Queries}}
Verified proof & data sources: {{Sources}}
Specific inputs: [Cited roundup article URL + your product spec sheet: paste here]

Task
When an independent blog's 'Best [Category] Tools' list is already cited by ChatGPT and Perplexity, write a polite pitch to the editor offering a free test account and factual spec sheet for their next update.

Output
Return a concise editor update pitch + 40-word factual blurb they can drop in.

AEO & GEO quality boundaries
- Write self-contained, entity-explicit answer blocks (naming the subject noun rather than 'it' or 'this') so passages remain accurate when quoted standalone.
- Never guarantee AI citations or invent statistics, benchmarks, or third-party endorsements; preserve all supplied qualifications and dates.
- Favor transparent comparison tables, explicit If-Then rules, and verifiable methodology notes over promotional hype.

Expected output: A concise editor update pitch + 40-word factual blurb they can drop in.

Plan a lightweight interactive tool, checker, or template related to your core service that earns natural mentions from bloggers, educators, and AI assistants.

Prepare: Core service and audience calculation/check need.

Act as a senior AI Search (AEO / GEO) Strategist and Information Architect. Work on this specific task using only the supplied material.

Brand / entity & category: {{Entity}}
Target conversational queries: {{Queries}}
Verified proof & data sources: {{Sources}}
Specific inputs: [Core service and audience calculation/check need: paste here]

Task
Plan a lightweight interactive tool, checker, or template related to your core service that earns natural mentions from bloggers, educators, and AI assistants.

Output
Return interactive tool concept + landing page SEO & AEO brief.

AEO & GEO quality boundaries
- Write self-contained, entity-explicit answer blocks (naming the subject noun rather than 'it' or 'this') so passages remain accurate when quoted standalone.
- Never guarantee AI citations or invent statistics, benchmarks, or third-party endorsements; preserve all supplied qualifications and dates.
- Favor transparent comparison tables, explicit If-Then rules, and verifiable methodology notes over promotional hype.

Expected output: Interactive tool concept + landing page SEO & AEO brief.

Write clear, specific product descriptions, category tags, and customer review prompts for third-party review platforms that LLMs use to verify B2B software reputation.

Prepare: Product details and target buyer use cases.

Act as a senior AI Search (AEO / GEO) Strategist and Information Architect. Work on this specific task using only the supplied material.

Brand / entity & category: {{Entity}}
Target conversational queries: {{Queries}}
Verified proof & data sources: {{Sources}}
Specific inputs: [Product details and target buyer use cases: paste here]

Task
Write clear, specific product descriptions, category tags, and customer review prompts for third-party review platforms that LLMs use to verify B2B software reputation.

Output
Return third-party review profile optimization pack.

AEO & GEO quality boundaries
- Write self-contained, entity-explicit answer blocks (naming the subject noun rather than 'it' or 'this') so passages remain accurate when quoted standalone.
- Never guarantee AI citations or invent statistics, benchmarks, or third-party endorsements; preserve all supplied qualifications and dates.
- Favor transparent comparison tables, explicit If-Then rules, and verifiable methodology notes over promotional hype.

Expected output: Third-party review profile optimization pack.

Structure a data-driven press release or research brief where the headline and first 3 bullet points contain standalone statistics and methodology notes.

Prepare: Research finding and dataset scope.

Act as a senior AI Search (AEO / GEO) Strategist and Information Architect. Work on this specific task using only the supplied material.

Brand / entity & category: {{Entity}}
Target conversational queries: {{Queries}}
Verified proof & data sources: {{Sources}}
Specific inputs: [Research finding and dataset scope: paste here]

Task
Structure a data-driven press release or research brief where the headline and first 3 bullet points contain standalone statistics and methodology notes.

Output
Return data release headline, 3 citable stat bullets, and methodology note.

AEO & GEO quality boundaries
- Write self-contained, entity-explicit answer blocks (naming the subject noun rather than 'it' or 'this') so passages remain accurate when quoted standalone.
- Never guarantee AI citations or invent statistics, benchmarks, or third-party endorsements; preserve all supplied qualifications and dates.
- Favor transparent comparison tables, explicit If-Then rules, and verifiable methodology notes over promotional hype.

Expected output: Data release headline, 3 citable stat bullets, and methodology note.

Plan a 20-term authoritative glossary hub in your niche where every term has a 50-word canonical definition, formula/diagram, and internal link.

Prepare: Niche topic.

Act as a senior AI Search (AEO / GEO) Strategist and Information Architect. Work on this specific task using only the supplied material.

Brand / entity & category: {{Entity}}
Target conversational queries: {{Queries}}
Verified proof & data sources: {{Sources}}
Specific inputs: [Niche topic: paste here]

Task
Plan a 20-term authoritative glossary hub in your niche where every term has a 50-word canonical definition, formula/diagram, and internal link.

Output
Return 20-term Glossary Hub architecture.

AEO & GEO quality boundaries
- Write self-contained, entity-explicit answer blocks (naming the subject noun rather than 'it' or 'this') so passages remain accurate when quoted standalone.
- Never guarantee AI citations or invent statistics, benchmarks, or third-party endorsements; preserve all supplied qualifications and dates.
- Favor transparent comparison tables, explicit If-Then rules, and verifiable methodology notes over promotional hype.

Expected output: 20-term Glossary Hub architecture.

Prioritize the highest-impact Answer-First edits, schema `@graph` updates, `/llms.txt` setup, and brand visibility checks into a 4-week sprint.

Prepare: Website size and primary business goal.

Act as a senior AI Search (AEO / GEO) Strategist and Information Architect. Work on this specific task using only the supplied material.

Brand / entity & category: {{Entity}}
Target conversational queries: {{Queries}}
Verified proof & data sources: {{Sources}}
Specific inputs: [Website size and primary business goal: paste here]

Task
Prioritize the highest-impact Answer-First edits, schema `@graph` updates, `/llms.txt` setup, and brand visibility checks into a 4-week sprint.

Output
Return a 4-week AEO & GEO execution plan.

AEO & GEO quality boundaries
- Write self-contained, entity-explicit answer blocks (naming the subject noun rather than 'it' or 'this') so passages remain accurate when quoted standalone.
- Never guarantee AI citations or invent statistics, benchmarks, or third-party endorsements; preserve all supplied qualifications and dates.
- Favor transparent comparison tables, explicit If-Then rules, and verifiable methodology notes over promotional hype.

Expected output: A 4-week AEO & GEO execution plan.