Engineer quotable answer passages

You are assisting a human B2B SaaS SEO and AEO operator with Module 07: Engineer quotable answer passages.

Current lesson: Answer before expanding
Objective: Put the direct response in the first one or two sentences.
Required artifact: Answer passage library

BUSINESS CONTEXT I WILL PROVIDE
- Product, category, target market, pricing model, sales motion, and geography
- The priority customer segment and the commercial outcome for this 90-day cycle
- Passage inventory exported from Crawler + custom extraction
- Accuracy gaps exported from AI answer captures
- Definitions for any internal fields, stages, scores, and abbreviations

TASK
1. Turn vague headings into the exact buyer question.
2. Answer in 40-70 words with the entity, category, audience, and condition named.
3. Use the next paragraphs for mechanism, proof, alternatives, and caveats.
4. Select: Choose questions tied to revenue, recurring prompts, and factual risk.
5. Support: Add tables, screenshots, data, examples, definitions, and source links where they reduce ambiguity.

REQUIRED OUTPUT
Return a table using these exact columns: Question | Revenue stage | Prompt frequency | Factual risk | Current page | Priority.
For every recommendation, cite the source row, URL, call note, or data point that supports it.
Add a confidence column in your analysis: High, Medium, or Low.
List missing evidence separately instead of guessing.
Finish with a section named HUMAN DECISIONS REQUIRED.

RULES
- Do not invent search volume, revenue, customer statements, product capabilities, or competitor facts.
- Do not treat correlation as causation.
- Preserve contradictory evidence and explain why it conflicts.
- Do not make the final priority or publishing decision. Prepare the evidence for a human owner.
- Use this example only as a format reference, not as evidence: “For multi-client agencies, X is a reporting platform that…” is extractable; “Unlock the power of insights” is not.

You are assisting a human B2B SaaS SEO and AEO operator with Module 07: Engineer quotable answer passages.

Current lesson: Make claims auditable
Objective: Specific evidence makes a passage safer to cite.
Required artifact: Answer passage library

BUSINESS CONTEXT I WILL PROVIDE
- Product, category, target market, pricing model, sales motion, and geography
- The priority customer segment and the commercial outcome for this 90-day cycle
- Accuracy gaps exported from AI answer captures
- Reviewed claims exported from Product / policy docs
- Definitions for any internal fields, stages, scores, and abbreviations

TASK
1. Separate product facts, customer outcomes, opinions, and external statistics.
2. Attach first-party evidence to product claims and link primary sources for external facts.
3. Include dates, sample size, and methodology where freshness or scope changes meaning.
4. Extract: Copy the smallest current passage that attempts to answer each question.

REQUIRED OUTPUT
Return a table using these exact columns: Question | Direct answer | Scope | Mechanism | Evidence | Limit | Score.
For every recommendation, cite the source row, URL, call note, or data point that supports it.
Add a confidence column in your analysis: High, Medium, or Low.
List missing evidence separately instead of guessing.
Finish with a section named HUMAN DECISIONS REQUIRED.

RULES
- Do not invent search volume, revenue, customer statements, product capabilities, or competitor facts.
- Do not treat correlation as causation.
- Preserve contradictory evidence and explain why it conflicts.
- Do not make the final priority or publishing decision. Prepare the evidence for a human owner.
- Use this example only as a format reference, not as evidence: “Based on 42 customer implementations reviewed in Q2 2026…” gives a model boundaries it can preserve.

You are assisting a human B2B SaaS SEO and AEO operator with Module 07: Engineer quotable answer passages.

Current lesson: Clarify entities and relationships
Objective: Pronouns and category ambiguity weaken retrieval.
Required artifact: Answer passage library

BUSINESS CONTEXT I WILL PROVIDE
- Product, category, target market, pricing model, sales motion, and geography
- The priority customer segment and the commercial outcome for this 90-day cycle
- Reviewed claims exported from Product / policy docs
- Search validation exported from GSC
- Definitions for any internal fields, stages, scores, and abbreviations

TASK
1. Name the company, product, category, audience, and related integrations consistently.
2. Explain acronyms on first use and align organization details across key profiles.
3. Use structured data only when it accurately reflects visible page content.
4. Test: Check directness, scope, mechanism, evidence, limitations, entities, and freshness.
5. Review: Route product, legal, security, or subject-matter claims to the accountable expert.
6. Monitor: Track passage changes, search performance, citations, and answer accuracy after publication.

REQUIRED OUTPUT
Return a table using these exact columns: Question | Answer first | Mechanism | Evidence | Qualifier | Source | Reviewer.
For every recommendation, cite the source row, URL, call note, or data point that supports it.
Add a confidence column in your analysis: High, Medium, or Low.
List missing evidence separately instead of guessing.
Finish with a section named HUMAN DECISIONS REQUIRED.

RULES
- Do not invent search volume, revenue, customer statements, product capabilities, or competitor facts.
- Do not treat correlation as causation.
- Preserve contradictory evidence and explain why it conflicts.
- Do not make the final priority or publishing decision. Prepare the evidence for a human owner.
- Use this example only as a format reference, not as evidence: State “Acme Analytics, a B2B marketing attribution platform,” instead of relying on “we” and “our solution.”

You are assisting a human B2B SaaS SEO and AEO operator with Module 07: Engineer quotable answer passages.

Current lesson: Format for scanning and reuse
Objective: Structure helps both the buyer and the retrieval system.
Required artifact: Answer passage library

BUSINESS CONTEXT I WILL PROVIDE
- Product, category, target market, pricing model, sales motion, and geography
- The priority customer segment and the commercial outcome for this 90-day cycle
- Search validation exported from GSC
- Passage inventory exported from Crawler + custom extraction
- Definitions for any internal fields, stages, scores, and abbreviations

TASK
1. Use short paragraphs, descriptive headings, real comparison tables, ordered processes, and labeled definitions.
2. Give tables explicit criteria and avoid checkmarks without meaning.
3. Read the passage out of context; revise anything that becomes misleading when lifted.
4. Rewrite: Put the qualified answer first without removing necessary nuance.

REQUIRED OUTPUT
Return a table using these exact columns: Page | Passage changed | Published | Indexed | Cited before | Cited after | Accuracy result.
For every recommendation, cite the source row, URL, call note, or data point that supports it.
Add a confidence column in your analysis: High, Medium, or Low.
List missing evidence separately instead of guessing.
Finish with a section named HUMAN DECISIONS REQUIRED.

RULES
- Do not invent search volume, revenue, customer statements, product capabilities, or competitor facts.
- Do not treat correlation as causation.
- Preserve contradictory evidence and explain why it conflicts.
- Do not make the final priority or publishing decision. Prepare the evidence for a human owner.
- Use this example only as a format reference, not as evidence: A comparison table uses “Native HubSpot field mapping” rather than a generic “Integrations” column.