Earn presence on the sources AI trusts
Build legitimate category consensus across reviews, communities, partners, media, video, and expert resources.
You will have a source map and a 90-day plan to improve the third-party evidence surrounding the brand.
Trusted source network
Prioritize the review sites, communities, partner pages, expert media, datasets, and directories that answer engines actually use.
Citation influence by source class
A source matters when it is repeatedly retrieved for your priority decisions.
Your website can describe the product, but third-party sources help answer engines validate reputation, category fit, and comparative claims. Source engineering means earning accurate presence where buyers already learn, not manufacturing mentions.
Map the source ecosystem
Start with what engines and buyers already trust for your category.
- 01
Export cited domains from the audit and top-ranking domains from commercial queries.
- 02
Group them into reviews, communities, editorial, partners, video, data, marketplaces, and associations.
- 03
Score influence, relevance, attainability, accuracy, and current brand presence.
- 04
Harvest: Collect every cited domain and URL across priority prompts and engines.
- 05
Plan value: Offer data, expertise, customer proof, integration material, or a useful tool rather than a generic pitch.
Choose the business priority, interpret exceptions, protect confidential data, challenge weak evidence, and approve the final decision.
Clean, classify, compare, calculate, and draft rows from supplied evidence. AI may surface patterns; it does not own strategy.
Citation tracker, plus source context from Ahrefs / Semrush.
| Prompt | Engine | Cited domain | Cited URL | Source class | Frequency | Captured |
|---|---|---|---|---|---|---|
| Best agency reporting tool | Perplexity | g2.com | /categories/agency-reporting | Review | 9 | Yes |
CLAUDE / CHATGPT PROMPTAnalyze the evidence without outsourcing the decision+
Remove personal or confidential data. Attach the named exports, explain every column, and tell the model when the dataset was collected.
You are assisting a human B2B SaaS SEO and AEO operator with Module 08: Earn presence on the sources AI trusts. Current lesson: Map the source ecosystem Objective: Start with what engines and buyers already trust for your category. Required artifact: Trusted-source plan 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 - Source overlap export exported from Citation tracker - Source context exported from Ahrefs / Semrush - Definitions for any internal fields, stages, scores, and abbreviations TASK 1. Export cited domains from the audit and top-ranking domains from commercial queries. 2. Group them into reviews, communities, editorial, partners, video, data, marketplaces, and associations. 3. Score influence, relevance, attainability, accuracy, and current brand presence. 4. Harvest: Collect every cited domain and URL across priority prompts and engines. 5. Plan value: Offer data, expertise, customer proof, integration material, or a useful tool rather than a generic pitch. REQUIRED OUTPUT Return a table using these exact columns: Prompt | Engine | Cited domain | Cited URL | Source class | Frequency | Captured. 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 niche consultant roundup cited across five Tier 1 prompts may matter more than a large publication with no category relevance.
Influential sources are ranked using audit evidence. A named human owner must verify this before the lesson is complete.
A niche consultant roundup cited across five Tier 1 prompts may matter more than a large publication with no category relevance.
Fix owned third-party profiles
Basic inconsistency creates avoidable ambiguity.
- 01
Audit category, description, logo, URL, features, integrations, pricing state, and company facts.
- 02
Align language to real positioning while respecting each platform’s format.
- 03
Set a quarterly review owner for marketplaces, partner directories, and review profiles.
- 04
Classify: Label owned, review, media, community, partner, directory, academic, or public data.
Choose the business priority, interpret exceptions, protect confidential data, challenge weak evidence, and approve the final decision.
Clean, classify, compare, calculate, and draft rows from supplied evidence. AI may surface patterns; it does not own strategy.
Ahrefs / Semrush, plus corrected listings from Review / partner portals.
| Source | Prompt overlap | Citation frequency | Buyer trust | Feasibility | Current state | Priority |
|---|---|---|---|---|---|---|
| G2 category | 18 / 24 | High | High | Medium | Weak profile | P1 |
CLAUDE / CHATGPT PROMPTAnalyze the evidence without outsourcing the decision+
Remove personal or confidential data. Attach the named exports, explain every column, and tell the model when the dataset was collected.
You are assisting a human B2B SaaS SEO and AEO operator with Module 08: Earn presence on the sources AI trusts. Current lesson: Fix owned third-party profiles Objective: Basic inconsistency creates avoidable ambiguity. Required artifact: Trusted-source plan 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 - Source context exported from Ahrefs / Semrush - Corrected listings exported from Review / partner portals - Definitions for any internal fields, stages, scores, and abbreviations TASK 1. Audit category, description, logo, URL, features, integrations, pricing state, and company facts. 2. Align language to real positioning while respecting each platform’s format. 3. Set a quarterly review owner for marketplaces, partner directories, and review profiles. 4. Classify: Label owned, review, media, community, partner, directory, academic, or public data. REQUIRED OUTPUT Return a table using these exact columns: Source | Prompt overlap | Citation frequency | Buyer trust | Feasibility | Current state | 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: The site says “revenue intelligence” while profiles say “CRM analytics”; choose and substantiate the category relationship.
Third-party profiles are accurate and consistent. A named human owner must verify this before the lesson is complete.
The site says “revenue intelligence” while profiles say “CRM analytics”; choose and substantiate the category relationship.
Create an earnable reason to mention
Outreach without value produces weak placements.
- 01
Package original data, a useful tool, expert commentary, a tested comparison, or a customer workflow.
- 02
Match the asset to a source that serves the same audience.
- 03
Pitch the source’s reader problem; disclose relationships and avoid control over editorial conclusions.
- 04
Score: Measure prompt overlap, citation frequency, trust, relevance, feasibility, and current brand state.
- 05
Earn: Work through customer, partner, PR, community, and expert channels with disclosure.
- 06
Measure: Track source wins, corrected facts, citation share, referral quality, and answer changes.
Choose the business priority, interpret exceptions, protect confidential data, challenge weak evidence, and approve the final decision.
Clean, classify, compare, calculate, and draft rows from supplied evidence. AI may surface patterns; it does not own strategy.
Review / partner portals, plus source quality overlay from CRM / referral analytics.
| Source | Category | Audience | Pricing | Capabilities | Conflict | Correction owner |
|---|---|---|---|---|---|---|
| Partner directory | Analytics | Agencies | Old | Missing automation | Yes | Partnerships |
CLAUDE / CHATGPT PROMPTAnalyze the evidence without outsourcing the decision+
Remove personal or confidential data. Attach the named exports, explain every column, and tell the model when the dataset was collected.
You are assisting a human B2B SaaS SEO and AEO operator with Module 08: Earn presence on the sources AI trusts. Current lesson: Create an earnable reason to mention Objective: Outreach without value produces weak placements. Required artifact: Trusted-source plan 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 - Corrected listings exported from Review / partner portals - Source quality overlay exported from CRM / referral analytics - Definitions for any internal fields, stages, scores, and abbreviations TASK 1. Package original data, a useful tool, expert commentary, a tested comparison, or a customer workflow. 2. Match the asset to a source that serves the same audience. 3. Pitch the source’s reader problem; disclose relationships and avoid control over editorial conclusions. 4. Score: Measure prompt overlap, citation frequency, trust, relevance, feasibility, and current brand state. 5. Earn: Work through customer, partner, PR, community, and expert channels with disclosure. 6. Measure: Track source wins, corrected facts, citation share, referral quality, and answer changes. REQUIRED OUTPUT Return a table using these exact columns: Source | Category | Audience | Pricing | Capabilities | Conflict | Correction owner. 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: Offer anonymized agency reporting benchmarks and a methodology note to an operations newsletter.
Every outreach target has genuine audience value. A named human owner must verify this before the lesson is complete.
Offer anonymized agency reporting benchmarks and a methodology note to an operations newsletter.
Build review and community systems
Authentic customer and practitioner language compounds.
- 01
Request reviews at moments of demonstrated value, without scripting sentiment or gating unhappy users.
- 02
Answer community questions with complete help and disclose affiliation when relevant.
- 03
Track accuracy, freshness, and useful discussion; never use fake accounts or paid undisclosed advocacy.
- 04
Audit entity: Compare category, audience, features, pricing, leadership, and evidence across priority profiles.
Choose the business priority, interpret exceptions, protect confidential data, challenge weak evidence, and approve the final decision.
Clean, classify, compare, calculate, and draft rows from supplied evidence. AI may surface patterns; it does not own strategy.
CRM / referral analytics, plus source overlap export from Citation tracker.
| Source | Value offered | Proof available | Relationship path | Pitch owner | Status | Outcome |
|---|---|---|---|---|---|---|
| MarTech guide | Benchmark dataset | Method + sample | Editor introduction | PR lead | Drafting | Pending |
CLAUDE / CHATGPT PROMPTAnalyze the evidence without outsourcing the decision+
Remove personal or confidential data. Attach the named exports, explain every column, and tell the model when the dataset was collected.
You are assisting a human B2B SaaS SEO and AEO operator with Module 08: Earn presence on the sources AI trusts. Current lesson: Build review and community systems Objective: Authentic customer and practitioner language compounds. Required artifact: Trusted-source plan 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 - Source quality overlay exported from CRM / referral analytics - Source overlap export exported from Citation tracker - Definitions for any internal fields, stages, scores, and abbreviations TASK 1. Request reviews at moments of demonstrated value, without scripting sentiment or gating unhappy users. 2. Answer community questions with complete help and disclose affiliation when relevant. 3. Track accuracy, freshness, and useful discussion; never use fake accounts or paid undisclosed advocacy. 4. Audit entity: Compare category, audience, features, pricing, leadership, and evidence across priority profiles. REQUIRED OUTPUT Return a table using these exact columns: Source | Value offered | Proof available | Relationship path | Pitch owner | Status | Outcome. 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: After a successful implementation milestone, invite the customer to describe the original problem, setup, and measurable outcome in their own words.
Review/community work has clear ethical rules. A named human owner must verify this before the lesson is complete.
After a successful implementation milestone, invite the customer to describe the original problem, setup, and measurable outcome in their own words.
Check each item only after the artifact meets the standard.