highCompetitor substitutions
The answer directs the urgent buyer to RootHero instead of ClearFlow Plumbing.
Why it matters: A substitute can capture the buyer even when your brand appears in the answer.
Back to GeoCheckTool
Redacted sample · shared renderer
Sample AI visibility report: repeated answers, evidence, and uncertainty.
An AI visibility report should show which buyer questions and surfaces were measured, the accepted answer samples, literal mentions and citations, factual conflicts, failures and coverage gaps, the evidence behind each diagnosis, and the method required for a comparable retest. This redacted sample uses the same report renderer as persisted customer reports.
3measured questions
2later-batch questions
9not run / failed
5 accepted issues supported by this run
These are the highest-priority accepted findings from this measurement, not a stable ranking.
highConfirmed fact conflicts
The $149 visit fee conflicts with the customer-confirmed $89 diagnostic fee.
Why it matters: A buyer may act on information that conflicts with your confirmed business facts.
highUnsupported claims
The answer makes a same-day guarantee that is not present in the confirmed facts.
Why it matters: An unsupported claim can weaken trust even when the brand is mentioned.
mediumConfirmed facts missing from answers
The answer omits the confirmed water-heater repair service.
Why it matters: A buyer cannot evaluate an option when a decision-critical fact is absent.
mediumTransaction actionability
The answer names ClearFlow but supplies no booking or contact next step.
Why it matters: Missing next-step details can stop an interested buyer from taking action.
One free Quick Diagnosis per account
Create your own evidence-linked Quick Diagnosis
Start with the real business and service area. In the official workflow you confirm Business Facts and the complete buyer-question bank before one free Quick Diagnosis uses up to 4 selected questions with n=3 repeated samples per selected question and available surface.
The intake opens the official GeoCheckTool workflow. You confirm Business Facts and buyer questions before any Quick run. No credit card is required for the one free Quick Diagnosis.
What was and was not measured
Buyer-question distributions
Counts use accepted samples only. Every surface retains its actual sample size; failures, no-surface observations, and unrun slots stay in coverage instead of the axis denominator.
Accepted diagnosis
Needs review
Conclusion evidence graph
Every stored conclusion below resolves to its buyer question, persisted sample, exact answer span, and any linked citation or customer-confirmed fact.
MentionState · Perplexity Sonar via OpenRouter / RAG API
Buyer question
What does a diagnostic plumbing visit cost, and which company is the best value?
Exact answer span
“$149 diagnostic fee”
View raw sample answer
ClearFlow Plumbing charges a $149 diagnostic fee. RootHero offers a lower-cost option for Denver homeowners.
Sample b4200000-0000-4000-8002-000000000001
Citations
No citation edge for this conclusion.
Confirmed facts
No confirmed-fact edge for this conclusion.
Surface fidelity: rag-api-via-openrouter-with-citations-not-consumer-ui
Stance · Perplexity Sonar via OpenRouter / RAG API
Buyer question
What does a diagnostic plumbing visit cost, and which company is the best value?
Exact answer span
“$149 diagnostic fee”
View raw sample answer
ClearFlow Plumbing charges a $149 diagnostic fee. RootHero offers a lower-cost option for Denver homeowners.
Sample b4200000-0000-4000-8002-000000000001
Citations
No citation edge for this conclusion.
Confirmed facts
No confirmed-fact edge for this conclusion.
Surface fidelity: rag-api-via-openrouter-with-citations-not-consumer-ui
VerificationState · Perplexity Sonar via OpenRouter / RAG API
Buyer question
What does a diagnostic plumbing visit cost, and which company is the best value?
Exact answer span
“$149 diagnostic fee”
View raw sample answer
ClearFlow Plumbing charges a $149 diagnostic fee. RootHero offers a lower-cost option for Denver homeowners.
Sample b4200000-0000-4000-8002-000000000001
Citations
No citation edge for this conclusion.
Confirmed facts
No confirmed-fact edge for this conclusion.
Surface fidelity: rag-api-via-openrouter-with-citations-not-consumer-ui
Fact error · Perplexity Sonar via OpenRouter / RAG API
Buyer question
What does a diagnostic plumbing visit cost, and which company is the best value?
Exact answer span
“$149 diagnostic fee”
View raw sample answer
ClearFlow Plumbing charges a $149 diagnostic fee. RootHero offers a lower-cost option for Denver homeowners.
Sample b4200000-0000-4000-8002-000000000001
Citations
- Denver plumber directoryURL reachable · Context only · Third-party
Confirmed facts
- Pricing.summary"$89 diagnostic visit"
Surface fidelity: rag-api-via-openrouter-with-citations-not-consumer-ui
RootHero · Perplexity Sonar via OpenRouter / RAG API
Buyer question
What does a diagnostic plumbing visit cost, and which company is the best value?
Exact answer span
“RootHero offers a lower-cost option”
View raw sample answer
ClearFlow Plumbing charges a $149 diagnostic fee. RootHero offers a lower-cost option for Denver homeowners.
Sample b4200000-0000-4000-8002-000000000001
Citations
No citation edge for this conclusion.
Confirmed facts
No confirmed-fact edge for this conclusion.
Surface fidelity: rag-api-via-openrouter-with-citations-not-consumer-ui
MentionState · Perplexity Sonar via OpenRouter / RAG API
Buyer question
What does a diagnostic plumbing visit cost, and which company is the best value?
Exact answer span
“guaranteed same-day service”
View raw sample answer
ClearFlow Plumbing provides guaranteed same-day service across the Denver metro area.
Sample b4200000-0000-4000-8002-000000000002
Citations
No citation edge for this conclusion.
Confirmed facts
No confirmed-fact edge for this conclusion.
Surface fidelity: rag-api-via-openrouter-with-citations-not-consumer-ui
Stance · Perplexity Sonar via OpenRouter / RAG API
Buyer question
What does a diagnostic plumbing visit cost, and which company is the best value?
Exact answer span
“guaranteed same-day service”
View raw sample answer
ClearFlow Plumbing provides guaranteed same-day service across the Denver metro area.
Sample b4200000-0000-4000-8002-000000000002
Citations
No citation edge for this conclusion.
Confirmed facts
No confirmed-fact edge for this conclusion.
Surface fidelity: rag-api-via-openrouter-with-citations-not-consumer-ui
VerificationState · Perplexity Sonar via OpenRouter / RAG API
Buyer question
What does a diagnostic plumbing visit cost, and which company is the best value?
Exact answer span
“guaranteed same-day service”
View raw sample answer
ClearFlow Plumbing provides guaranteed same-day service across the Denver metro area.
Sample b4200000-0000-4000-8002-000000000002
Citations
No citation edge for this conclusion.
Confirmed facts
No confirmed-fact edge for this conclusion.
Surface fidelity: rag-api-via-openrouter-with-citations-not-consumer-ui
Unsubstantiated claim · Perplexity Sonar via OpenRouter / RAG API
Buyer question
What does a diagnostic plumbing visit cost, and which company is the best value?
Exact answer span
“guaranteed same-day service”
View raw sample answer
ClearFlow Plumbing provides guaranteed same-day service across the Denver metro area.
Sample b4200000-0000-4000-8002-000000000002
Citations
No citation edge for this conclusion.
Confirmed facts
No confirmed-fact edge for this conclusion.
Surface fidelity: rag-api-via-openrouter-with-citations-not-consumer-ui
MentionState · Perplexity Sonar via OpenRouter / RAG API
Buyer question
What does a diagnostic plumbing visit cost, and which company is the best value?
Exact answer span
“current pricing could not be confirmed”
View raw sample answer
ClearFlow Plumbing may charge a visit fee, although current pricing could not be confirmed.
Sample b4200000-0000-4000-8002-000000000003
Citations
No citation edge for this conclusion.
Confirmed facts
No confirmed-fact edge for this conclusion.
Surface fidelity: rag-api-via-openrouter-with-citations-not-consumer-ui
Stance · Perplexity Sonar via OpenRouter / RAG API
Buyer question
What does a diagnostic plumbing visit cost, and which company is the best value?
Exact answer span
“current pricing could not be confirmed”
View raw sample answer
ClearFlow Plumbing may charge a visit fee, although current pricing could not be confirmed.
Sample b4200000-0000-4000-8002-000000000003
Citations
No citation edge for this conclusion.
Confirmed facts
No confirmed-fact edge for this conclusion.
Surface fidelity: rag-api-via-openrouter-with-citations-not-consumer-ui
VerificationState · Perplexity Sonar via OpenRouter / RAG API
Buyer question
What does a diagnostic plumbing visit cost, and which company is the best value?
Exact answer span
“current pricing could not be confirmed”
View raw sample answer
ClearFlow Plumbing may charge a visit fee, although current pricing could not be confirmed.
Sample b4200000-0000-4000-8002-000000000003
Citations
No citation edge for this conclusion.
Confirmed facts
No confirmed-fact edge for this conclusion.
Surface fidelity: rag-api-via-openrouter-with-citations-not-consumer-ui
Fact missing · Perplexity Sonar via OpenRouter / RAG API
Buyer question
What does a diagnostic plumbing visit cost, and which company is the best value?
Exact answer span
“current pricing could not be confirmed”
View raw sample answer
ClearFlow Plumbing may charge a visit fee, although current pricing could not be confirmed.
Sample b4200000-0000-4000-8002-000000000003
Citations
No citation edge for this conclusion.
Confirmed facts
- Pricing.summary"$89 diagnostic visit"
Surface fidelity: rag-api-via-openrouter-with-citations-not-consumer-ui
MentionState · Perplexity Sonar via OpenRouter / RAG API
Buyer question
Which Denver plumber can handle an urgent leak and let me book the next step?
Exact answer span
“RootHero is the recommended 24/7 option”
View raw sample answer
RootHero is the recommended 24/7 option. ClearFlow Plumbing is listed, but the answer gives no booking step.
Sample b4200000-0000-4000-8002-000000000101
Citations
No citation edge for this conclusion.
Confirmed facts
No confirmed-fact edge for this conclusion.
Surface fidelity: rag-api-via-openrouter-with-citations-not-consumer-ui
Stance · Perplexity Sonar via OpenRouter / RAG API
Buyer question
Which Denver plumber can handle an urgent leak and let me book the next step?
Exact answer span
“RootHero is the recommended 24/7 option”
View raw sample answer
RootHero is the recommended 24/7 option. ClearFlow Plumbing is listed, but the answer gives no booking step.
Sample b4200000-0000-4000-8002-000000000101
Citations
No citation edge for this conclusion.
Confirmed facts
No confirmed-fact edge for this conclusion.
Surface fidelity: rag-api-via-openrouter-with-citations-not-consumer-ui
VerificationState · Perplexity Sonar via OpenRouter / RAG API
Buyer question
Which Denver plumber can handle an urgent leak and let me book the next step?
Exact answer span
“RootHero is the recommended 24/7 option”
View raw sample answer
RootHero is the recommended 24/7 option. ClearFlow Plumbing is listed, but the answer gives no booking step.
Sample b4200000-0000-4000-8002-000000000101
Citations
No citation edge for this conclusion.
Confirmed facts
No confirmed-fact edge for this conclusion.
Surface fidelity: rag-api-via-openrouter-with-citations-not-consumer-ui
Competitor substitution · Perplexity Sonar via OpenRouter / RAG API
Buyer question
Which Denver plumber can handle an urgent leak and let me book the next step?
Exact answer span
“RootHero is the recommended 24/7 option”
View raw sample answer
RootHero is the recommended 24/7 option. ClearFlow Plumbing is listed, but the answer gives no booking step.
Sample b4200000-0000-4000-8002-000000000101
Citations
No citation edge for this conclusion.
Confirmed facts
No confirmed-fact edge for this conclusion.
Surface fidelity: rag-api-via-openrouter-with-citations-not-consumer-ui
Transaction actionability · Perplexity Sonar via OpenRouter / RAG API
Buyer question
Which Denver plumber can handle an urgent leak and let me book the next step?
Exact answer span
“the answer gives no booking step”
View raw sample answer
RootHero is the recommended 24/7 option. ClearFlow Plumbing is listed, but the answer gives no booking step.
Sample b4200000-0000-4000-8002-000000000101
Citations
No citation edge for this conclusion.
Confirmed facts
No confirmed-fact edge for this conclusion.
Surface fidelity: rag-api-via-openrouter-with-citations-not-consumer-ui
RootHero · Perplexity Sonar via OpenRouter / RAG API
Buyer question
Which Denver plumber can handle an urgent leak and let me book the next step?
Exact answer span
“RootHero is the recommended 24/7 option”
View raw sample answer
RootHero is the recommended 24/7 option. ClearFlow Plumbing is listed, but the answer gives no booking step.
Sample b4200000-0000-4000-8002-000000000101
Citations
No citation edge for this conclusion.
Confirmed facts
No confirmed-fact edge for this conclusion.
Surface fidelity: rag-api-via-openrouter-with-citations-not-consumer-ui
MentionState · Perplexity Sonar via OpenRouter / RAG API
Buyer question
Which Denver plumber can handle an urgent leak and let me book the next step?
Exact answer span
“might handle urgent leaks”
View raw sample answer
ClearFlow Plumbing might handle urgent leaks; verify availability directly.
Sample b4200000-0000-4000-8002-000000000103
Citations
No citation edge for this conclusion.
Confirmed facts
No confirmed-fact edge for this conclusion.
Surface fidelity: rag-api-via-openrouter-with-citations-not-consumer-ui
Stance · Perplexity Sonar via OpenRouter / RAG API
Buyer question
Which Denver plumber can handle an urgent leak and let me book the next step?
Exact answer span
“might handle urgent leaks”
View raw sample answer
ClearFlow Plumbing might handle urgent leaks; verify availability directly.
Sample b4200000-0000-4000-8002-000000000103
Citations
No citation edge for this conclusion.
Confirmed facts
No confirmed-fact edge for this conclusion.
Surface fidelity: rag-api-via-openrouter-with-citations-not-consumer-ui
VerificationState · Perplexity Sonar via OpenRouter / RAG API
Buyer question
Which Denver plumber can handle an urgent leak and let me book the next step?
Exact answer span
“might handle urgent leaks”
View raw sample answer
ClearFlow Plumbing might handle urgent leaks; verify availability directly.
Sample b4200000-0000-4000-8002-000000000103
Citations
No citation edge for this conclusion.
Confirmed facts
No confirmed-fact edge for this conclusion.
Surface fidelity: rag-api-via-openrouter-with-citations-not-consumer-ui
MentionState · Perplexity Sonar via OpenRouter / RAG API
Buyer question
Which residential plumber has trustworthy proof for water-heater repair?
Exact answer span
“cites no source that proves water-heater expertise”
View raw sample answer
ClearFlow Plumbing appears in a directory, but the answer cites no source that proves water-heater expertise.
Sample b4200000-0000-4000-8002-000000000201
Citations
No citation edge for this conclusion.
Confirmed facts
No confirmed-fact edge for this conclusion.
Surface fidelity: rag-api-via-openrouter-with-citations-not-consumer-ui
Stance · Perplexity Sonar via OpenRouter / RAG API
Buyer question
Which residential plumber has trustworthy proof for water-heater repair?
Exact answer span
“cites no source that proves water-heater expertise”
View raw sample answer
ClearFlow Plumbing appears in a directory, but the answer cites no source that proves water-heater expertise.
Sample b4200000-0000-4000-8002-000000000201
Citations
No citation edge for this conclusion.
Confirmed facts
No confirmed-fact edge for this conclusion.
Surface fidelity: rag-api-via-openrouter-with-citations-not-consumer-ui
VerificationState · Perplexity Sonar via OpenRouter / RAG API
Buyer question
Which residential plumber has trustworthy proof for water-heater repair?
Exact answer span
“cites no source that proves water-heater expertise”
View raw sample answer
ClearFlow Plumbing appears in a directory, but the answer cites no source that proves water-heater expertise.
Sample b4200000-0000-4000-8002-000000000201
Citations
No citation edge for this conclusion.
Confirmed facts
No confirmed-fact edge for this conclusion.
Surface fidelity: rag-api-via-openrouter-with-citations-not-consumer-ui
Customer controlled:missing entailment · Perplexity Sonar via OpenRouter / RAG API
Buyer question
Which residential plumber has trustworthy proof for water-heater repair?
Exact answer span
“cites no source that proves water-heater expertise”
View raw sample answer
ClearFlow Plumbing appears in a directory, but the answer cites no source that proves water-heater expertise.
Sample b4200000-0000-4000-8002-000000000201
Citations
- ClearFlow directory profileURL reachable · Context only · Third-party
Confirmed facts
- Services.offered["water-heater repair","drain cleaning"]
Surface fidelity: rag-api-via-openrouter-with-citations-not-consumer-ui
MentionState · Perplexity Sonar via OpenRouter / RAG API
Buyer question
Which residential plumber has trustworthy proof for water-heater repair?
Exact answer span
“water-heater repair service is not described”
View raw sample answer
ClearFlow Plumbing serves homeowners, but its confirmed water-heater repair service is not described.
Sample b4200000-0000-4000-8002-000000000203
Citations
No citation edge for this conclusion.
Confirmed facts
No confirmed-fact edge for this conclusion.
Surface fidelity: rag-api-via-openrouter-with-citations-not-consumer-ui
Stance · Perplexity Sonar via OpenRouter / RAG API
Buyer question
Which residential plumber has trustworthy proof for water-heater repair?
Exact answer span
“water-heater repair service is not described”
View raw sample answer
ClearFlow Plumbing serves homeowners, but its confirmed water-heater repair service is not described.
Sample b4200000-0000-4000-8002-000000000203
Citations
No citation edge for this conclusion.
Confirmed facts
No confirmed-fact edge for this conclusion.
Surface fidelity: rag-api-via-openrouter-with-citations-not-consumer-ui
VerificationState · Perplexity Sonar via OpenRouter / RAG API
Buyer question
Which residential plumber has trustworthy proof for water-heater repair?
Exact answer span
“water-heater repair service is not described”
View raw sample answer
ClearFlow Plumbing serves homeowners, but its confirmed water-heater repair service is not described.
Sample b4200000-0000-4000-8002-000000000203
Citations
No citation edge for this conclusion.
Confirmed facts
No confirmed-fact edge for this conclusion.
Surface fidelity: rag-api-via-openrouter-with-citations-not-consumer-ui
Fact missing · Perplexity Sonar via OpenRouter / RAG API
Buyer question
Which residential plumber has trustworthy proof for water-heater repair?
Exact answer span
“water-heater repair service is not described”
View raw sample answer
ClearFlow Plumbing serves homeowners, but its confirmed water-heater repair service is not described.
Sample b4200000-0000-4000-8002-000000000203
Citations
No citation edge for this conclusion.
Confirmed facts
- Services.offered["water-heater repair","drain cleaning"]
Surface fidelity: rag-api-via-openrouter-with-citations-not-consumer-ui
What comes next
Accepted diagnosis categories can later feed website repair and source development packages. Those deliverables are not part of this report, and no publication or measured uplift is claimed here.
From diagnosis to customer-controlled action
These are delivered GeoCheckTool workflows, shown here as explanations only. This redacted sample does not claim that a customer published an action or that an AI result improved.
Website repair package
Accepted findings and customer-confirmed facts can become persisted final copy, technical assets, placement instructions, and acceptance criteria. The customer, original developer, or our team can execute the package; GeoCheckTool does not take over a CMS or publish automatically.
Source-building package
Evidence gaps can become platform-specific tasks with official rules, eligibility, confirmed facts, restrictions, copy, and execution receipts. Independent reviews and editorial coverage are never fabricated or guaranteed.
Read-only action verification
A separate server-side check can test whether a reported public URL is reachable, crawlable, and contains frozen content anchors. Customer receipts remain distinct from system evidence; indexability allowed does not mean indexed.
Frozen same-question retest
A later run can reuse the baseline questions, surfaces, method, and analysis version to compare repeated-sample distributions. No change, regression, failures, and non-comparable surfaces remain visible; timing alone is not causal proof.
Method & evidence
Run type
Quick
Samples per question / surface
3
Analysis version
1
Rendered report version
1
Perplexity Sonar via OpenRouter / RAG API · n=3
rag-api-via-openrouter-with-citations-not-consumer-ui
API observation through OpenRouter; this is not a consumer chat interface.
Google AI Overview observed via SerpApi · n=3
observed-google-search-surface-via-serpapi-not-google-api
Google AI Overview observed via SerpApi; this is not a Google product API.
- • Counts describe this run's repeated samples; they are exploratory or directional, not a stable rank.
- • Not-run slots, valid no-surface observations, and provider failures are excluded from mention, stance, and verification distributions.
- • Optional-surface gaps remain visible but do not change completion or billing; required-surface failures make the run partial and release the reservation.
- • Citation URL reachability is separate from whether a citation supports a claim or has relevant authority.
- • The repair package and source-building package are later deliverables; this report contains diagnosis only.