Know how AI answers describe, compare, and cite your brand.
Reputably captures real answer results from ChatGPT, Gemini, Claude, and AI/search checks, then turns them into an operating workflow for reputation, content, reviews, competitors, locations, and public proof.
Reputably
AI visibility
Answer captures
128
+21
Engines
3
Live
Positive sentiment
78%
+6%
Best emergency dentist near me
Presence
Mentioned
Position
#2
Sentiment
Positive
Evidence
Google reviews, Healthgrades
Reliable plumber after hours
Presence
Competitor first
Position
#4
Sentiment
Mixed
Evidence
Reviews, Reddit
Example answer audit
ChatGPT: best provider for urgent roof repair near me
Brand
Absent
Competitor
Named twice
Source gap
Weak proof
AI visibility is not just a rank. It is a map of the public evidence answer engines use when buyers ask who to trust.
Tracked engines
See the real answers buyers can see in ChatGPT, Gemini, and Claude.
Each capture is tied to the exact prompt, engine, timestamp, brand presence, competitor mentions, sentiment, and visible source evidence. Repeated checks keep the team from treating one answer as permanent truth.
Recommendation and comparison prompts
Capture how buyer questions return your brand, competitors, reputation context, and cited or referenced source evidence.
Search-connected answer checks
Track local, category, alternative, and urgent service prompts where public sources can change who gets recommended.
Research and shortlist prompts
Monitor longer comparison-style answers that summarize strengths, concerns, alternatives, and missing public proof.
Measurement credibility
Buyers do not need a prettier AI visibility score. They need a measurement they can defend.
Answer engines vary by prompt, source, timing, location, and session context. Reputably is positioned around repeatable measurement, inspectable evidence, and actions that improve the public proof buyers actually see.
One snapshot is not a strategy
Recent research argues that AI search visibility is measured across repeated runs, prompts, and time instead of treated as a fixed rank from one observation.
arXiv on repeated GEO measurement
AI answers and search results can diverge
A 2026 study found that many AI Overview cited domains did not appear in regular first-page results, and a meaningful share of answer claims were unsupported by cited pages.
arXiv on Google AI Overviews
Visibility reporting has to avoid vanity metrics
McKinsey research reported by Business Insider connects martech ROI problems to bloated stacks, siloed data, and teams measuring activity instead of strategic outcomes.
Business Insider on martech ROI
Standard
Weak pattern
Reputably pattern
Repeat the measurement
Weak pattern
A single screenshot or one prompt run is treated as the truth.
Reputably pattern
Track prompt sets over time so teams can see movement, variance, and patterns worth acting on.
Show confidence, not false precision
Weak pattern
A clean score hides noisy sources, unstable answers, and unclear sample size.
Reputably pattern
Classify findings with source context, prompt context, commercial priority, and owner-ready next steps.
Inspect the source evidence
Weak pattern
A dashboard says visibility changed without showing which public proof influenced the answer.
Reputably pattern
Keep cited pages, reviews, directories, competitor mentions, and source gaps visible before teams report or act.
Tie visibility to work
Weak pattern
The team gets another chart but no decision on what to improve.
Reputably pattern
Route gaps into content, review, listing, sales enablement, operations, or agency reporting workflows.
What to measure
Track the signals that change buyer confidence.
The goal is not to collect screenshots. The goal is to understand what buyers are being told, why that answer appears, and which team can improve the underlying proof.
Buyer prompts
Track recommendation, comparison, alternative, location, and problem-aware prompts that influence buying decisions.
Brand presence
See whether your brand appears, where it appears, and which competitors get named when you are missing.
Answer sentiment
Monitor how AI/search answers frame reputation, strengths, weaknesses, urgency, and trust signals.
Cited sources
Identify the reviews, articles, directories, pages, and community discussions shaping the answer.
Location accuracy
Catch mismatched services, stale location details, incorrect operating assumptions, and branch-level gaps.
Trend movement
Separate one-off answer variance from patterns that deserve content, review, or operations work.
Workflow
From answer monitoring to a clear action queue.
Reputably connects prompt tracking with reputation work, content decisions, competitor positioning, and client-ready reporting.
Define the questions buyers ask
Build prompt sets around services, locations, competitors, jobs to be done, objections, and alternative searches.
Capture the answer and the sources
Store the real answer output from ChatGPT, Gemini, Claude, and AI/search checks, including source context when the engine exposes it.
Explain the commercial meaning
Classify each result as a visibility win, reputation risk, citation gap, competitor threat, content brief, or proof opportunity.
Turn the finding into work
Route actions to marketing, local operators, review owners, agencies, or sales teams with the context needed to act.
Action map
Every visibility gap points to work someone can own.
The practical value comes from translating answer behavior into the next content, review, operations, or positioning move.
Finding
What it means
Likely action
Your brand is absent from high-intent prompts.
What it means
The answer engine has stronger evidence for competitors or generic sources.
Likely action
Create comparison pages, service proof, review campaigns, and source-worthy content.
Competitors are recommended for your strongest use case.
What it means
The market sees them as the clearer answer for that job.
Likely action
Add objection handling, customer proof, and sharper category positioning.
Answers mention reputation concerns or stale details.
What it means
Public sources may be reinforcing outdated or negative assumptions.
Likely action
Fix listings, respond to reviews, publish current proof, and brief operators.
AI cites directories, forums, or pages you do not own.
What it means
External source quality is influencing how buyers understand the brand.
Likely action
Prioritize outreach, listing cleanup, partner pages, and better public references.
Team workflows
AI visibility gets stronger when it is connected to the teams changing the evidence.
Build pages around real buyer questions
Use prompt gaps, repeated phrasing, competitor mentions, and cited-source patterns to decide which pages and supporting evidence to ship next.
Prepare for the comparison buyers already saw
Give reps the competitor context, answer language, review themes, and objections buyers may bring into the sales process.
Fix the facts that shape reputation
Route incorrect location details, service gaps, recurring complaints, and review trends to the teams that can improve the source material.
Report on visibility clients can understand
Show how prompt presence, sentiment, competitors, citations, reviews, and content actions changed over time.
Where Reputably differs from a dashboard
Tracks buyer questions, not only brand-name prompts.
Connects AI answers to reviews, competitors, public sources, and local details.
Routes findings into owned actions instead of leaving teams with another report to check.
Combines AI/search visibility with the reputation and demand signals already influencing buyers.
Governance
Built for teams that need context before they act.
Human review before action
AI visibility findings are routed as evidence and recommendations, not as uncontrolled public replies.
Source-level context
Teams can see why a result matters instead of receiving a rank number with no explanation.
Commercial prioritization
Prioritize prompts and fixes by location, service line, competitor risk, intent level, and revenue relevance.
FAQ
Questions AI visibility buyers usually ask first.
Is AI visibility the same as SEO rank tracking?
No. SEO rank tracking measures search result positions. AI visibility focuses on how answer engines describe the brand, which competitors are mentioned, what sources are cited, and what reputation signals shape the answer.
What prompts do we track first?
Start with high-intent questions: best provider, alternatives to a competitor, service plus city, urgent problem searches, pricing or quality comparisons, and review-sensitive buying questions.
Can Reputably show why an answer changed?
Reputably is designed to connect answer movement to visible context such as cited sources, reviews, competitor mentions, content gaps, and reputation themes so teams know what to investigate.
Does Reputably use real ChatGPT, Gemini, and Claude answers?
Yes. Reputably tracks real answer captures from the AI tools buyers use, including ChatGPT, Gemini, and Claude. Each result keeps the prompt, engine, timestamp, answer context, competitor presence, sentiment, and source or citation evidence where available. Results can still vary by prompt phrasing, timing, location, and session context.
How does Reputably avoid misleading AI visibility scores?
Reputably treats AI visibility as a monitored signal, not a single permanent rank. Teams can review repeated prompt results, source context, confidence cues, competitor mentions, and the action tied to each finding.
Who owns AI visibility work?
Ownership usually spans marketing, reputation, local operations, sales, and agencies. Reputably helps route each finding to the team best placed to improve the source material.
Does Reputably automatically change AI answers?
No. Reputably identifies visibility gaps and the source context behind them. Teams improve the underlying public proof, content, reviews, listings, and reputation signals over time.
See it on your signals
Audit the answers buyers see before they contact you.
Track prompts, competitors, sentiment, cited sources, reviews, and the actions that can improve your visibility over time.
What you can set up first
Monitoring profile
Define the brands, competitors, sources, signals, and owners that matter first.
Action route
Separate lead intent, reputation risk, visibility gaps, and content opportunities.
Clear report
Show the sources checked, signals found, actions routed, and open risks your team should review.
Launch scope
Decide whether to start with one brand, location group, client workspace, or source set.