Know where your brand appears in AI.
See how your brand shows up in AI answers and across the web, with ongoing monitoring that helps you stay in control.
- 01Monitoring scopeChoose the buyer questions, selected platforms, competitors and review dates that matter to your brand.
- 02Comparable answer captureRecord dated answers, brand wording and cited sources where shown, with the conditions of each check.
- 03Brand and competitor reviewCompare how your brand and selected competitors are described across the same questions.
- 04Change and response reviewExplain the changes found, their limits and what your team should review next.
From isolated answersto a signal you can act on.
AI answers can vary across platforms and time. Repeating agreed questions helps your team compare observations and decide whether a change needs attention.
Illustrative monitoring methodSnapshot → Compare → Review
One-off checkingThree answers. No reliable baseline.
Documented comparisonSame questions. Recorded conditions. Agreed review dates.
- Presence
- Named
- Sources
- Links shown
- Framing
- Clear
- Presence
- Named
- Sources
- No links shown
- Framing
- Clear
- Presence
- Named
- Sources
- Links shown
- Framing
- Changed
MethodConditions recorded
Interpret the comparisonWhat changed, and does it matter?
More supportLess support
Illustrative source pattern Illustrative comparison
Next reviewCheck the source contextReview the evidence before recommending a response.
What we monitor
How does AI describe your brand?
We review whether your brand appears, how it is described, which sources are cited where shown, and whether selected competitors are mentioned or recommended.
Answer reviewIllustrative view
Example only4 signals to review
Illustrative answerSignals highlighted
Your brand is present in the answer, described as a specialist for this need, supported by cited sources, and compared with named alternatives.
- PresenceIs your brand included?
- FramingHow is it positioned?
- EvidenceWhich sources are cited, if any?
- ContextWho appears beside it?
Comparison method
We compare these signals across the same buyer questions, selected AI platforms, and agreed review dates. Answers may still vary between checks.
Repeated over timeWhat we do and what you get
Every action leaves something your team can use.
Your team receives the question set, dated answer records and a reviewed comparison, with clear notes on what changed and what the evidence can tell you.
What we do Monitoring scope
Choose the buyer questions, selected platforms, competitors and review dates that matter to your brand.
Monitoring brief Question set and monitoring scope
The questions, platforms, comparison brands, review dates and boundaries agreed for the work.
What we do Comparable answer capture
Record dated answers, brand wording and cited sources where shown, with the conditions of each check.
Evidence record Dated answer record
Dated answer captures recording the platform, brand presence, wording, context, and cited sources where shown.
What we do Brand and competitor review
Compare how your brand and selected competitors are described across the same questions.
Comparison matrix Brand and competitor comparison
A reviewed comparison of selected brands, separating mentions from recommendations and recording visible cited sources.
What we do Change and response review
Explain the changes found, their limits and what your team should review next.
Response review Change and response record
Material changes, evidence limits, recommended responses, and issues requiring human approval.
Reliable monitoring needs more than screenshots.
Each comparison needs the question, platform, review date and available sources. Human review separates an observed change from assumptions about its cause.
Comparable evidence sits at the center of a connected system including Buyer questions, Selected platforms, Visible cited sources, Competitor context, Human review.
OutputComparable evidenceReviewed over time
- Buyer questions
- Selected platforms
- Visible cited sources
- Competitor context
- Human review
The cost of not monitoring
If AI changes its answer, will you know?
Incorrect descriptions, outdated cited sources or different recommendations may go unnoticed without regular checks. Monitoring gives your team a record to review before deciding how to respond.
- What can changeAI describes your brand incorrectly.→What it can costBuyers may misunderstand what you offer.
- What can changeAI cites weak or outdated sources.→What it can costBuyers may rely on inaccurate information.
- What can changeAI recommends a competitor instead.→What it can costBuyers may explore another provider first.
Review how the answer changes over time.
Start monitoring the questions that matter Track the buyer questions that influence how your brand is understood.
How the engagement works
A clear path from buyer question to informed response.
Working principle
Each recorded answer stays with its question, platform, review date, available sources, and human interpretation.
- Scope
Choose the questions that matter
Agree the buyer questions, selected AI platforms, competitors, review dates, and material brand risks.
Monitoring scope - Capture
Collect comparable answers
Repeat the agreed question set, document the conditions, and retain answer wording, brand and competitor presence, and cited sources where shown.
Answer evidence - Interpret
Explain what deserves action
Compare the observations, explain their limits and identify changes worth investigating. A changed answer alone does not prove what caused it.
Response review
Good fit
Know what AI is saying about your brand.
This service is a strong fit when:
- Buyers use AI answers to compare providers in your category.
- You lack a consistent record of how your brand appears in relevant AI answers.
- Competitor visibility is discussed without comparable evidence.
- Your team needs a repeatable signal before deciding what to change.
