AI Answers
Read every answer AI gave about your brand. Check the facts, see which themes and proof points came through, and compare against competitors.
These filters set every number and row below.
When and where
Which questions
Which answers
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Total visible
Number of measurable runs (prompt × platform × run) where AI offered your brand (mentioned, cited, or recommended).
This count includes prompts that name you, because this page is a review queue rather than a score: an answer to a branded prompt is reviewable for accuracy like any other, and the feed below lists them. The scores elsewhere in the platform exclude that cohort, so this number is deliberately larger than the visibility denominators on the dashboard. The caption says how many of these came from branded prompts.
Every filter in the panel above applies to this number and the seven beside it. Click the number to open those answers.
Number of measurable runs (prompt × platform × run) where AI offered your brand (mentioned, cited, or recommended).
This count includes prompts that name you, because this page is a review queue rather than a score: an answer to a branded prompt is reviewable for accuracy like any other, and the feed below lists them. The scores elsewhere in the platform exclude that cohort, so this number is deliberately larger than the visibility denominators on the dashboard. The caption says how many of these came from branded prompts.
Every filter in the panel above applies to this number and the seven beside it. Click the number to open those answers.
Answers naming you
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AI named your brand
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Mentions analyzed
Answers naming you that we read in depth, pulling out the themes, facts, and proof points AI referenced. Click the number to open those answers.
Answers naming you that we read in depth, pulling out the themes, facts, and proof points AI referenced. Click the number to open those answers.
Read in depth
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Themes
Answers in which AI described your brand with at least one theme, such as “Boston-based” or “integrated marketing”. A count of answers, not of themes. Click the number to open those answers.
Answers in which AI described your brand with at least one theme, such as “Boston-based” or “integrated marketing”. A count of answers, not of themes. Click the number to open those answers.
Themes
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answers describing you
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Facts
Answers in which AI stated at least one checkable fact about your brand (founding year, location, services). Compared against the verified facts from your website when available. Click the number to open those answers.
Answers in which AI stated at least one checkable fact about your brand (founding year, location, services). Compared against the verified facts from your website when available. Click the number to open those answers.
Facts
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answers stating facts about you
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Authority markers
Answers in which AI cited an award, certification, ranking or media recognition for your brand, such as “Best of Boston 2024”. Click the number to open those answers.
Answers in which AI cited an award, certification, ranking or media recognition for your brand, such as “Best of Boston 2024”. Click the number to open those answers.
Awards and credentials
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answers citing them
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Audience signals
Answers in which AI said who you serve, such as “B2B service businesses” or “regional brands”. Click the number to open those answers.
Answers in which AI said who you serve, such as “B2B service businesses” or “regional brands”. Click the number to open those answers.
Audiences
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answers saying who you serve
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Comparisons
Answers in which AI compared you directly with a named competitor, such as “smaller alternative to Hill Holliday”. Click the number to open those answers.
Answers in which AI compared you directly with a named competitor, such as “smaller alternative to Hill Holliday”. Click the number to open those answers.
Comparisons
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answers comparing you with a rival
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Reviewed
Answers in this view that someone has reviewed for accuracy. The percentage is out of the answers naming you. Click the number to open the reviewed answers.
Answers in this view that someone has reviewed for accuracy. The percentage is out of the answers naming you. Click the number to open the reviewed answers.
Reviewed
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Mentions
Themes
Bridge entities
By persona
Fact accuracy
Authority markers
Audience
Competitor matrix
Caveats
Recent movements
Answers
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Date
AI tool
Prompt type
Result
Tone
Question and what AI answered
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Have answers from somewhere else?
Bring your own.
You collect AI answers yourself, by hand or from another tool, and upload a CSV. We read and score every one with the same judge as this page.
How it works
- Download the template.
- Add one row per answer: question, engine, date and the answer text.
- Upload it. Scored answers appear on this page, tagged as your upload, once every row is read.
What it costs
- $29 a month includes 300 answers.
- Every answer counts once: one question asked three times on one engine is three answers.
- More answers take run credits. One credit covers 150 answers. Credits are $15 and need an active plan.
What you get
- The same mentioned, cited and recommended reading, tone, facts and themes you see on this page.
- Every score links to the answer you uploaded.
- Uploaded answers count in your Live Visibility Score, and the trend marks each upload.
What you do not get
- We do not ask the questions for you, so there is no scheduled measurement.
- No audit baseline. An upload never reads your website, so there is no Visibility Stack Score.
- It is a separate plan. Uploads are accepted on a Bring Your Own Answers account, not added to a managed plan.
Top themes AI uses to describe the brand
Open-ended descriptors extracted from every visible mention. Counts represent how many separate AI responses used the same theme.
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Themes by category
Distribution across canonical categories: specialty, differentiator, continuity, reputation, audience, capability, other.
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Themes grouped by meaning
Near-identical wordings grouped into one theme, each counted once per answer. One answer can carry two themes, so these counts are not added together.
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Bridge entities
Questions that reach you through something else: a place, an event, an industry or a related service your customers ask about. Does AI name you alongside it? Each row is a tracked bridge prompt with the AI answers underneath. A new association is an observation, not an instruction to create content.
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Results by persona
How AI answers differ for the kinds of customers your questions are written for. Each card shows the visibility rate and run count for that persona's questions. Personas are set on the questions themselves; where none are set, this panel stays empty.
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Fact accuracy aggregate
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Accurate
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Partial
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Wrong
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Not verified
Top facts AI asserted
Most-frequently asserted facts across all visible mentions.
Check one here and the verdict applies to every mention that
asserted it, so a fact stated three hundred times is a single click. The
counts above update on save.
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Authority markers AI cites
Awards, certifications, rankings, media recognitions, and other third-party validators AI surfaces about the brand.
Audiences AI says you serve
The customer types and audiences AI says you serve.
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By axis
Distribution across audience type, size, location, use case, demographic, and eligibility.
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Audiences grouped by meaning
Synonyms grouped into one audience, each counted once per answer, and compared with your approved ideal customer profile.
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Competitive treatment matrix
For each competitor named in these answers: how often they appeared and, where the answer was read for it, their tier and head-to-head against you. Tracked competitors come first; other names are listed but are not part of your tracked set.
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Caveats AI added about the brand
Qualifications, warnings, eligibility restrictions, and other concerns AI surfaces.
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Recent prompt movements
Visibility changes between the two most recent audit runs. Click any prompt to expand its per-platform breakdown — gained, lost, stable, or still missing on each AI platform.
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