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Know what engines say about your product, and where they got it.

Find out what every engine says about your product, which pages it read, and the wrong fact before a customer meets it.

What an engine can read about your product today · no account · or read a sample report
Answers
OverviewMissedHistory
Acme · run #23 · 6 Sep · 32 prompts · 576 answers
EnginesPromptOutcomeCompetitorsSentimentCites
ChatGPT · 6 Sep · named on 6 of 6 engines · a wrong claim in 4 answers Acme starts at $49 per seat per month, billed annually. Pricing is not published on the site, which reviewers count against it.” cited · capterra.com/p/acme · g2.com/products/acme
01 · Where they got it

The pages engines read before they answer about you.

Every site the engines cite, what it says about you, and how much of the answer it carries. A wrong price on a page cited 64 times is the one to chase first.

Sources
AllNo recordWrong claimNo replyCompetitor namedNamed as fallback
Acme · run #23 · 546 citations · 12 domains
Answers grounded431of 576
Citation share11%of 431 grounded
Gaps3of 12
SourceWhoseLeverageFinding
reference · earned · read 6 Sep · 4 answers carry the claim States $49 per seat per month. The record says $29 per seat since 1 Mar 2026. Editopens the record edit with the approved facts attached
02 · What they repeat

The sentences the engines repeat, and whether they changed.

Every claim is checked against your approved facts, and the wrong ones are marked. Tone sits underneath as context, never as the headline.

PerceptionAcme · run #23 → #22 · 334 answers name the brand
net sentiment
+46
positive 58% · negative 12%
engines unsure
12%
hedged in 41 of 334
unsourced claims
13
2 contradicting · 11 unsupported
missed categories
2of 5
never named for outbound
sentences the engines repeatrun #23 · 23 sentences
all23claims13unsure6themes4
KindSentence · why it countsEngine
claim · contradicted · pricing · 4 answers · every one cites capterra.comThe record says $29 per seat since 1 March 2026. Every answer carrying the old price cites the same listing, which is the page to correct.
03 · Beside your competitors

How competitors are described beside you.

Who is named instead, with the sentence that named them. The gap to the leader is a number with an interval, not a feeling.

Competitors
OverviewMap
Acme · run #23 · 5 brands tracked · 576 answers
#Brandmention rateshare of voiceendorsednext step
ChatGPT · “best CRM for a 10-person sales team” · HubSpot picked in 11 of 18 answers “For a ten-person team, HubSpot’s free tier is the usual starting point; you pay when you need automation or more than two pipelines.” gap to leader 23 points · the comparison page is the next step on the queue
04 · The wrong fact, corrected

Know a correction worked, not just that it was sent.

Every wrong claim becomes a blocker with a correction drafted from your record, and it closes only when a re-read of the page finds the new wording. We cannot make an engine retract; we can show what it reads, and whether it changed.

Actions
QueueBlockersSheet
Acme · run #23 · 5 open · re-checked 6 Sep
BlockerImpactCleared
Says the wrong thing2 · the accuracy check
Can be read1 · the crawl
Can be identified1 · the crawl
Answers nothing1 · the crawl
closes on · the accuracy check the record says $29 per seat since 1 March 2026 and the engines repeat the listing what has to be true · 0 of 3 · Capterra listing updated · Google Business price matches · engines stop repeating it, next run FoundDraftedWaiting on themThey changed itConfirmed changed
05 · Before the next run reads it

Get into the article before the engines read it.

Trends follows the publishers your answers already cite and flags the piece in progress. Your pitch lands before the engines read the finished list.

Trends
AllCommunityWebSearchDates
Acme · news watchlist · 6 topics · read 6 Sep
WhatClosesSignal
article · techradar.com · new · read 6 Sep · closes 12 Sep This site’s previous list is the shared source in 23 answers and names 9 CRMs, not Acme. A list being rewritten is the one moment a pitch can change what the next run reads. Pitch · opens a pitch to the page’s editor with the evidence attached · nothing sends itself
06 · Told without watching

One page for the people who asked.

A report with a share link and a PDF, and the proof under every number. The digest arrives when a number really moves, and says plainly when nothing did.

A rate leaves its bandSlack · the digest
A competitor overtakesthe digest
A correction is confirmed changedthe queue · the digest
Nothing movedthe digest states it
ReportAcme · run #23 · 6 SepExperimentsShareSave as PDF
Acme · AI visibility · September
32 prompts · 6 engines · 576 answers · against run #22
band = 95% ci · n = 576 Named in 334 of 576 answers, and put forward in a third of those. The interval is on every figure because the reader of a PDF cannot hover for it. live · read from run #23 · never recomputed after export
Fair questions

The ones legal and brand will ask.

If it isn’t here, the methodology is public, limitations included →

A claim is read against your product brief, the record of your facts. Contradicted means the record disproves it; unsupported means the record neither confirms nor denies it. They are reported as two findings, never one alarm.

Find out what an engine can read about your product today.

Paste your product page and find out what a machine can lift from it, and what it has to infer.

A verdict, not a form · nothing to install · or read a sample report