What the engines say about you, and where they get it wrong

Tell Citino your price, integrations and certifications. It shows what each engine says about them, which ones get it wrong, and where they read it.

5 claims · 2 wrong or outdated
Starts at $450 per monthwrong on 1 · differs on 1 · not stated on 1
Integrates with NetSuite and Shopifynot stated on 1
SOC 2 Type II certifieddiffers on 1 · not stated on 1
Bills clients per pallet, order and picknot stated on 1
Offers a 30-day pilotnot stated on 3

Starts at $450 per month

high severityIllustrative

wrong on 1 engine · differs on 1 engine · not stated on 1 engine

You told us: $450 per month for up to three client accounts, since 1 July 2026.

CorrectDiffers from my claimWrongCreate gap
ChatGPTcontradicts your claim

“Tallyfold starts at $299 per month.”

since 2026-09-14 · sourced from capterra.com · 7 of 7 answers
Google AI Overviewsdiffers from your claim

“Pricing starts at $450 per month, billed annually.”

since 2026-09-05 · sourced from g2.com · 4 of 5 answers
Perplexitynot statedsince 2026-09-21 · not in any answer

Sourced from capterra.com chatgpt · g2.com ai overviews

Answers collected daily from
  • ChatGPT
  • Google AI Overviews
  • Perplexity
  • Geminiadd-on
  • Google AI Modeadd-on
  • Claudeadd-on
  • GrokEnterprise
Overview

A claim is a fact, not a score

Visibility tells you whether you were named. Claims tell you whether what was said is true.

Every claim, engine by engine

Each claim shows what each engine says now, in its own words, and since when: correct, differs, wrong, or not stated.

ClaimsTallyfold · 3 engines · as of 21 SepIllustrative
ClaimChatGPTAI OverviewsPerplexity
Starts at $450 per monthwrongdiffersnot stated
Integrates with NetSuite and Shopifycorrectcorrectnot stated
SOC 2 Type II certifiedcorrectdiffersnot stated
Bills clients per pallet, order and pickcorrectnot statedcorrect
Offers a 30-day pilotnot statednot statednot stated

The page it came from

Every wrong answer shows the page the engine read it from. The fix is a page to change.

Where the engines read itWrong or differing claims · 30 daysIllustrative
SourceEngineCarriesAnswers
capterra.comChatGPT“starts at $299 per month”7 of 7
g2.comAI Overviews“billed annually”4 of 5
crateline.com/vsAI Overviews“SOC 2 Type I”3 of 6

Marking an engine wrong opens a correction in Gaps, with the claim, the engines and the carrying answers attached.

You state the fact once

You write each claim. Citino compares every engine against your wording.

Wrong opens a correction

Marking an answer wrong opens a correction in Gaps, with the evidence attached.

No band on a claim

A claim is not a sampled share, so no confidence band is computed for it. The screen says so rather than drawing one.

Four states

Not stated is an answer too

An engine can repeat your claim, change a detail, contradict it or leave it out. Each one needs a different fix.

Correct

The engine states the claim as you wrote it. Nothing to do.

Differs

Close, but not the same: an old plan name or the wrong billing period, often from an outdated listing.

Wrong

The engine contradicts you, and the page it read is named so you know what to correct.

Not stated

No answer mentions it: a gap in the pages the engines read.

Integrates with NetSuite and ShopifyTallyfold · one engine shownIllustrative
ChatGPTcorrect

“Tallyfold has native NetSuite and Shopify connectors.”

since 2026-07-02 · sourced from tallyfold.com/integrations · 11 of 11 answers
Starts at $450 per monthTallyfold · one engine shownIllustrative
Google AI Overviewsdiffers from your claim

“Pricing starts at $450 per month, billed annually.”

since 2026-09-05 · sourced from g2.com · 4 of 5 answers
Starts at $450 per monthTallyfold · one engine shownIllustrative
ChatGPTcontradicts your claim

“Tallyfold starts at $299 per month.”

since 2026-09-14 · sourced from capterra.com · 7 of 7 answers
Offers a 30-day pilotTallyfold · one engine shownIllustrative
Perplexitynot statedsince 2026-07-01 · not in any answer

Claims and sources are illustrative; Tallyfold is fictional.

One brand

Tallyfold's claims this month

Illustrative figures; the method is real.

Claims tracked

5

written by Tallyfold

Wrong or outdated

2

on at least one engine

Engines checked

3

ChatGPT, AI Overviews, Perplexity

ChatGPT answers with the wrong price

7 of 7

all read from capterra.com

Sources behind the wrong versions

3

two listings, one competitor page

Confidence band

None

a claim is not a sampled share

FAQs

Can Citino make ChatGPT correct it?

No one can directly. Engines repeat the pages they read, so Citino shows you which page to fix.

Where do the claims come from?

From you. You write each claim and the date it became true, and Citino checks each engine's answers against your wording.

Does a correction raise my visibility?

Not by itself. It changes what is said about you, not how often you are named.

Will I be alerted when an engine changes what it says?

Yes. Citino alerts you when an engine changes what it says about one of your claims.

Find out what the engines
say your price is

Every claim is checked on ChatGPT, Google AI Overviews and Perplexity, and on any add-on engine, with the page each engine read it from.