Hallucination Detection — Included from Starter

AI Gets Things Wrong
About You. Now You’ll Know.

Every AI platform occasionally states something false about your brand — an outdated price, a discontinued product, a claim that isn’t yours. CiteMetrix checks every AI response against your verified Brand Facts, flags what’s wrong, tells you exactly how to fix it, and keeps rechecking until it’s resolved.

5Hallucination types detected, each categorized automatically
3Severity levels, so you fix critical errors first
DailyAuto-recheck frequency with Hallucination Watch (Professional+)
0Competitors that verify AI responses against your actual facts

The Error No One Told You About

ChatGPT just told a customer something false about your brand. Did you know?

AI platforms answer questions about your brand with total confidence — even when they’re wrong. A price that changed six months ago. A feature you never shipped. A discontinued product still described as current. Every other AI visibility platform will show you that you were cited. None of them will tell you whether what was said was actually true.

CiteMetrix compares every AI response about your brand against your verified Brand Facts — the same fact sheet that generates your llms.txt and schema markup. When an AI platform’s answer contradicts something you’ve verified, it gets flagged, categorized, and routed to a specific fix. When it’s outside what you’ve verified, CiteMetrix tells you that too, instead of guessing.

Finding out the hard way

  • A customer mentions the price they heard was wrong
  • You have no idea which AI platform said it
  • You don’t know how long it’s been saying it
  • You manually ask ChatGPT the same question, hoping to reproduce it
  • You fix your website and hope the AI catches up
  • No way to confirm it’s actually resolved

Finding out from CiteMetrix

  • Flagged automatically the moment the citation is captured
  • Categorized by type and severity
  • Routed to the specific tool that fixes that type of error
  • You fix it once
  • Hallucination Watch rechecks it automatically
  • Marked resolved only when the AI actually stops saying it

How Detection Works

🔍

Checked Against Your Verified Facts

Every AI response is compared against your Brand Facts — not a generic plausibility check. A flag means the AI said something that contradicts a fact you’ve actually verified, not a guess about what might be wrong.

⚠

Five Ways AI Gets It Wrong

Incorrect Fact, Outdated Info, Fabricated Claim, Misleading Context, and Critical Omission — each flagged by type and by severity (Minor, Moderate, Critical), so you always know what to fix first.

🛠

Contextual Remediation

Click “How to Resolve” and get a recommendation mapped to the specific error type — an outdated price points you somewhere different than a fabricated claim does.

🔄

Hallucination Watch

Professional plans and above can turn on automatic rechecking — daily by default — so a flagged issue keeps getting verified until the AI actually stops saying it, with no manual follow-up.

✅

Built to Avoid False Alarms

CiteMetrix distinguishes a real error from a fact you simply haven’t verified yet, and separately tracks cases where the AI actually got it right — so you’re chasing real problems, not phantom ones.

What a Flag Looks Like

✦  Sample Hallucination Flag

Query: "What does [Brand] cost?" — Platform: ChatGPT

TYPE:      Outdated Info
SEVERITY:  Critical
STATUS:    Open

AI SAID:          "[Brand] starts at $49/month"
YOUR VERIFIED FACT: Starting price is $79/month (updated Aug 2026)

RECOMMENDED FIX:  Update pricing schema + refresh pricing page content
WATCH STATUS:     Rechecking daily until resolved

Flagged automatically as citations are captured. No manual review required to catch it.

No Competitor Does This

Platform Starting Price Verifies AI Responses Auto-Recheck Until Fixed Hallucination Detection
Profound$99/mo*✗✗✗
Otterly$29/mo✗✗✗
Peec AI€89/mo✗✗✗
Brandlight$4,000+/mo✗✗✗
SEMrush AI Toolkit$99/mo add-on✗✗✗
CiteMetrix$79/mo✓✓✓ Starter+

* Profound Starter ($99/mo) tracks ChatGPT only with 50 prompts. Growth plan is $399/mo. Full multi-platform coverage requires Enterprise custom pricing (~$2,000+/mo). Comparison data as of September 2026.

Common Questions

What counts as a hallucination?
Any AI response that contradicts a fact you’ve verified in your Brand Facts — an incorrect fact, outdated information, a fabricated claim, misleading context, or a critical omission. Each is categorized by type and by severity (Minor, Moderate, Critical) so you can prioritize.
How does CiteMetrix know what’s true about my brand?
From your Brand Facts — the same verified fact sheet that generates your llms.txt and schema.org markup. If an AI’s answer contradicts something you’ve explicitly verified, it’s flagged. If it touches something you haven’t verified yet, CiteMetrix tells you that instead of guessing, so you can add the fact and get a real answer. Learn more about Brand Facts →
What’s Hallucination Watch, and which plans get it?
Hallucination Watch automatically rechecks a flagged issue on a set frequency — daily by default — until the AI stops repeating it. Basic hallucination detection is included starting on Starter plans; Hallucination Watch is included on Professional and above.
Does this create a lot of false positives?
CiteMetrix separately tracks facts it hasn’t verified yet (so it doesn’t guess) and cases where the AI’s statement actually matches a verified fact (so accurate answers aren’t flagged as errors). Only genuine contradictions of a verified fact count toward your open hallucination count.
What happens after I fix something?
If you have Hallucination Watch enabled, CiteMetrix rechecks automatically and marks the issue resolved once the AI’s answer no longer contradicts your fact. Without Watch, you can trigger a recheck manually on your next scan.

Know What AI Is Getting Wrong About You.

Hallucination detection is included starting on Starter plans; Hallucination Watch on Professional and above.

See Plans and Pricing