AI Is Lying About
Your Business.
We Catch It.
ChatGPT tells customers you're closed on Sundays. Gemini has your old phone number. Claude says you don't offer the service you're known for. You have no idea any of this is happening.
We've seen every type of AI hallucination — from minor outdated details to business-critical errors that are actively driving customers away. Here are the ones we detect most often.
Marked as Permanently Closed
Wrong Phone Number
Wrong Hours on Key Day
Not Indexed — Doesn't Exist
Outdated Location
Missing Core Service
A Single AI Hallucination Can Cost You Dozens of Customers
Think about how you search for businesses today. You ask ChatGPT, Claude, or Gemini. You trust the answer. You move on.
Your customers do the exact same thing — and if AI tells them you're closed, they don't call to double-check. They go to your competitor.
You never know the query was asked. You never know the wrong answer was given. You just wonder why Sundays are slower than they used to be.
That's the real danger of AI hallucinations: the silent loss you can't measure and can't fix — unless you have a system specifically built to catch it.
Green Valley Plumbing is open Sundays 8am–2pm and offers 24/7 emergency service. Their AI listing was never updated after an early business profile error.
Hallucination Shield doesn't just flag problems — it generates the correction content needed to push accurate information back into AI training signals.
Query AI Platforms
We send 50+ targeted questions about your business to ChatGPT, Claude, Gemini, Perplexity, and more — the same queries your customers ask.
Cross-Reference
Every AI response is compared against your verified business data — hours, phone, address, services, status — to identify exact discrepancies.
Detect & Classify
Discrepancies are classified by severity — Critical (wrong contact/status) vs. Warning (outdated info, not indexed) — and you're alerted immediately.
Generate Fix Content
We auto-generate correction content — structured pages, schema updates, authority content — specifically designed to push accurate data into AI training signals.
Monitor for Recurrence
After fixes are deployed, we continue querying AI platforms to confirm the correction was adopted — and alert you if the hallucination resurfaces.
Hallucination Shield classifies every issue by its business impact so you know exactly what to fix first.
These are errors where AI is giving customers factually wrong information that directly impacts their decision to contact or visit your business. Every day without a fix is lost revenue.
- Wrong phone number or disconnected number listed
- Marked as permanently or temporarily closed
- Wrong address or location
- AI states you don't offer a service you actually provide
- Wrong operating hours on any day
- Attributed to a different business entirely
These issues don't give customers wrong information — but they limit your presence in AI recommendations, cause missed opportunities, or erode your competitive position over time.
- Not indexed — AI says it doesn't know your business
- Outdated information (old address, old staff, old services)
- Incomplete business profile in AI responses
- Competitors mentioned in place of you for relevant queries
- Missing service categories you should rank for
- Weak or no description of your business by AI platforms
Detecting the problem is step one. Fixing it requires pushing the correct information into the exact sources that AI platforms use for training. We handle that automatically.
Correction Content Built for LLM Training Patterns
When we detect a hallucination, we generate a suite of correction content engineered to get the accurate information into AI training pipelines as quickly as possible. This isn't just updating a Google listing — it's a coordinated multi-source push.
- Schema markup updates with verified, structured business data
- Authority page content reinforcing accurate business details
- FAQ content that directly answers the queries causing hallucinations
- Citation corrections across high-LLM-weight data sources
- GBP post sequence with accurate information signals
- Recurrence monitoring with 30-day post-fix verification
No Other Platform Offers Hallucination Detection
We built Hallucination Shield because no one else had. Every other AI visibility tool tells you how visible you are. We're the only platform that tells you what AI is saying wrong about you — and fixes it.
Find Out What AI Is Saying About Your Business
Get your free AI Visibility Score — and see if Hallucination Shield detects any critical errors in how AI platforms are representing your business right now.