How Can I Stop AI Hallucinating Facts About My Brand?
QueryBurst's anti AI hallucination toolkit helps brands prevent AI search engines from getting their information wrong. AI hallucinations about your brand — wrong pricing, outdated credentials, fabricated claims — usually start on your own website. If your pages contradict each other, AI will amplify the inconsistency. Our Verify, Claims, and Chat tools find the root cause on your site so you can fix it before AI repeats it.
Why This Works
- Hallucinations start on your website. If one page says "15 years of experience" and another says "20 years," AI has two conflicting facts to choose from. It doesn't know which is correct. It picks one — or worse, invents a third.
- Unsupported claims get amplified. If your site says "award-winning" without naming the award, AI either repeats the vague claim, fabricates a specific award, or drops the claim entirely. None of those outcomes help your brand.
- AI retrieval systems extract snippets, not pages. A single paragraph gets pulled out of context, converted to an embedding, and scored. If that paragraph contradicts another paragraph on a different page, the AI has no way to reconcile them.
- Your website is your central source of truth. You can't control what AI says. But you can control the input. Make your site internally consistent, factually supported, and unambiguous — and you eliminate the raw material for hallucinations.
Why This Is Different
- We check your site against itself. Not against AI outputs. Other tools track what AI says about you. We find the inconsistencies on your own site that cause AI to get things wrong in the first place.
- Verify finds factual inconsistencies. Search for any fact — years of experience, number of locations, certifications, pricing — and see every page that mentions it. If the numbers don't match, you've found a hallucination source.
- Claims checks supporting evidence. Every marketing claim on your site is extracted, then checked against your own content for supporting evidence. Strong, moderate, weak, or none. Fix the weak ones before AI does it for you.
- Chat lets you query your site like AI would. Ask questions about your brand the way a user would ask ChatGPT. See what your own content actually says — grounded only in your indexed pages, with citations.
You can't fix AI hallucinations by monitoring AI.
The instinct when AI gets your brand wrong is to track it. Set up monitoring. Screenshot the hallucination. Report it. Hope it gets fixed in the next model update.
But AI hallucinations aren't a bug in the AI — they're a reflection of your content. The models are doing exactly what they were designed to do: synthesising information from multiple sources into a single answer. If those sources disagree, the answer will be unreliable. If the sources are your own pages, you have a problem you can actually solve.
Think about what happens when ChatGPT or Google AI Mode answers a question about your business. It retrieves snippets from pages that rank for the relevant query. It extracts facts. It combines them. If page A says you have 50 employees and page B says 200, the model has to guess. If your "About" page says "founded in 2010" but a press release says "over 20 years of experience," the model has two conflicting data points and no way to resolve them.
The fix isn't monitoring the output. It's auditing the input. Crawl your site, find the inconsistencies, verify the claims, and make your content the single unambiguous source of truth. That's what our tools are built for.
The 4-Step Anti-Hallucination Workflow
Index Your Website
We crawl and index up to 3,000 pages on your site. Every paragraph, heading, and fact becomes searchable and queryable. This is the foundation — you can't fix what you can't see.
Query Your Site Like AI Would
Ask questions about your brand the way a user would ask ChatGPT or Google AI Mode. "How many years of experience does [brand] have?" "What certifications does [brand] hold?" "What is [brand]'s pricing?" The answers come only from your indexed content, with inline citations to the source pages. If the answer sounds wrong or vague — that's what AI is working with too.
Find Inconsistent Facts
Search for any fact or data point and see every page that mentions it. Verify uses semantic search to find all references, groups them by page, and runs an AI consistency analysis. If your homepage says "serving 12 states" and your services page says "nationwide coverage," Verify flags the conflict. These are the inconsistencies that AI turns into hallucinations.
Check Your Marketing Claims
Paste any marketing message or copy from your site and Claims extracts the individual claims from it — for example, "QueryBurst helps brands reduce hallucinations and improve AI visibility" becomes two separate claims, each verified independently. It then searches your indexed content for supporting evidence. Each claim gets a strength rating: strong, moderate, weak, or no evidence found. Weak claims without evidence are the ones AI is most likely to drop, contradict, or fabricate details for.
One plan. Everything included.
Chat, Verify, and Claims are all included in the QueryBurst platform — along with Answer Spy, Site Investigation, Content Lab, and 20+ other tools.
Cancel anytime · No lock-in
- Crawl & index up to 3,000 pages
- Chat — RAG-based Q&A over your indexed site
- Verify — fact consistency across all pages
- Claims — marketing claim verification
- Answer Spy + agentic site investigation
- Content Lab, entity analysis, retrieval simulation + more
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Requires read-only Google Search Console access — we only crawl verified properties you own.
Frequently Asked Questions
Most hallucinations about specific brands stem from three sources: inconsistent facts across your own website (conflicting numbers, dates, or credentials on different pages), unsupported marketing claims (vague superlatives without evidence), and information gaps (common questions about your business that your site simply doesn't answer). AI retrieval systems extract snippets from your pages and synthesise them. If those snippets conflict, the AI has to guess — and that's when hallucinations happen.
Monitoring tells you that AI got something wrong. Our tools tell you why it got it wrong and where on your site the conflicting information lives. Monitoring is reactive — you see the hallucination after it happens. Our approach is preventative — you fix the source material before AI has a chance to misrepresent it. You can't file a support ticket with ChatGPT. But you can fix your website.
Our Chat tool queries your own indexed content, not external AI systems. This is deliberate — it shows you what your site actually says, which is what AI retrieval systems will use as source material. If Chat gives you a vague or contradictory answer based on your own content, that's the problem to fix. For checking what AI currently says about your brand, you can ask ChatGPT, Perplexity, or Google AI Mode directly — then use our tools to fix the root cause on your site.
Anything factual that appears on multiple pages. Common catches include: years of experience that differ between the homepage and about page, employee counts that don't match between the careers page and investor page, service areas that are described differently across location pages, pricing that's outdated on some pages, and credentials or certifications that are mentioned inconsistently. Verify uses semantic search to find all mentions of a fact, then groups them by page and runs an AI consistency analysis.
Paste any marketing message or copy from your site and Claims breaks it down into individual claims — each one verified independently against your indexed content. For example, a sentence containing two distinct claims gets split and checked separately. Each claim gets a strength rating: strong (clear evidence found), moderate (partial evidence), weak (minimal support), or no evidence found. This matters because AI systems are increasingly trained to fact-check claims against available evidence. Unsupported claims are the ones most likely to be dropped, contradicted, or hallucinated about.
No — and anyone who promises that is selling you something. AI models also draw from third-party sources, pre-training data, and cached information. But your website is the one source you control. By making it internally consistent, factually supported, and comprehensive in answering common questions, you eliminate the most common and fixable causes of brand hallucinations. The rest is out of your hands — but this part isn't.