
AI gets 1 in 4 business facts wrong, and customers blame you, not the AI. Truthbased finds the conflicting claims about your brand, turns them into facts your team approves, and keeps them current where AI reads as your business evolves.
Start free1 in 4: Herringbone, 2026 · Photo: Shwung He, Unsplash
The answer comes from whatever the AI found: an old blog post, a review, a guess. With Truthbased it comes from facts you confirmed, with the page they came from.

Photos: Andy Luo, Max Shilov, Belinda Fewings, on Unsplash. The people and businesses in the questions are made up.
AI gets 1 in 4 business facts wrong.
Herringbone checked 1,200 AI answers about 600 businesses in 2026. The study
AI is getting your price wrong.
It saysWithout Truthbased, AI tells customers your Pro plan is $10 a seat when it is $12: ChatGPT, Claude, Google and Perplexity guess it from an old blog post, and a partner blog and a review site repeat it. Truthbased reads your site and finds the two pages disagree. You confirm $12 once, and the old post goes on your fix list. Truthbased updates your truth page, llms.txt, Google tags and the MCP connection, and each place that reads them now says $12. The old page is fixed, and AI is checked again.
We find the facts across your website and show you where they came from. You verify what’s true once. From then on, your team and AI tools have one reliable source to work from.
When an AI tool asks us for a fact, we give the one you confirmed. If we don’t have it, we say so. We never guess.
A fact is only true for as long as your site says it. Prices change, teams grow, a page gets rewritten. Freshness is the schedule that notices: it re-reads your pages and re-checks what they claim.
What the AI says about you.
We ask the AI six things about you, once or every week, and mark each answer right or wrong.
Check every client’s website the same way, show them the proof, and hand over exactly what to change.
It became less about AI visibility and more like another quality-control layer for the websites we manage. It has already helped us catch real issues and save a lot of time.
Fouad Bourchachen — Runs a web agency

Yes. Give each client their own workspace, invite them as viewers so they can see the proof, and hand over the fix list. On monthly plans that is the Agency plan.
Only what your AI provider charges for your own key. Reading a page costs a fraction of a cent. You can set a monthly limit in your account.
The next read of your site finds the change and asks you to confirm it. Once you do, your facts update everywhere. With the weekly check on, you then see whether AI has caught up.
Every week on Starter, Growth and Agency. Every 30 days on lifetime plans and on Free, or weekly with the Freshness add-on. A re-read only counts a page that changed.
Your confirmed facts are published where ChatGPT, Claude, Perplexity, Google and others read. You can then ask them about you, once or every week, and see what they get right and wrong.
Your llms.txt can go out of date. Ours rebuilds whenever your confirmed facts change.
No. It doesn’t make up facts or write content. It only uses facts you confirmed from your own website.
Connect your own key from OpenAI, Anthropic, Perplexity or OpenRouter once. You pay your AI provider directly, with no added AI usage fees from us.