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Product / Response accuracy

Find what AI gets wrong about you.

AI answers state your prices, limits and features as fact, and some of them are wrong. Response accuracy checks what AI says about you against your own site so you can turn contradictions into actions for your team.

Weekly accuracy checks

Every week, DevTune checks what AI says about you for each prompt and platform you track. It pulls out every fact an answer states about you and checks each one against your own site. AI repeats the same claims answer after answer, so a wrong one keeps showing up until you fix it.

Visibility · Accuracy · last 30 days

AI answers contradict 4 sentences on your site in the last 30 days.

Facts checked
319+12%

vs previous 30 days

Match your site
61%+4 pts

vs previous 30 days

Contradict your site
4−2

In 6 AI wordings

vs previous 30 days

Not on your site
48+5

vs previous 30 days

PlatformFactsMatchContradict
ChatGPT9858%+3 pts2
Perplexity6866%+6 pts1
Gemini6459%−2 pts3
Google AI Mode5564%+5 pts0

Contradictions

When an answer contradicts your site, you see what AI said beside the sentence on your site that says otherwise, with the platforms and answers that repeated it.

Accuracy · contradictions

Contradictions 4

What AI saidYour site saysPlatforms
What AI said

Tillwave charges 3.5% per card transaction.

How much does Tillwave charge per transaction?
Your site says

Card payments cost 2.4% + 20¢ per successful transaction, with no monthly fee.

tillwave.dev/pricing
Gemini3 answers
What AI said

Tillwave doesn’t support webhooks.

Can Tillwave notify my backend when a payment succeeds?
Your site says

Every payment, refund and payout event is sent to your endpoint as a signed webhook.

docs.tillwave.dev/webhooks
Perplexity2 answers
What AI said

With Tillwave, card numbers pass through your servers, so your whole stack is in PCI scope.

Does Tillwave reduce my PCI scope?
Your site says

Card details go straight from hosted fields to Tillwave, so your servers never touch them.

tillwave.dev/securityLocked
ChatGPTCopilot4 answers

Pages that disagree

Sometimes AI repeats one of your pages that disagrees with another. Pick the statement that’s right. If that means changing a page, saving creates an action that targets it, unless the page is locked.

Accuracy · site conflict

Tillwave pays out 7 days after each charge.

How fast does Tillwave pay out?
Your pages disagree
PerplexityClaude· 3 answers

Which statement is right?

Pricing page

Payouts land in your bank account 2 business days after each charge.

tillwave.dev/pricing

Guide

Payouts arrive 7 days after each charge.

docs.tillwave.dev/guides/payouts

Both are right. They describe different plans or periods.

Saving creates an action to correct docs.tillwave.dev/guides/payouts.

Save

Not on your site

Some claims aren’t on your site at all. They may be missing facts or false ones. Select True, then Add it to my site to create an action for your team, or No change needed to record the answer. False creates an action to correct it.

Accuracy · not on your site

Not on your site 48

The check didn’t find these on your site’s pages. Mark each one true or false.

What AI saidPlatformsIs this true?

Tillwave pays out in 135 currencies.

ChatGPTGemini7 answers
ChatGPTGemini7 answers
TrueFalseAdd it to my siteNo change needed

Tillwave has an official Rust SDK.

Claude3 answers
Claude3 answers
TrueFalse

Tillwave refunds the chargeback fee when you win a dispute.

Google AI Mode2 answers
Google AI Mode2 answers
TrueFalse

Actions from findings

Create an action from a contradiction, pick the right page in a site conflict, or answer True, then Add it to my site, or False. Each action carries what AI said and the answers that said it, plus the sentence on your site for contradictions and site conflicts. No change needed creates none.

Actions · from Accuracy

Correct the payout timing in the guide

docs.tillwave.dev/guides/payouts

Open

What AI said

“Tillwave pays out 7 days after each charge.”

PerplexityClaude

3 answers · last seen Oct 14

Your site says

“Payouts land in your bank account 2 business days after each charge.”

tillwave.dev/pricing · picked as right

Page to change

“Payouts arrive 7 days after each charge.”

docs.tillwave.dev/guides/payouts

Drafts wait for your approval

Draft brief

Measured results

Ship the fix and Results opens a before/after window on the page, while the Accuracy trend shows contradictions week by week. Both show what moved, not what caused it.

Results · measured action

Correct the payout timing in the guide

14 days before → 14 days after · window closed Sep 26

Improved

AI citations

39

+6

Answer fetches

112186

+66%

AI referrals

——

No data

API and MCP

Read contradictions, site conflicts and claims from your own pipelines and agents, over the REST API or the MCP server.

Claude Code · MCP session

> which claims about us contradict our site?

→ devtune_list_accuracy_contradictions({ window: 30 })

4 sentences · 11 answers

tillwave.dev/pricing · “charges 3.5% per card transaction”

docs.tillwave.dev/webhooks · “doesn’t support webhooks”

Four sentences on your site are contradicted. The webhooks one came up on Perplexity twice. Want the answers behind it?

growth-dashboards

API key · last used 2h ago

GET /api/v2/projects/{projectId}/accuracy/contradictions

Make AI describe you the way you'd describe yourself.

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