# Correct what AI gets wrong about your product > For the complete documentation index, see [llms.txt](https://attensira.com/llms.txt). > Every page on this site is also served as Markdown: append `.md` to any URL, or send `Accept: text/markdown`. > How Attensira catches what ChatGPT and other assistants get wrong about your price, features and integrations, checks it against the facts you confirmed, and drafts the page change. - Canonical page: https://attensira.com/solutions/use-cases/correct-what-ai-says - Source: converted from this page's own HTML. It carries no claim records, because the page is not a content-pipeline entity. Attensira pulls the factual statements AI answers make about you, such as your price, features and integrations, and checks them every night against the facts you confirmed in your brand profile. A wrong one is flagged once, with the answer's own words, and an automation can draft the page change that states the fact plainly. [Plans from $129/mo](https://attensira.com/pricing) What answers know about us 2 Oct 2026 to 1 Nov 2026 Answers to questions that name attensira 308 of 311 Answers to questions that don't 2 of 1,481 Answers named us when asked about us by name. Whether they get our facts right is what the nightly claims check reads, against the facts we confirmed. ![Analyst agent](https://attensira.com/agents/analyst-64.webp) Analyst · Split the answers by question attensira.com's own workspace, over the Attensira MCP · 1 Nov 2026 · n=1,792 answers ## How does the crew do this job? You set the direction and answer a few questions. The crew does the rest, in this order, and every step leaves something you can open. 1. Step 1 ![Analyst agent](https://attensira.com/agents/analyst-64.webp)Analyst ### Read what answers say about you Pulls each checkable statement from the answer, kept only when its quote is in the answer's own words, with the links the answer attached to it. Leaves: Claims about you [Docs: What a claim is](https://docs.attensira.com/measure/claims#what-a-claim-is) 2. Step 2 ![Analyst agent](https://attensira.com/agents/analyst-64.webp)Analyst ### Check it against your facts Checks claims about you against the facts you confirmed: Wrong, Correct, or Nothing to check against. A fact the crew drafted from your site is never used until you confirm it. Leaves: A verdict per claim [Docs: Which facts a claim is checked against](https://docs.attensira.com/measure/claims#which-facts-a-claim-is-checked-against) 3. Step 3 ![Copywriter agent](https://attensira.com/agents/copywriter-64.webp)Copywriter ### Draft the correction An automation on a wrong claim drafts the page change that states the fact where the answer's sources look for it. A price is a claim, so it always waits for you. Leaves: A page change in your Inbox [Docs: Acting on it with an automation](https://docs.attensira.com/measure/claims#acting-on-it-with-an-automation) 4. Step 4 ![Analyst agent](https://attensira.com/agents/analyst-64.webp)Analyst ### You approve, then it reads again Once the change is live, the same questions are read again at +7, +14 and +30 days, against the week before. “Nothing we can prove yet” is a verdict, never dressed up as a win. Leaves: A re-read verdict [Docs: Before and after](https://docs.attensira.com/measure/before-and-after#four-checks-3-7-14-and-30-days) ## Has it worked on a site you can check? We have no customers to quote, so the proof is our own sites: attensira.com and modeldiplomat.com, read over the Attensira MCP and committed with the date and n. No receipt yet for this job attensira.com's own workspace · read 1 Nov 2026 · n=8 pieces of work We have not shipped a correction on our own sites yet. The frame beside the hero is a reading: the answers know our name far better than they know our category. [How we measure](https://attensira.com/methodology) What waits for your yes? ## Nothing ships without your yes, unless you let a lane ship on its own. Ask Draftdefault Act Every correction carries a fact, and a price or a number is a claim: it waits for your yes in every mode, whatever lane you switched on. - Every new workspace starts in Draft: the crew works inside the workspace and files everything else for your yes. - A claim (a number, a price, a product or competitor name, a promise) waits for your yes in every mode, Act included. - In Act, safe hygiene changes such as structured data, meta descriptions and alt text go ahead on their own. That lane is yours to switch on. - A question the crew asks waits up to 7 days. Unanswered, the run closes without doing the thing. [Docs: Draft (default)](https://docs.attensira.com/agent/approval#draft-default) [Docs: Act](https://docs.attensira.com/agent/approval#act) [Docs: Ask](https://docs.attensira.com/agent/approval#ask) ### Where the work lands - A draft pull request labelled attensira [Docs: GitHub](https://docs.attensira.com/agent/github#what-we-do-and-do-not-do) - A draft in Webflow or WordPress [Docs: Webflow and WordPress](https://docs.attensira.com/agent/cms#drafts-and-when-something-goes-live) - New wording for you to paste and mark shipped [Docs: Mark shipped](https://docs.attensira.com/agent/inbox#mark-shipped) [The Inbox](https://attensira.com/features/inbox) ## What do you see in the first week? The 7-day Starter trial, card required, includes $30 of credits (3,000 credits): you watch this job's questions, and the agent drafts real fixes for them that wait for your yes. Outreach, automations and top-ups start after the trial. 1. Today Card checked, nothing charged Checkout states the charge before it takes the card. The Starter plan fee is not charged until the trial ends. [Docs: Plans](https://docs.attensira.com/account/plans#which-plan) 2. Day 1 First answers in your workspace The moment the trial starts, every prompt you track is read on every engine your plan includes, and you watch the rows fill in. The first report lands once half the reads are in, or after twenty minutes. After that, every prompt is read once a day. [Docs: Your first reading](https://docs.attensira.com/start/first-reading#when-the-setup-pass-reports-in) 3. Day 7 The trial ends, and the plan starts The Starter plan fee, $129 a month, is charged on day 8 unless you cancelled first. Then the plan's own credits start, and with them outreach, automations and top-ups. Cancel in the app before the trial ends and the plan fee is never charged. No call to book, no email to send. [Docs: Your monthly budget](https://docs.attensira.com/account/plans#your-monthly-budget) For this job, that means the questions behind “fix wrong AI answer about my pricing” are read every day of the trial. [The whole week](https://attensira.com/trial) ## What does this job cost? You pay for a plan, and credits pay for the work. We never quote a price for one piece of work. 1. The plan Starter is $129 a month and includes 3,000 credits. Monitoring and reports are part of the plan. [Docs: Plans](https://docs.attensira.com/account/plans#which-plan) 2. Credits Credits pay for the crew's work: chats, automation runs and ask calls. Reading your numbers and exporting them never spends one. The more credits you buy, the more work the crew can do, and you can buy more any time. [Docs: Credits](https://docs.attensira.com/account/credits#what-spends-a-credit) 3. The ceiling A monthly budget you set is the most work can be charged in a month. New work pauses when it is reached. We do the work and charge only the credits it used, never a promise of outcomes or of a set volume. [Docs: Your monthly budget](https://docs.attensira.com/account/plans#your-monthly-budget) [Compare plans and credits](https://attensira.com/pricing) ## What can't this do? - It cannot edit the answer itself. It changes what your pages say, and reads the answer again. [Docs: What starts the checks](https://docs.attensira.com/measure/before-and-after#what-starts-the-checks) - Only confirmed facts count. With nothing confirmed, every claim about you is “Nothing to check against”. [Docs: Which facts a claim is checked against](https://docs.attensira.com/measure/claims#which-facts-a-claim-is-checked-against) - Opinions are not claims. “Easiest to use” is a stance, and it is not checked. [Docs: What a claim is](https://docs.attensira.com/measure/claims#what-a-claim-is) ## Questions about this job ### What counts as a wrong answer? A statement about you that a fact you confirmed shows is false, such as an old price or a missing integration. Each one is flagged once, with the answer's own quote and the sources it attached. [Docs: The verdict](https://docs.attensira.com/measure/claims#the-verdict) ### Why do you ask for a card? A card keeps the trial for real brands, so every reading in it asks the live engines, the same way a paid workspace does. Checkout states the charge before it takes the card, and the Starter plan fee is not charged until the trial ends. [Docs: Plans](https://docs.attensira.com/account/plans#which-plan) ### What does the trial cost, and is the budget charged during it? Starter comes with a 7-day free trial, card required; the plan fee is charged when the trial ends unless you cancel first. The trial includes credits of its own, and the agent's work in it is drawn from those, never from a budget: the monthly budget starts when the plan does. Outreach, automations and top-ups start after the trial. [Docs: Your monthly budget](https://docs.attensira.com/account/plans#your-monthly-budget) ### What happens when the trial ends? The trial ends. Unless you cancelled in the app first, the Starter plan fee is charged, the daily readings carry on, the plan's monthly credits start, and the crew keeps working inside the monthly budget you set. Outreach, automations and top-ups start after the trial. [Docs: Plans](https://docs.attensira.com/account/plans#which-plan) ### Which assistants does this cover? Starter reads ChatGPT, Perplexity, Claude and Google AI. Growth and Business add Gemini. Nothing else is called tracked. [Docs: Models by plan](https://docs.attensira.com/tracking/models#are-models-gated-by-my-plan) ### Do I need a developer? No. With the GitHub App installed, a change arrives as a pull request; with Webflow or WordPress connected, as a draft in your own editor; otherwise as new wording you paste in and mark shipped. If someone else owns the repository, the crew drafts the access request for you to send. [Docs: If you cannot install it yourself](https://docs.attensira.com/agent/github#if-you-cannot-install-it-yourself) ### Read next - [Refresh slipping pages](https://attensira.com/solutions/use-cases/refresh-pages-losing-citations) - [Get your docs cited](https://attensira.com/solutions/use-cases/get-your-docs-cited) - [Show up in AI answers](https://attensira.com/solutions/use-cases/show-up-in-ai-answers) - [Attensira for SaaS](https://attensira.com/solutions/saas) - [Sentiment](https://attensira.com/features/sentiment) - [Knowledge and skills](https://attensira.com/features/knowledge-and-skills) ## Find out what AI tells buyers about your price. Give your website, confirm the facts the agents found, and every answer about you is checked against them each night. ## Tell it where you want to be cited. attensira.com's own workspace · read 4 Oct 2026 · n=4,518 197 / 4,518 answers 4.4% Answers on ChatGPT and Perplexity that named attensira.com. Our own reading, published with its n. Sites we own · not customers · 24 of 31 days sampled