# Get named in “best” and comparison answers > 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 finds the comparison pages and roundups that decide “best X for Y” answers, plans one move per engine and drafts it for your approval. - Canonical page: https://attensira.com/solutions/use-cases/win-comparison-answers - Source: converted from this page's own HTML. It carries no claim records, because the page is not a content-pipeline entity. When a buyer asks an AI assistant for the best tool for a job, the answer is mostly built from comparison pages and roundups. Attensira finds the ones that decide each answer, plans one next move per engine, and drafts it: a page of yours, or a pitch you send. Nothing goes out in Draft mode without your yes. [Plans from $129/mo](https://attensira.com/pricing) Firsts on category questions 4 of 15 firsts 1. “best AI search visibility tools” 16 Oct 2026 ChatGPT linked us /best/ai-visibility-tools 2. “best AI search visibility tools for agencies” 25 Oct 2026 ChatGPT linked us /best/best-ai-visibility-tools-for-agencies 3. “AI search visibility software” 12 Oct 2026 ChatGPT linked us /best/ai-visibility-tools 4. “AI search visibility for marketing teams” 9 Oct 2026 ChatGPT linked us /best/ai-visibility-tools For the first time since we started reading each question. A first is a reading, not a result we claim. ![Analyst agent](https://attensira.com/agents/analyst-64.webp) Analyst · Logged each first, verbatim attensira.com's own workspace, over the Attensira MCP · 1 Nov 2026 · n=4 firsts ## 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 ### Measure Reads the “best” and comparison questions you track on every engine your plan includes, and records who each answer names, in order. Leaves: The answer grid [Docs: Is a prompt won or lost](https://docs.attensira.com/tracking/prompts#is-a-prompt-won-or-lost) 2. Step 2 ![Researcher agent](https://attensira.com/agents/researcher-64.webp)Researcher ### Find what decides it Builds the win plan: per engine, up to five deciding sources, which rung you are on (proven, better or new) and one next move, never a list of ten. Leaves: The win plan [Docs: How to win one answer](https://docs.attensira.com/measure/win-this-answer#one-action-per-model-never-a-list) 3. Step 3 ![Writer agent](https://attensira.com/agents/writer-64.webp)Writer ### Draft the move Writes the comparison passage your page is missing, or Outreach drafts the pitch to the roundup that decides the answer, with the answer's own words as evidence. Leaves: A draft, or a pitch in your mailbox [Docs: Pitches](https://docs.attensira.com/agent/off-site#pitches) 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 No comparison change of ours has gone live for a “best” question yet. The firsts beside the hero are readings: ChatGPT linking a page of ours for the first time since we started reading, not a result we claim. [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 A sentence that names a competitor is a claim, and a claim waits for your yes in every mode. So does every pitch: you send it. - 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) - A pitch saved to your Gmail or Outlook drafts. You send it. [Docs: Pitches](https://docs.attensira.com/agent/off-site#pitches) [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 “best X for Y, X vs Y and alternatives to X” 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) ## Can I run this from Claude, ChatGPT or Cursor? Yes, over the Attensira MCP server. Reading your numbers is free; chats, automation runs and ask calls spend credits. Ask your assistant Take the “best” question we lose most and give me the win plan: per engine, which pages decide the answer, which rung we are on, and the one next move. The tools this asks for - get\_prompt - deciding\_sources - win\_plan [Open the recipe](https://attensira.com/mcp/use-cases/turn-a-losing-prompt-into-a-plan) [Docs: Turn a losing prompt into a plan](https://docs.attensira.com/mcp/recipes#turn-a-losing-prompt-into-a-plan) ## What can't this do? - It never forecasts a rank or a lift. Until a re-read says moved, the plan says nothing moved. [Docs: What the plan will not say](https://docs.attensira.com/measure/win-this-answer#what-the-plan-will-not-say) - A roundup's editor decides whether to add you. A pitch carries evidence, not a guarantee. [Docs: Pitches](https://docs.attensira.com/agent/off-site#pitches) - It never writes a pitch that goes out from an Attensira domain. Mail goes from your own mailbox, or not at all. [Docs: Off-site rules](https://docs.attensira.com/agent/off-site#the-rules-that-bind-every-off-site-channel) ## Questions about this job ### Will it write about competitors without asking me? No. Any change that names a competitor is a claim, and a claim waits for your yes in every mode, Act included. A change you edited before approving counts as a claim too. [Docs: What it changes, and what it asks about](https://docs.attensira.com/agent/approval#what-attensira-changes-on-its-own-and-what-it-always-asks-about) ### 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 - [Earn third-party citations](https://attensira.com/solutions/use-cases/earn-third-party-citations) - [Show up in AI answers](https://attensira.com/solutions/use-cases/show-up-in-ai-answers) - [Correct what AI says](https://attensira.com/solutions/use-cases/correct-what-ai-says) - [Attensira for SaaS](https://attensira.com/solutions/saas) - [Win this answer](https://attensira.com/features/win-this-answer) - [Competitor tracking](https://attensira.com/features/competitor-tracking) ## See who the “best” answers name instead of you. Give your website. The trial reads your comparison questions every day, so the week shows who wins them and which pages decide it. ## 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