# What the crew measures, does, and leaves to you > 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`. > What Attensira's crew measures in AI answers, the SEO work it ships to your site, CMS, mailbox and ad account, and the approvals that keep you in control. - Canonical page: https://attensira.com/features - Source: converted from this page's own HTML. It carries no claim records, because the page is not a content-pipeline entity. Attensira is software that does your AI-search visibility work. Its features fall into three groups. Measure reads how ChatGPT, Perplexity, Claude and Google AI answer your buyers. Do the work ships fixes, articles, placements and ads. Control and connect keeps every irreversible step behind your yes. Today attensira.com · nothing shipped yet 1. AI search visibility software Not named ChatGPT and Perplexity · not named yet · Semrush leads 2. New article: AI crawler logs analysis tool Waiting for your yes Article · always waits for a person 3. 28 waiting for you Draft mode Articles, rewrites, decisions and questions ![Chief of staff agent](https://attensira.com/agents/chief-of-staff-64.webp) Chief of staff · Keeps the day's list attensira.com's own workspace, read over the Attensira MCP · 4 Oct 2026 ## What does Attensira measure? Every number is a count with its sample size beside it, read every day, per engine and per market. A change is reported only when it clears a significance test. - [Prompt tracking Your buyers' questions, asked of each engine every day, with every answer kept word for word.](https://attensira.com/features/prompt-tracking) - [Mention rate How often answers name you, out of every answer read, with n beside it.](https://attensira.com/features/mention-rate) - [Citation tracking How often answers link to your own domain. Named is not cited.](https://attensira.com/features/citation-tracking) - [Competitor tracking Rivals scored over the answers you already collect, with no extra runs.](https://attensira.com/features/competitor-tracking) - [Model surfaces Which engines each plan reads, and how each one is read.](https://attensira.com/features/models) - [AI crawler log analysis Which AI crawlers fetch which pages — at your edge or from your access logs.](https://attensira.com/features/crawler-logs) - [Markets Answers read country by country, in the language buyers there use.](https://attensira.com/features/markets) - [Sentiment Whether answers that judge you judge you well, with the sentence that says so.](https://attensira.com/features/sentiment) - [Attribution and before-and-after Each change on your pages matched to the work behind it, then measured.](https://attensira.com/features/attribution) ## What does Measure show for our own brand? Where we are named, not only how often. Over 30 days the engines named Attensira in 197 of 4,740 answers, and every one of them came from three questions that already contain our name. On the other 58 questions, the ones a buyer asks without knowing us, we were named in none. That is the baseline the crew works from. - named · “Attensira reviews”: 66 of 66 - n=66 answers - named · “what is Attensira”: 66 of 66 - n=66 answers - named · “Attensira vs Profound”: 65 of 66 - n=66 answers - named · the other 58 questions: 0 of 4,542 - n=4,542 answers ![Analyst agent](https://attensira.com/agents/analyst-64.webp) Analyst · Split the named answers by question attensira.com workspace, Attensira MCP · ChatGPT and Perplexity · 25 of 31 days sampled · 5 Sep 2026 to 5 Oct 2026 ## What work does the crew do? The crew works in your own repository, CMS, mailbox and ad account. Work waits for your yes unless it is a safe change you let Act mode ship, and each piece is measured after it lands. - [Content optimization Rewrites the page that should have been cited, starting from the answers you lost. Copywriter](https://attensira.com/features/content-optimization) - [GitHub Pull requests on the repository your page lives in, through an app you scope. Web engineer](https://attensira.com/features/github) - [CMS publishing Page fixes in Webflow, WordPress and Shopify; new articles as drafts in Webflow, Shopify or Notion. Writer](https://attensira.com/features/publishing) - [Off-site work Pitches, listings and community replies for the pages answers already trust. Outreach](https://attensira.com/features/off-site) - [Google Ads Search campaigns researched, drafted and watched. Spend waits for your yes. Ads strategist](https://attensira.com/features/google-ads) - [Win this answer For one prompt, the one next move per engine, and when it is read again. Chief of staff](https://attensira.com/features/win-this-answer) [The crew Who does the work: eleven roles, led by the Chief of staff.](https://attensira.com/team) ## What does the crew do when it cannot ship? It stops and says what it needs. Our own business profile is still empty, so when the crew was asked to draft pitches to the sources that decide our answers, it drafted nothing and raised this row in the Inbox instead of inventing a sender or a claim. Inbox · Waiting on you attensira.com · blocked, needs you Blocked Add Attensira’s sender and product details before I draft outreach Tried: read the deciding-source list and the business profile. The profile returned no fields, so there is no verified sender, description, proof or page to offer in an honest email. Needed: the sender's real name, a one-line description, proof and the page to offer - Raised: 13 Sep 2026, 21:02 UTC - Kind: Blocked: needs you - Sent: Nothing, to anyone - Next: Fill in the business profile ![Outreach agent](https://attensira.com/agents/outreach-64.webp) Outreach · Raised this instead of inventing a sender attensira.com's own Inbox, read over the Attensira MCP · 4 Oct 2026 [How off-site work runs](https://attensira.com/features/off-site) ## How do you stay in control? One inbox for every approval, the rules the crew writes by, schedules it runs on, and reports you can forward without editing. - [Inbox Every approval, question and task in one list. Nothing irreversible without your yes.](https://attensira.com/features/inbox) - [Automations Instructions the crew runs on a schedule, with a full run history.](https://attensira.com/features/automations) - [Knowledge and skills Your business profile and the rules every draft is checked against.](https://attensira.com/features/knowledge-and-skills) - [Plugins What the crew may read and do in each of your tools.](https://attensira.com/features/plugins) - [Client reports Reports to forward, and a link your client approves changes from.](https://attensira.com/features/reports) ## What runs without being asked? The Daily win plan runs on our own workspace every morning at 06:00 UTC. Every run is kept with what it did, what it skipped and what it spent, failures included: a week of failed runs cost nothing and changed nothing. Run history attensira.com · Daily win plan · last 12 runs - 4 Oct · 06:01 UTC Complete 3 actions, 2 skipped, 1 blocked on GitHub. 37.8 credits, 2 min 8 s. - 30 Sep to 3 Oct 4 complete One run each morning between 06:00 and 06:05 UTC, each finished in 1 to 2.5 minutes. - 23 to 29 Sep 7 failed Each stopped within 8 seconds and spent 0 credits. Nothing was changed. ![Chief of staff agent](https://attensira.com/agents/chief-of-staff-64.webp) Chief of staff · Runs this without being asked attensira.com's own run history, read over the Attensira MCP · 4 Oct 2026 [How automations run](https://attensira.com/features/automations) Software that does your AI-search visibility work, with you in control of every change. ## What else do people ask? ### Do I need a Git repository to use Attensira? No. Sites in a repository get pull requests through the GitHub App. Sites in Webflow, WordPress, Shopify and Notion get drafts in that CMS. Without either, the crew hands you the copy to paste and you mark it shipped with its live URL. ### Which Attensira features spend credits? Agent work does: chats, automation runs and ask calls. Reading the numbers you already have, such as mention rate or sentiment, spends none. Ad spend on Google Ads is paid to Google from your own billing, never in credits. ### Can I use Attensira from my own AI assistant? Yes. The MCP server and the REST API expose the numbers and the approvals, so you can read and approve from Claude, ChatGPT or your own code. A few things stay in the app on purpose, such as saving markets and approving Google Ads spend. Merging a pull request is a signed-in click in the dashboard, never an API or MCP call. ### Does Attensira guarantee results? It guarantees the work, not the outcome. Every change is re-read at +7, +14 and +30 days, per engine, with the sample size, and a change inside the noise is reported as no change. ## Elsewhere on the site - [How it works From signup to first work](https://attensira.com/how-it-works) - [Integrations Connections](https://attensira.com/integrations) - [MCP server Use it from Claude](https://attensira.com/mcp) - [Pricing Plans and credits](https://attensira.com/pricing) ## Put the crew to work on your brand.