Tell it where you want to be cited. It does the rest.

Attensira finds why AI leaves you out, writes the fix, and opens a pull request. You review and merge — that's your side of it.

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Agent · diagnosingapp.attensira.com

Why aren’t we showing up for "best CRM for agencies"?

@competitors/find-gaps
high effort

Reading 1,240 citations across 14 answers…

You're cited in 4 of 14 sampled answers for that question. The models pull from listicles you're absent from, and your own page never states who it's for.

Absent from 6 listicles the models quote mostoffsite
Your pricing page never says who it's foron-page
No comparison page against the 2 brands cited insteadmissing
Fix it →

The problem

You rank on Google. You're invisible when a buyer asks ChatGPT for the best tool in your category.

AI answers cite different sources than Google ranks, and they change weekly. Every tool in this category will show you that gap on a dashboard. The fix is still your homework — pages to rewrite, comparison pages to write, listicles to get onto. That's the part nobody has time for.

Built for

Technical founders and small B2B SaaS teams whose site or docs live in a Git repo — Next.js, Astro, Docusaurus, Mintlify — and who would rather review a pull request than log into another dashboard.

The honest comparison

Everyone else ships a dashboard. We ship the work.

Tells you where you standOne blended scoreMention rate and citation rate, each with the n behind it
Tells you why, with evidenceRarelyThe verbatim answer text every rate is counted from
Calls a movement realAny wiggle is a trendOnly when it clears a 95% significance test
Ships the fixNot their jobOpens a pull request in your repo — and never merges it
Open infrastructureClosed dashboardMCP server + public API

How it works

You set the destination. It handles the route.

Four things it does on its own, so you don't have to.

  • It runs on its own

    Every tracked prompt goes to every tracked model once a day, per country. You schedule nothing.

  • It figures out why you're losing

    For every prompt you're absent from, it reads the answers that won and names what your page is missing.

  • It reads everything

    Your site and docs, every answer already collected, the domains those answers cite, and the open web.

  • It does the work

    Rewrites pages and drafts new ones, then opens a pull request on its own branch and waits for your approval.

What the agent can reach

  • Web search — what the open web says about you and your competitors
  • Your workspace data — prompts, stored answers, sources, pages, past runs
  • GitHub — opens pull requests on its own branch, never merges, never publishes blind
  • Your AI crawler logs — which pages GPTBot, ClaudeBot and PerplexityBot actually fetched
  • Plugins and your own MCP server — only the tools you grant it
  • Email — a summary on a schedule, or an alert when it needs a decision

Nothing merges without you.

Native to GitHub

It opens a pull request. You review and merge. Just like your engineers.

If your site or docs live in a Git repo, Attensira ships fixes the way your team already ships code — a branch, a diff, and the reasoning in the description. No copy-paste, no new tool to learn. Nothing reaches main without your review.

  • Works with Next.js, Astro, Docusaurus, Mintlify — anything that builds from a repo
  • Every PR says what it changed and which question it is meant to win
  • Draft mode opens every PR as a GitHub draft, so nothing can auto-merge on green
acme/website#212
Open

Add audience framing and FAQ schema to /pricing

attensira wants to merge 2 commits into main · opened 2h ago

attensira/pricing-audience-framing

Targets "best CRM for agencies" — cited in 4 of 14 sampled answers. The page never states who it's for, so the models take that from competitors instead.

content/pricing.mdx+42 8
components/faq-schema.tsx+31 0
All checks have passed
Review changesMerge pull request

What it actually does

Five surfaces the agent works. Not five dashboards to read.

Content

It writes. You approve.

Pages rewritten and new ones drafted — entity-dense, schema-marked, shaped to be quoted. Each one waits as a pull request until you approve it.

Drafts · awaiting your approval

Rewrote /pricing

Added who-it's-for framing, FAQ schema

Ready

New: HubSpot alternatives

Targets 3 questions you're absent from

Ready

Rewrote /product

Entity density, explicit use cases

Ready

Refreshed /integrations

Stale — last touched 14 months ago

Queued
Review eachSee the diff

Offsite

Find the pages models quote.

AI cites different sources than Google ranks. Every cited domain is bucketed, so the third-party pages deciding your category stop being invisible.

Pages the models quote · you're not on them

Top CRMs for Startups 2026 — Forbes Advisor

Quoted in 9 answers

needs you

Best CRM Software — TechRadar

Quoted in 7 answers

drafting

CRM Shortlist — Capterra

Quoted in 6 answers

drafting

r/sales — recurring CRM thread

Quoted in 4 answers

queued

Tracking

Know every answer you're missing from.

Every buyer question you track, put to every tracked model once a day. This is the target list the agent works from.

Prompt
OpenAIChatGPT
ClaudeClaude
GeminiGemini
best CRM for agencies
ChatGPT: cited
Claude: not cited
Gemini: cited
simplest CRM for freelancers
ChatGPT: cited
Claude: not cited
Gemini: not cited
CRM for long B2B sales cycles
ChatGPT: not cited
Claude: not cited
Gemini: not cited
HubSpot alternatives 2026
ChatGPT: not cited
Claude: cited
Gemini: not cited
CRM with best automation
ChatGPT: cited
Claude: cited
Gemini: not cited

Crawlers

If AI hasn't crawled it, AI can't cite it.

Live hits from GPTBot, ClaudeBot and PerplexityBot — so a page that never got read stops being a mystery.

AI crawler fetchesLive
OpenAIGPTBot/pricing2m ago
ClaudeClaudeBot/product14m ago
OpenAIGPTBot/blog/crm-guide1h ago
PerplexityPerplexityBot/3h ago
ClaudeClaudeBot/integrations9h ago
OpenAIGPTBot/changelog1d ago

Open

Drive it from your own stack.

An MCP server and a public API. Point your own agents at it, or wire it into whatever you already run.

$ attensira mcp add
✓ connected · workspace: acme
> "why are we losing ‘best crm for agencies’?"
reading citations…
3 gaps found · 2 fixes drafted

Founding design partners

Five seats. Then the founding rate closes.

We're onboarding five companies as design partners for a fixed 90-day window. You get the founder every other week and a direct line into the roadmap. We get a real site to prove the loop on.

What you get

  • The founding-customer rate, locked for as long as you stay
  • A kickoff with the founder, then a 30-minute call every two weeks
  • First say on what gets built next

What we ask

  • Connect the repo your site or docs live in and let it open pull requests
  • One agreed target — citation rate across 10 prompts you pick
  • If we hit it: a named quote and the before-and-after numbers
Apply as a design partner

Hard end date. No custom feature work and no hand-done labour — the product does the delivery. That's the point.

Before you book a call

Common questions

How is this different from the other AI-visibility tools?

They report. Attensira opens a pull request against the repository the page actually lives in — a fresh branch, an attensira label, and a body stating which page, which finding, and why the edit answers it. It never merges. The measurement is table stakes; the pull request is the product.

Who is it built for?

Teams whose site or docs live in a Git repo — technical founders, developer tools, B2B SaaS with no content hire. Attensira installs a GitHub App into your own org, scoped to the repositories you pick. If your content does not live in a repo you can still track prompts, read the stored answers and score competitors, but GitHub pull requests are the only way Attensira ships a fix today.

How much of my time does this actually take?

Setup, then review. Everything that needs a human collects in one Inbox — approvals, blockers, decisions that are yours, failed automations — split into Needs you and In flight. An approval left untouched for 7 days expires and closes the run without doing the thing, so nothing ships because you forgot to say no.

Will it publish things on my site without me seeing them?

No. Attensira opens a pull request and stops: it never merges, never pushes to your default branch, and never touches CI configuration or workflow files. One caveat worth stating plainly — Attensira cannot read your branch protection settings, so if your repo auto-merges on green, an Attensira pull request will merge too unless you turn on draft mode, which opens every PR as a GitHub draft.

What does it need from my GitHub?

A first-party GitHub App you install into your own org, limited to the repositories you select, with exactly three permissions: Contents read/write, Pull requests read/write, Metadata read. No Actions permission, no Administration permission, no access to your secrets. Each pull request goes to the repo whose page it fixes, and Attensira reports back whether that PR was merged or closed and what CI said.

How do I know it's working if AI answers don't send clicks?

Every rate carries n, the number of successful runs behind it, so a rate of 33% at n=3 reads as one hit in three draws rather than a percentage floating free. Movement is gated by a two-proportion z-test at 95% significance, and below that bar Attensira reports no change it can prove instead of a number. What it will never tell you is that a mention produced a signup: there is no identity join between a model's answer and a later visitor.

What happens when ChatGPT changes how it cites?

Attensira re-runs your tracked prompts on a schedule — at most once per prompt, model and country per day — across the channels your plan tracks, out of five: ChatGPT, Perplexity, Google AI, Claude and Gemini. It stores the verbatim answer text from every successful run, so when a model changes how it cites, detection can be re-run over the answers already collected instead of starting from zero.

Isn't this just SEO with a new name?

SEO optimises for a position in a ranked list of links. An AI answer has no such list — it either names you or it does not. Attensira reads each stored answer for two separate things: a mention, where your brand name or domain appears in the answer text as a case-insensitive substring, and a citation, where the model attached a URL pointing at your own domain. Then it writes the page edit meant to make the next answer do one of them.

Be the sentence the model writes.

Plans from $129/mo

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