AI Visibility for DevTools: Get Quoted Inside the Editor
Your buyer asks an assistant which library to use, and often asks it from inside their editor. We measure whether your docs are what it quotes, then fix the reasons they are not.
- DevTools, API and infrastructure companies
- Measured against three competitors you name
- Every statistic carries a dated source
We run this programme on our own domain before we sell it to a devtools company. Attrock’s own site holds 217 citations across AI platforms, spanning 97 distinct pages. Ten years of programme delivery underneath it, and the citation data measured on top.
A headline client outcome: metric, window, client or category.
What Is AI Visibility for DevTools?
- A position on a results page
- A click you still have to earn
- Traffic reported as one number
- Value only when a results page is shown
- Code they can paste and run
- Your library named in the import, or a rival’s
- A choice made before any site visit
- Usually no results page at all
Why DevTools Is Different From Every Other Vertical
The Question Is Asked Inside an Editor
Developers ask coding assistants without leaving the IDE. That surface has no results page, no ads and no second position.
The Answer Is Code, Not a Shortlist
An assistant returns a working snippet. Whichever library appears in that import line has already won the evaluation.
Your Docs Outrank Your Marketing Site
GitHub READMEs, docs pages and Stack Overflow threads are what get quoted. Your homepage rarely enters the answer.
AEO, GEO and AI Visibility for DevTools: One Job, Three Names
AEO names the discipline after the answer. GEO names it after the engines. AI visibility is what your board actually asks about. Same work, three labels.
What This Is Not
Crawlability, docs indexation and rankings still matter. They are what make citation possible at all, the floor now, not the ceiling.
Who Usually Comes to Us
A result from this vertical: metric moved, window, client or category.
Why DevTools Feels This First
Your Buyers Are Already Doing This
94% of business buyers report using AI in their buying process. (Forrester, Buyers’ Journey Survey 2025)
B2B buyers. Sample and geography undisclosed. · C3
And the Click Is Going Anyway
In the first four months of 2026, 68.01% of Google searches ended without a click, up from 60.45% in 2024. (SparkToro / Similarweb, 2026)
US, browser-based. Excludes the Google mobile app. · C7
What This Costs a DevTools Company Specifically
None of this shows up in a rankings report, which is why most devtools teams find out late.
What DevTools Leaders Ask Us First
"Our Docs Are Open Source. Why Would We Pay for This?"
Because open docs and quotable docs are different problems, and only one of them is solved by publishing.
An assistant needs a self-contained, current, runnable passage. Most reference docs assume surrounding context a quoting engine will not carry across.
The rewrite is structural, not promotional.
"Can You Measure What Copilot or Cursor Says?"
Partly, and we will be precise about which parts. Browser assistants and Google AI surfaces are measurable today with real citation data.
Editor-embedded assistants are not equally observable. We measure them through prompt sampling, and we label that as sampling rather than dressing it up as index data.
Anyone claiming full IDE-level measurement is overselling.
"Can You Guarantee We’ll Be the Recommended Library?"
No. Model updates change outputs with no change on your side, and any agency guaranteeing a citation is misrepresenting how these systems work.
What we commit to is method. A measured baseline before we start, a frozen prompt set you sign off, and monthly reporting against three named competitors.
If everyone rises together, we tell you it was a model update.
"Our Engineers Own the Docs. How Much of Their Time Is This?"
Less than you fear, because the changes are structural and land mostly in templates and examples.
We write the rewrites and your engineers review them. The one thing needing real engineering attention is rendering, since most AI crawlers do not execute JavaScript.
We check that in week one, before anything else.
Our Five-Step AI Visibility Process for DevTools
Baseline: Where AI Names You Today
Share of voice and prompt coverage across ChatGPT, Perplexity, Gemini and Google AI, against three competitors you name. Classic rankings captured too, in their own column.
Prompt Universe: One Set Per Buying Role
100 to 150 frozen prompts spanning everyone who touches the decision. The practitioner comparing options. The manager building a case. The executive checking whether anyone has heard of you.
Make the Pages Extractable
Question-shaped headings with the answer beneath. Comparison tables where a comparison is asked for. Sourced, dated claims. Plus the render check, because a JavaScript-only page is invisible to most AI crawlers.
Earn the Sources a Developer Answer Quotes
For devtools that means GitHub, Stack Overflow, Hacker News and the tutorial sites that already rank. We pull your cited-domain list and get you covered there.
Re-Measure Against the Frozen Baseline
Same prompt set, same engines, same competitors, same scoring version. Where a number is soft, we say so rather than rounding it into a headline.
What these steps produced: baseline figure, re-measured figure, window.
What’s Included for a DevTools Engagement
Prompt Coverage by Developer Task
Share of voice per engine, against three named competitors, split by the task a developer is trying to complete.
Docs-Level Citability Scoring
Every priority docs page scored across six weighted dimensions, with a ranked fix list and points per fix.
Quickstarts and Runnable Examples
Self-contained snippets an assistant can lift whole, versioned and current, so a copy-paste actually works.
Render and Crawler Audit
Server-side rendering of docs, robots rules and the errors your site serves to AI crawlers.
GitHub, Stack Overflow, Communities
The third-party sources a developer answer quotes, targeted at the domains your prompt set already cites.
Attribution for a Bottom-Up Funnel
Citation share, live assistant fetches from your logs, Search Console AI impressions, and self-reported attribution at signup.
Us vs In-House vs a Generalist Agency vs Doing Nothing
| Attrock | In-house team | Generalist SEO agency | Doing nothing | |
|---|---|---|---|---|
| Reports citations separately from rankings | Yes, two columns always | Yes, with the tooling budget | Rarely | No |
| Knows which prompts developers actually type | Yes, frozen and split by role | Best-placed, if they measure | Usually keyword-led | No |
| Fixes the render problem | Yes, checked in week one | Yes, against the roadmap | Often out of scope | No |
| Earns GitHub, Stack Overflow and community coverage | Yes, from your cited-domain list | Rarely; needs relationships | Link-building, not citation-led | No |
| Technical and product depth | We learn yours; that takes time | Unbeatable | Shallow across many verticals | , |
| Cost shape | Monthly retainer, cancellable | Salary, tooling and ramp | Lower retainer | Zero, until it isn’t |
| Where it breaks | Wrong fit if assistants haven’t reached you | Breaks when the person leaves | Breaks at the citation layer | Breaks silently, once a rival is the default |
We don’t name rival agencies here. That tells you about our marketing, not your decision.
What We’ve Actually Moved
WhenAvailable’s AI citations grew from 32 to 305 between February and August 2026.
For WhenAvailable we published one blog post a month and earned nine brand mentions a month, every month, for 17 months.
WhenAvailable’s organic traffic grew from 3,020 to 9,127 monthly visits over 17 months, a 202% increase.
WhenAvailable went from 117 to 648 page-one keywords, a 453% increase, over 17 months.
One DevTools Engagement Still in Measurement
Prompt coverage and share of voice, quarter over quarter, against three named competitors.
Empty on purpose. Better an empty slot than a number we cannot source.
You’re Not Hiring a Freelancer. You’re Hiring a Team.
One person stays accountable end to end: Gaurav Sharma, who founded Attrock.
How Much Does AI Visibility for DevTools Cost?
One Programme, Scoped to Your Goals
All three workstreams, every retainer. Your baseline sets the split, not a package name.
Measure
- Baseline across four AI engines
- Frozen prompt set, split by buying role
- Share of voice against three named competitors
- Page-level citability scoring
- Monthly re-measure on the same version
Fix
- Comparison pages rewritten as real tables
- Question headings with front-loaded answers
- Sourced, dated claims
- Render, robots and AI-crawler audit
- Structured data hygiene
Earn & Prove
- Your actual cited-domain list, pulled first
- GitHub, Stack Overflow and communities
- Server-log fetch monitoring
- GA4 channel and segment build-out
- Attribution on your enquiry form
- Docs pages needing structural rewrites
- Number of SDKs and languages supported
- How crowded your prompt space is
- Existing community and GitHub presence
- API surface size and versioning
- Whether your docs render server-side
Server-rendered docs and an active community sits at the light end. Zero on both sits at the heavy end. The free score tells us which you are.
Time from start to first measurable citation gain, and the scope behind it.
Where AI Visibility for DevTools Sits in What We Do
AI Visibility for DevTools: FAQs
How Do You Choose an AI Visibility Agency for DevTools?
Judge on four things rather than a published list. Does the agency show its own AI citation numbers, dated? Does it measure share of voice against competitors you name?
Does it separate AI-visibility results from classic search results? And does it say which of its tactics are proven versus reasoned?
For a developer audience, add a fifth: can it write about your product without marketing language?
Can You Measure Citations Inside Copilot or Cursor?
Only partly, and we say which parts. Browser assistants and Google AI surfaces carry real, observable citation data today.
Editor-embedded assistants do not expose the same index, so we measure those by prompt sampling and label it as sampling.
Any agency claiming full IDE-level measurement is overselling what the category can currently do.
Does This Mean Rewriting Our Documentation?
Parts of it, and usually fewer parts than teams expect. We rewrite the pages your frozen prompt set actually names.
The changes are structural: self-contained examples, current versions, and answers placed directly under question-shaped headings.
Reference material generally stays as it is, because that is not what gets quoted.
Why Do Our Docs Matter More Than Our Homepage?
Because that is what assistants quote. A developer asking how to do something gets code, and the code comes from documentation.
Marketing pages answer a question developers rarely ask an assistant.
We measure which of your pages are actually cited before deciding where the work goes.
Do We Still Need Classic SEO Underneath This?
Yes, and this is where most AEO pitches are dishonest. A docs page an engine cannot crawl or render will never be quoted.
Indexation and crawlability are the floor. What changed is what you measure on top of them.
A rankings-only report shows green while docs traffic softens, because the reading moved somewhere that report cannot see.
Do You Run AI Visibility for DevTools Outside the US?
Yes. Our clients span more than fifteen countries, and the team works from the US, India, Kenya, Cyprus and France.
Prompt sets are built per market, though developer prompts vary less by region than commercial ones do.
What does vary is which communities engines quote, and that changes where the off-site budget goes.
See Which Answers Name Your Library
The free score shows which developer questions in your category already name you, which name a competitor instead, and which name nobody at all. No contract, and no call required to see it.
