How developers use AI
- How-to questions: "How do I add rate limiting to an API in Node?"
- Evaluation questions: "Best feature flag tool for a 50-engineer team"
- Comparison questions: "[Tool A] vs [Tool B] for self-hosting"
What gets cited
- Documentation and guides that answer the question with working code.
- Community discussions; in one 2026 study, community sources were 9.6% of ChatGPT's software citations.
- In another, DevOps questions drew 13–16% of citations from review platforms.
What to do
- Make docs crawlable and readable without scripts.
- Write guides for the top 20 how-to questions in your category, with code.
- Publish a comparison page for evaluation questions.
- Advertise on evaluation questions, not how-to questions.
What a citable guide includes
- The exact problem in the title.
- Working code that runs as written.
- Versions and dates.
- A note on when your tool helps and when it doesn't.
Questions
Do developers click ads?
Fewer than other buyers, which is why evaluation questions, asked by team leads, work better than how-to questions.
Should docs be open to crawlers?
Yes, unless they're private. Docs are among the most cited pages for developer questions.
How do we measure developer tool visibility?
Track how-to and evaluation questions separately; they behave differently.
How developer research differs
Developers often start with a problem in code, not a vendor shortlist. They ask AI how to do something, try the answer, and only later evaluate tools. That means your best AI visibility asset is the guide that solves their problem with your tool as one honest option, not a landing page.
Where ads fit
Ads work at the evaluation stage: when a team lead asks which feature-flag, observability or auth tool suits a team of a given size. Those questions carry budget and decision intent; how-to questions mostly don't.
Keep the developer experience in mind
- Link ads to documentation or a quick start, not a sales form.
- Show pricing and free tiers openly.
- Let developers try before they talk.
Company identification still helps: the account behind a cluster of documentation visits is often a team evaluating your tool.
Start here: AI ads for SaaS and tech. More articles in Industry playbooks.