AEO for developer tools
We asked ChatGPT 8 questions developers ask. 17 of the 30 sources it cited were docs pages.
Salient finds the questions engineers ask ChatGPT, Perplexity, Gemini, AI Overviews and Copilot, then publishes exact, checked pages on your domain that link into your docs. Done for you, tracked to pipeline.
“What is the best feature flag tool for a SaaS product?”
Sources it read
of cited sources were docs pages. Every source was the vendor's own site.
01Original data
Docs. 17 of 30 citations were documentation pages, and every source was on the vendor's own site. No review sites, no Reddit, no blogs from outside.
Scroll sideways to see the whole table.
| Buyer question | Vendors ChatGPT named | Sites it cited |
|---|---|---|
| What is the best CI/CD tool for a startup engineering team? | CircleCI, Buildkite, GitLab CI/CD | circleci.com, buildkite.com, gitlab.com |
| What is the best error monitoring tool for a Node.js app? | Sentry, Rollbar, BugSnag | sentry.io, rollbar.com, bugsnag.com |
| What is the best API testing tool for a QA team? | Postman, Bruno, Insomnia | postman.com, usebruno.com, insomnia.rest |
| Which cross-browser testing platform should we use? | BrowserStack, Sauce Labs | browserstack.com, saucelabs.com |
| What is the best feature flag tool for a SaaS product? | LaunchDarkly, Statsig, Flagsmith | launchdarkly.com, statsig.com, flagsmith.com |
| What is the best observability platform for Kubernetes? | Grafana Cloud | grafana.com |
| What is the best video API for developers? | Mux, Cloudinary, Vimeo API, AWS Elemental MediaConvert / MediaConnect | mux.com, cloudinary.com, vimeo.com, amazon.com |
| Datadog vs New Relic: which should a mid-size engineering team choose? | Datadog, New Relic | datadoghq.com, newrelic.com |
Method: 8 buyer questions sent to ChatGPT (gpt-5.4-mini with web search on, US) through the DataForSEO API on 7 October 2026, one run each. A snapshot, not a ranking: answers change between runs.
02How buyers shortlist
They read the docs, try it free and ask other developers. They use AI, but check what it says.
03Where to start
The ones closest to adoption. Each needs its own answer-first page.
“What is the best CI/CD tool for a startup on GitHub?”
A shortlist guide by stack
“Postman vs Bruno: which is better for a QA team that uses Git?”
A fair comparison page
“How do I send Kubernetes logs to Grafana Cloud?”
A how-to guide that links into your docs
“What are the free tier limits on CircleCI?”
A pricing and limits explainer
“How do I migrate from Jenkins to GitHub Actions?”
A migration guide
“Is this tool SOC 2 compliant, and where is our data stored?”
A security and data page
04Developer tools rules
Developers spot marketing fast. Pages have to be exact, checked and useful.
In our test, 17 of 30 citations were docs pages.
Salient: We publish how-to and comparison pages that link into your docs, and flag docs gaps for your team.
Good sample code builds without errors and is tested again as systems change. Google tech writing guide
Salient: Engineers on your pod check code samples before a page goes live.
“Prohibitive pricing” is the second most common reason developers reject a tool. Stack Overflow, 2025
Salient: Free-tier limits and pricing are explained on pages AI can quote.
66% of developers say their top AI frustration is answers that are “almost right, but not quite”. Stack Overflow, 2025
Salient: Plain, exact wording. Benchmarks only with a published method.
05Try it yourself
Run these five prompts in ChatGPT, Perplexity and Gemini. Count how often you're named. It takes about ten minutes.
What is the best [your category] for a startup engineering team?
[Your tool] vs [main competitor]: which should a mid-size team choose?
How do I [main job your tool does] with [your tool]?
What are the free tier limits of [your tool]?
How do I migrate from [main competitor] to [your tool]?
Want it done properly? The free AI visibility audit runs your real buyer questions in all five engines and shows the pages that would change the answer.
06Questions
AEO (answer engine optimization) gets your developer tool named and cited when engineers ask ChatGPT, Perplexity, Gemini, Google AI Overviews or Copilot which tool to use. Salient does it for you: we find the questions, write and publish the pages on your domain, and track citations to pipeline.
In our test of 8 developer tool questions on 7 October 2026, all 30 sources ChatGPT cited were on the vendors' own websites, and 17 of them were documentation pages. Pricing and plan pages made up another 5.
Plainly and exactly. Each page answers one question and links into your docs, and code samples are checked by an engineer on your pod before a page goes live. Benchmark claims only appear with a published method.
No. Pages are published in a section of your domain that we host and run. We link them into your docs and flag gaps in the docs for your team to fix.
Run five real buyer questions in ChatGPT, Perplexity and Gemini with web search on: a shortlist question, a head-to-head with your main competitor, and questions about pricing, integrations or compliance. Count the answers that name you and note which pages they cite. The prompts are on this page.
Yes. GrowthSpree, the team behind Salient, has run growth for developer tool companies such as LambdaTest and Gumlet.
First AI citations usually come within 30 days of pages going live, and a steady flow of demos by about four to five months. It varies by category and by how strong your domain already is.
In 30 minutes we run your users' questions through AI and show you which tools get named, and which pages would change that.
No credit card, no sales script. Thirty minutes with the pod that would run it.
Salient by GrowthSpree
Pick a slot with the pod that would actually run your account. No credit card, no sales script.
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