Rank.ai Index
AI developer tools prompt citation Opportunities
12 prompts ranked by how far the leader is named without its own site being cited.
100 percentage_points
Recommend an AI-first code editor with fast autocomplete, multi-file editing, repository context, and model choice. ranks first
Leading brand owned citation opportunity
12
Prompts ranked
Sep 16
Snapshot recorded
2026 · Rotating schedule
3
Answers behind each row
From the OpenAI, Anthropic and Google model APIs
All 12 prompts by leading brand owned citation opportunity
Recommend an AI-first code editor with fast autocomplete, multi-file editing, repository context, and model choice. leads at 100 percentage_points; the middle of the board sits at 33.3.
- Ahead of second place
- 33.3
- Held by the top three
- 54%
- Middle of the board
- 33.3
- Below half the leader
- 8 of 12
Rank, name and leading brand owned citation opportunityMiddle 33.3
- 1Recommend an AI-first code editor with fast autocomplete, multi-file editing, repository context, and model choice.100 percentage_points
- 2What developer tool should a team use to run multiple software engineering agents in parallel across isolated tasks?66.667 percentage_points
- 3What are the best AI coding agents for making reliable changes across a large existing codebase?66.667 percentage_points
- 4Which coding agent is best for taking an issue, working in the background, running tests, and returning a reviewable pull request?66.667 percentage_points
- 5Recommend a terminal-based coding agent that can inspect files, edit code, run commands, and ask for approval before risky actions.33.333 percentage_points
- 6How should a software team compare coding-agent pricing, usage limits, premium-model access, and total cost at scale?33.333 percentage_points
- 7Compare AI developer tools on code quality, repository context, autonomy, latency, model choice, privacy, and integration depth.33.333 percentage_points
- 8Which AI coding tool is best for understanding and modernizing a large legacy application with strong test coverage?33.333 percentage_points
- 9Recommend an AI developer platform for pull-request review, test generation, bug finding, and secure coding guidance.0 percentage_points
- 10Which AI development tool is strongest for an enterprise that needs privacy controls, auditability, policy enforcement, and SSO?0 percentage_points
- 11Which criteria reveal lock-in and portability risk when choosing an AI coding tool, including editor, model, data, and workflow control?0 percentage_points
- 12Create a proof-of-concept scorecard for evaluating AI coding tools on real repository tasks without relying on vendor claims.0 percentage_points
The prompt boards are re-run in rotation, about one category a day, so each board refreshes every few weeks and shows the date of its snapshot.
leading brand owned citation coverage: 0 on 9 of 12 rows · 3 checks behind each row · 100% confidence across rows.
Why this rank
Compare AI developer tools on code quality, repository context, autonomy, latency, model choice, privacy, and integration depth. on AI Developer Tools Prompt Citation Opportunities
Snapshot of Sep 16, 2026, 12:00 AM UTC · Link to this snapshot
Derives prompt-level brand leaders, cross-engine brand-set disagreement, and leading-brand owned-citation opportunity from the complete public Rank.ai benchmark cohort.
7
Rank on this board
33.333 percent
Score
3
Answers behind the score
100% confidence · 1 of 1 components evidenced
What the score is built from
1 of 1 evidencedEvery component evidenced · 1 evidence record each
| Component | Value | Contribution |
|---|---|---|
| Leading brand owned citation gap | 33.333333 | 33.333 |
Moved down since the previous snapshot
-5 places- Leading brand consensus66.667 to 33.333-33.333
- Leading brand owned citation gap66.667 to 33.333-33.333
- Engine disagreement93.333 to 100+6.667
- Citation URLS11 to 15+4
- Distinct reviewed brands5 to 6+1
- Presence events6 to 60
- Leading brand owned citation coverage0 to 00
Where each number comes from
7 public recordsReviewed-brand presence eventsPresence events · observed Sep 16, 2026, 12:00 AM UTC6 presence_events100% confidence
- Source
- Rank.ai AI Developer Tools Prompt Benchmark
- Grade
- A
- Freshness
- fresh
- Locator
{"promptSlug":"ai-developer-tools-buying-criteria","corpusVersion":"ai-developer-tools-2026-07-27","runArtifactIds":["ae2a93e7-a69e-4e56-ac73-97d59db4909b","70db12bd-4602-4aac-ba8b-617284d98401","654e7d9b-8225-485e-bb80-5b21978f43fd"],"parentSnapshotId":"c9215e33-a54f-4c63-a494-a8a96cb24c2b","providerMatrixVersion":"64232fd32583"}
Distinct citation URLsCitation URLS · observed Sep 16, 2026, 12:00 AM UTC15 urls100% confidence
- Source
- Rank.ai AI Developer Tools Prompt Benchmark
- Grade
- A
- Freshness
- fresh
- Locator
{"promptSlug":"ai-developer-tools-buying-criteria","corpusVersion":"ai-developer-tools-2026-07-27","runArtifactIds":["ae2a93e7-a69e-4e56-ac73-97d59db4909b","70db12bd-4602-4aac-ba8b-617284d98401","654e7d9b-8225-485e-bb80-5b21978f43fd"],"parentSnapshotId":"c9215e33-a54f-4c63-a494-a8a96cb24c2b","providerMatrixVersion":"64232fd32583"}
Distinct reviewed brands surfacedDistinct reviewed brands · observed Sep 16, 2026, 12:00 AM UTC6 brands100% confidence
- Source
- Rank.ai AI Developer Tools Prompt Benchmark
- Grade
- A
- Freshness
- fresh
- Locator
{"promptSlug":"ai-developer-tools-buying-criteria","corpusVersion":"ai-developer-tools-2026-07-27","runArtifactIds":["ae2a93e7-a69e-4e56-ac73-97d59db4909b","70db12bd-4602-4aac-ba8b-617284d98401","654e7d9b-8225-485e-bb80-5b21978f43fd"],"parentSnapshotId":"c9215e33-a54f-4c63-a494-a8a96cb24c2b","providerMatrixVersion":"64232fd32583"}
Cross-engine brand disagreementEngine disagreement · observed Sep 16, 2026, 12:00 AM UTC100 percent100% confidence
- Source
- Rank.ai AI Developer Tools Prompt Benchmark
- Grade
- A
- Freshness
- fresh
- Locator
{"promptSlug":"ai-developer-tools-buying-criteria","corpusVersion":"ai-developer-tools-2026-07-27","runArtifactIds":["ae2a93e7-a69e-4e56-ac73-97d59db4909b","70db12bd-4602-4aac-ba8b-617284d98401","654e7d9b-8225-485e-bb80-5b21978f43fd"],"parentSnapshotId":"c9215e33-a54f-4c63-a494-a8a96cb24c2b","providerMatrixVersion":"64232fd32583"}
Leading-brand engine consensusLeading brand consensus · observed Sep 16, 2026, 12:00 AM UTC33.333 percent100% confidence
- Source
- Rank.ai AI Developer Tools Prompt Benchmark
- Grade
- A
- Freshness
- fresh
- Locator
{"promptSlug":"ai-developer-tools-buying-criteria","corpusVersion":"ai-developer-tools-2026-07-27","runArtifactIds":["ae2a93e7-a69e-4e56-ac73-97d59db4909b","70db12bd-4602-4aac-ba8b-617284d98401","654e7d9b-8225-485e-bb80-5b21978f43fd"],"parentSnapshotId":"c9215e33-a54f-4c63-a494-a8a96cb24c2b","providerMatrixVersion":"64232fd32583"}
Leading-brand owned-citation coverageLeading brand owned citation coverage · observed Sep 16, 2026, 12:00 AM UTC0 percent100% confidence
- Source
- Rank.ai AI Developer Tools Prompt Benchmark
- Grade
- A
- Freshness
- fresh
- Locator
{"promptSlug":"ai-developer-tools-buying-criteria","corpusVersion":"ai-developer-tools-2026-07-27","runArtifactIds":["ae2a93e7-a69e-4e56-ac73-97d59db4909b","70db12bd-4602-4aac-ba8b-617284d98401","654e7d9b-8225-485e-bb80-5b21978f43fd"],"parentSnapshotId":"c9215e33-a54f-4c63-a494-a8a96cb24c2b","providerMatrixVersion":"64232fd32583"}
Leading-brand owned-citation opportunityLeading brand owned citation gap · observed Sep 16, 2026, 12:00 AM UTC33.333 percentage_points100% confidence
- Source
- Rank.ai AI Developer Tools Prompt Benchmark
- Grade
- A
- Freshness
- fresh
- Locator
{"promptSlug":"ai-developer-tools-buying-criteria","corpusVersion":"ai-developer-tools-2026-07-27","runArtifactIds":["ae2a93e7-a69e-4e56-ac73-97d59db4909b","70db12bd-4602-4aac-ba8b-617284d98401","654e7d9b-8225-485e-bb80-5b21978f43fd"],"parentSnapshotId":"c9215e33-a54f-4c63-a494-a8a96cb24c2b","providerMatrixVersion":"64232fd32583"}
See how often AI names you.
Enter your website. In about two minutes, Rank.ai asks ChatGPT, Claude and Gemini 12 questions your customers ask and grades how often they name you.
- Your grade out of 100How often AI names you, cites your site, and how high it ranks you.
- Who gets namedEvery competitor in the answers, most named first.
- The pages AI readsThe sources behind each answer.
- Three fixesWhat to fix first, with a brief for the first article.