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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.
Recorded Sep 16, 2026Rotating scheduleSource: Rank.ai's prompt benchmark: fixed buying questions put to the OpenAI, Anthropic and Google model APIs, with Rank.ai's web searchHow this board is measuredCSV / JSON

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

Follow changes

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
  1. 1Recommend an AI-first code editor with fast autocomplete, multi-file editing, repository context, and model choice.100 percentage_points
  2. 2What developer tool should a team use to run multiple software engineering agents in parallel across isolated tasks?66.667 percentage_points
  3. 3What are the best AI coding agents for making reliable changes across a large existing codebase?66.667 percentage_points
  4. 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
  5. 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
  6. 6How should a software team compare coding-agent pricing, usage limits, premium-model access, and total cost at scale?33.333 percentage_points
  7. 7Compare AI developer tools on code quality, repository context, autonomy, latency, model choice, privacy, and integration depth.33.333 percentage_points
  8. 8Which AI coding tool is best for understanding and modernizing a large legacy application with strong test coverage?33.333 percentage_points
  9. 9Recommend an AI developer platform for pull-request review, test generation, bug finding, and secure coding guidance.0 percentage_points
  10. 10Which AI development tool is strongest for an enterprise that needs privacy controls, auditability, policy enforcement, and SSO?0 percentage_points
  11. 11Which criteria reveal lock-in and portability risk when choosing an AI coding tool, including editor, model, data, and workflow control?0 percentage_points
  12. 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.

AI developer tools prompt citation Opportunities current rankings
RankNameLeading brand owned citation opportunityPresence eventsCitation URLSDistinct reviewed brandsChangeWhy
01Recommend an AI-first code editor with fast autocomplete, multi-file editing, repository context, and model choice.100 percentage_points8214 This rankRun it
02What developer tool should a team use to run multiple software engineering agents in parallel across isolated tasks?66.667 percentage_points4173 1This rankRun it
03What are the best AI coding agents for making reliable changes across a large existing codebase?66.667 percentage_points15129 1ShowingRun it
04Which coding agent is best for taking an issue, working in the background, running tests, and returning a reviewable pull request?66.667 percentage_points11136 1This rankRun it
05Recommend a terminal-based coding agent that can inspect files, edit code, run commands, and ask for approval before risky actions.33.333 percentage_points4113 1This rankRun it
06How should a software team compare coding-agent pricing, usage limits, premium-model access, and total cost at scale?33.333 percentage_points7157 2This rankRun it
07Compare AI developer tools on code quality, repository context, autonomy, latency, model choice, privacy, and integration depth.33.333 percentage_points6156 5This rankRun it
08Which AI coding tool is best for understanding and modernizing a large legacy application with strong test coverage?33.333 percentage_points2112 1This rankRun it
09Recommend an AI developer platform for pull-request review, test generation, bug finding, and secure coding guidance.0 percentage_points1111 2This rankRun it
10Which AI development tool is strongest for an enterprise that needs privacy controls, auditability, policy enforcement, and SSO?0 percentage_points1121 This rankRun it
11Which criteria reveal lock-in and portability risk when choosing an AI coding tool, including editor, model, data, and workflow control?0 percentage_points080 This rankRun it
12Create a proof-of-concept scorecard for evaluating AI coding tools on real repository tasks without relying on vendor claims.0 percentage_points000 This rankRun it

Why this rank

What are the best AI coding agents for making reliable changes across a large existing codebase? 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.

3

Rank on this board

66.667 percent

Score

3

Answers behind the score

100% confidence · 1 of 1 components evidenced

What the score is built from

1 of 1 evidenced

Every component evidenced · 1 evidence record each

Components of What are the best AI coding agents for making reliable changes across a large existing codebase?'s score
ComponentValueContribution
Leading brand owned citation gap66.66666766.667

Moved up since the previous snapshot

+1 places
  1. Presence events13 to 15
    +2
  2. Citation URLS10 to 12
    +2
  3. Engine disagreement79.167 to 77.778
    -1.389
  4. Distinct reviewed brands8 to 9
    +1
  5. Leading brand consensus66.667 to 66.667
    0
  6. Leading brand owned citation coverage0 to 0
    0
  7. Leading brand owned citation gap66.667 to 66.667
    0

Where each number comes from

7 public records
  • Reviewed-brand presence eventsPresence events · observed Sep 16, 2026, 12:00 AM UTC15 presence_events100% confidence
    Source
    Rank.ai AI Developer Tools Prompt Benchmark
    Grade
    A
    Freshness
    fresh
    Locator
    {"promptSlug":"best-ai-coding-agent-large-codebase","corpusVersion":"ai-developer-tools-2026-07-27","runArtifactIds":["f1134410-beea-4e97-abce-81940d777810","e49a3e38-4e4f-4c92-8822-685066a8a20e","9ad60133-5350-4963-8119-24b96a7efb7e"],"parentSnapshotId":"c9215e33-a54f-4c63-a494-a8a96cb24c2b","providerMatrixVersion":"64232fd32583"}
    Open the source
  • Distinct citation URLsCitation URLS · observed Sep 16, 2026, 12:00 AM UTC12 urls100% confidence
    Source
    Rank.ai AI Developer Tools Prompt Benchmark
    Grade
    A
    Freshness
    fresh
    Locator
    {"promptSlug":"best-ai-coding-agent-large-codebase","corpusVersion":"ai-developer-tools-2026-07-27","runArtifactIds":["f1134410-beea-4e97-abce-81940d777810","e49a3e38-4e4f-4c92-8822-685066a8a20e","9ad60133-5350-4963-8119-24b96a7efb7e"],"parentSnapshotId":"c9215e33-a54f-4c63-a494-a8a96cb24c2b","providerMatrixVersion":"64232fd32583"}
    Open the source
  • Distinct reviewed brands surfacedDistinct reviewed brands · observed Sep 16, 2026, 12:00 AM UTC9 brands100% confidence
    Source
    Rank.ai AI Developer Tools Prompt Benchmark
    Grade
    A
    Freshness
    fresh
    Locator
    {"promptSlug":"best-ai-coding-agent-large-codebase","corpusVersion":"ai-developer-tools-2026-07-27","runArtifactIds":["f1134410-beea-4e97-abce-81940d777810","e49a3e38-4e4f-4c92-8822-685066a8a20e","9ad60133-5350-4963-8119-24b96a7efb7e"],"parentSnapshotId":"c9215e33-a54f-4c63-a494-a8a96cb24c2b","providerMatrixVersion":"64232fd32583"}
    Open the source
  • Cross-engine brand disagreementEngine disagreement · observed Sep 16, 2026, 12:00 AM UTC77.778 percent100% confidence
    Source
    Rank.ai AI Developer Tools Prompt Benchmark
    Grade
    A
    Freshness
    fresh
    Locator
    {"promptSlug":"best-ai-coding-agent-large-codebase","corpusVersion":"ai-developer-tools-2026-07-27","runArtifactIds":["f1134410-beea-4e97-abce-81940d777810","e49a3e38-4e4f-4c92-8822-685066a8a20e","9ad60133-5350-4963-8119-24b96a7efb7e"],"parentSnapshotId":"c9215e33-a54f-4c63-a494-a8a96cb24c2b","providerMatrixVersion":"64232fd32583"}
    Open the source
  • Leading-brand engine consensusLeading brand consensus · observed Sep 16, 2026, 12:00 AM UTC66.667 percent100% confidence
    Source
    Rank.ai AI Developer Tools Prompt Benchmark
    Grade
    A
    Freshness
    fresh
    Locator
    {"promptSlug":"best-ai-coding-agent-large-codebase","corpusVersion":"ai-developer-tools-2026-07-27","runArtifactIds":["f1134410-beea-4e97-abce-81940d777810","e49a3e38-4e4f-4c92-8822-685066a8a20e","9ad60133-5350-4963-8119-24b96a7efb7e"],"parentSnapshotId":"c9215e33-a54f-4c63-a494-a8a96cb24c2b","providerMatrixVersion":"64232fd32583"}
    Open the source
  • 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":"best-ai-coding-agent-large-codebase","corpusVersion":"ai-developer-tools-2026-07-27","runArtifactIds":["f1134410-beea-4e97-abce-81940d777810","e49a3e38-4e4f-4c92-8822-685066a8a20e","9ad60133-5350-4963-8119-24b96a7efb7e"],"parentSnapshotId":"c9215e33-a54f-4c63-a494-a8a96cb24c2b","providerMatrixVersion":"64232fd32583"}
    Open the source
  • Leading-brand owned-citation opportunityLeading brand owned citation gap · observed Sep 16, 2026, 12:00 AM UTC66.667 percentage_points100% confidence
    Source
    Rank.ai AI Developer Tools Prompt Benchmark
    Grade
    A
    Freshness
    fresh
    Locator
    {"promptSlug":"best-ai-coding-agent-large-codebase","corpusVersion":"ai-developer-tools-2026-07-27","runArtifactIds":["f1134410-beea-4e97-abce-81940d777810","e49a3e38-4e4f-4c92-8822-685066a8a20e","9ad60133-5350-4963-8119-24b96a7efb7e"],"parentSnapshotId":"c9215e33-a54f-4c63-a494-a8a96cb24c2b","providerMatrixVersion":"64232fd32583"}
    Open the source
Public AI Developer Tools prompt leaders, engine disagreement, and citation opportunity, version 2-parent-993085b52808288084 observations · 1 source · quality passed
Snapshot
ed2846ea-f3e9-4231-ade8-3f993d78d321
Data hash
6a54feeeddc792c69f248445e28c3ada3cbbbe4544346ca5cf77472109f7b9e6
Method hash
88f056e4ae7db886adb7ae3fb926e4f627bd7b27e66e1ebfd48dd29834fafe5d

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.