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AI coding & developer tools

AI developer tools engine disagreement by prompt

12 prompts ranked by how differently the three model APIs answer them.
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

100.0%

How should a software team compare coding-agent pricing, usage limits, premium-model access, and total cost at scale? ranks first

Cross engine brand disagreement

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 cross engine brand disagreement

How should a software team compare coding-agent pricing, usage limits, premium-model access, and total cost at scale? leads at 100.0%; the middle of the board sits at 74.4%.

Ahead of second place
0%
Held by the top three
37%
Middle of the board
74.4%
Below half the leader
2 of 12
Rank, name and cross engine brand disagreementMiddle 74.4%
  1. 1How should a software team compare coding-agent pricing, usage limits, premium-model access, and total cost at scale?100.0%
  2. 2Compare AI developer tools on code quality, repository context, autonomy, latency, model choice, privacy, and integration depth.100.0%
  3. 3Which AI coding tool is best for understanding and modernizing a large legacy application with strong test coverage?100.0%
  4. 4What developer tool should a team use to run multiple software engineering agents in parallel across isolated tasks?88.9%
  5. 5Recommend a terminal-based coding agent that can inspect files, edit code, run commands, and ask for approval before risky actions.88.9%
  6. 6What are the best AI coding agents for making reliable changes across a large existing codebase?77.8%
  7. 7Which coding agent is best for taking an issue, working in the background, running tests, and returning a reviewable pull request?71.1%
  8. 8Recommend an AI developer platform for pull-request review, test generation, bug finding, and secure coding guidance.66.7%
  9. 9Which AI development tool is strongest for an enterprise that needs privacy controls, auditability, policy enforcement, and SSO?66.7%
  10. 10Recommend an AI-first code editor with fast autocomplete, multi-file editing, repository context, and model choice.55.6%
  11. 11Which criteria reveal lock-in and portability risk when choosing an AI coding tool, including editor, model, data, and workflow control?0.0%
  12. 12Create a proof-of-concept scorecard for evaluating AI coding tools on real repository tasks without relying on vendor claims.0.0%

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 engine disagreement by prompt current rankings
RankNameCross engine brand disagreementPresence eventsCitation URLSDistinct reviewed brandsChangeWhy
01How should a software team compare coding-agent pricing, usage limits, premium-model access, and total cost at scale?100.0%7157 8ShowingRun it
02Compare AI developer tools on code quality, repository context, autonomy, latency, model choice, privacy, and integration depth.100.0%6156 1This rankRun it
03Which AI coding tool is best for understanding and modernizing a large legacy application with strong test coverage?100.0%2112 7This rankRun it
04What developer tool should a team use to run multiple software engineering agents in parallel across isolated tasks?88.9%4173 1This rankRun it
05Recommend a terminal-based coding agent that can inspect files, edit code, run commands, and ask for approval before risky actions.88.9%4113 This rankRun it
06What are the best AI coding agents for making reliable changes across a large existing codebase?77.8%15129 2This rankRun it
07Which coding agent is best for taking an issue, working in the background, running tests, and returning a reviewable pull request?71.1%11136 5This rankRun it
08Recommend an AI developer platform for pull-request review, test generation, bug finding, and secure coding guidance.66.7%1111 This rankRun it
09Which AI development tool is strongest for an enterprise that needs privacy controls, auditability, policy enforcement, and SSO?66.7%1121 2This rankRun it
10Recommend an AI-first code editor with fast autocomplete, multi-file editing, repository context, and model choice.55.6%8214 4This rankRun it
11Which criteria reveal lock-in and portability risk when choosing an AI coding tool, including editor, model, data, and workflow control?0.0%080 This rankRun it
12Create a proof-of-concept scorecard for evaluating AI coding tools on real repository tasks without relying on vendor claims.0.0%000 This rankRun it

Compare brands

One brand against up to three competitors, answer by answer

12 questions × 3 model APIs · recorded Sep 16, 2026
Run a question live
Compared 4 of 4

22.2%

of these answers name or cite Cursor

8 of 36 answers

22.2%

Its share of the compared brands' appearances

0

Answers citing its own site

0 links to its domains

3 of 3

Model APIs that name it

The compared brands across the filtered answers
BrandNamed or citedAgainst primaryShare of comparedMentionsAnswers citing itLinks to its siteModel APIs
Claude Codeanthropic.com33.3%12 of 36+11.1 pts33.3%18113 of 3
GitHub Copilotgithub.com22.2%8 of 360.0 pts22.2%9332 of 3
OpenAI Codexopenai.com22.2%8 of 360.0 pts22.2%12112 of 3
Cursorcursor.com22.2%8 of 36Primary22.2%23003 of 3

Every answer

Which compared brands each answer names

12 questions · 36 answers · a blank cell names none of the compared brands
Compared brands named in each answer, by question and model API
QuestionOpenAIopenai/gpt-4o-miniAnthropicanthropic/claude-haiku-4-5Geminigoogle/gemini-2.5-flash
01What are the best AI coding agents for making reliable changes across a large existing codebase?Recommendation
GitHub CopilotClaude CodeOpenAI Codex
6 sourceseaf93ada
None named
0 sources555e3304
CursorGitHub CopilotClaude CodeOpenAI Codex
9 sources7f315bbc
02Recommend an AI-first code editor with fast autocomplete, multi-file editing, repository context, and model choice.Recommendation
CursorGitHub CopilotClaude Code
6 sources3fa10002
Cursor
8 sources8ffe46cf
CursorClaude Code
7 sourcesc555d628
03Which coding agent is best for taking an issue, working in the background, running tests, and returning a reviewable pull request?Recommendation
CursorGitHub Copilot, cited 1Claude CodeOpenAI Codex
5 sourcesc6a0809b
None named
0 sources84f02a91
CursorGitHub Copilot, cited 1Claude CodeOpenAI Codex
9 sources0d3c726e
04Recommend a terminal-based coding agent that can inspect files, edit code, run commands, and ask for approval before risky actions.Recommendation
Claude Code
5 sources0909743a
None named
0 sourcesd7b20aa8
Claude Code, cited 1OpenAI Codex, cited 1
6 sourcesb33b5ce3
05Which AI development tool is strongest for an enterprise that needs privacy controls, auditability, policy enforcement, and SSO?Recommendation
None named
5 sources334b5119
None named
0 sourcescec70fe5
None named
7 sources5bd541e0
06What developer tool should a team use to run multiple software engineering agents in parallel across isolated tasks?Recommendation
Claude CodeOpenAI Codex
5 sources859c93a6
Claude Code
5 sourcesa4e054ab
None named
9 sources1848e8e8
07Recommend an AI developer platform for pull-request review, test generation, bug finding, and secure coding guidance.Recommendation
None named
6 sourcesfd0f3959
None named
0 sourcesd603a838
None named
7 sources160295b9
08Which AI coding tool is best for understanding and modernizing a large legacy application with strong test coverage?Recommendation
GitHub Copilot
4 sources4fb46748
None named
0 sources08f41297
None named
8 sources1bc3b2d5
09Compare AI developer tools on code quality, repository context, autonomy, latency, model choice, privacy, and integration depth.Commercial comparison
CursorGitHub CopilotClaude CodeOpenAI Codex
6 sourcesf0becf7c
None named
0 sources5f3f6cae
None named
9 sources7b966814
10How should a software team compare coding-agent pricing, usage limits, premium-model access, and total cost at scale?Commercial comparison
GitHub Copilot, cited 1
8 sourcesff9821fa
None named
0 sourcesfde3a2b8
CursorClaude CodeOpenAI Codex
7 sourcesf32071d6
11Create a proof-of-concept scorecard for evaluating AI coding tools on real repository tasks without relying on vendor claims.Commercial comparison
None named
0 sources0a252c73
None named
0 sourcesaffba09d
None named
0 sources71738fcc
12Which criteria reveal lock-in and portability risk when choosing an AI coding tool, including editor, model, data, and workflow control?Commercial comparison
None named
5 sources9fb4d395
None named
0 sources3f0078c5
None named
3 sourcesa647010e

Sources

The sites these answers cite

Each site is read from the cited address itself.
Sites cited in the filtered answers
SiteAnswers citing itDistinct pagesModel APIsBest position
reddit.com10931
youtube.com7731
augmentcode.com7523
medium.com6531
linkedin.com4422
dev.to4434
mightybot.ai4122
mindstudio.ai3321
truefoundry.com3321
arxiv.org3322
coderabbit.ai3221
lumenalta.com3221
kodesage.ai2322
builder.io2221
daily.dev2221
greptile.com2222
facebook.com2213
github.com2225
artificialanalysis.ai2111
vellum.ai2121

What this report publishesThe public buying questions, the brands each answer names, the sources it cites and a fingerprint of each answer. Answer text is not published, and no customer data is in it.ai-developer-tools-2026-07-27 / 4-ai-developer-tools-2026-07-27-models-64232fd32583

Why this rank

How should a software team compare coding-agent pricing, usage limits, premium-model access, and total cost at scale? on AI Developer Tools Engine Disagreement by Prompt

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.

1

Rank on this board

100 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 How should a software team compare coding-agent pricing, usage limits, premium-model access, and total cost at scale?'s score
ComponentValueContribution
Engine disagreement100100

Moved up since the previous snapshot

+8 places
  1. Engine disagreement66.667 to 100
    +33.333
  2. Presence events2 to 7
    +5
  3. Distinct reviewed brands2 to 7
    +5
  4. Citation URLS11 to 15
    +4
  5. Leading brand consensus33.333 to 33.333
    0
  6. Leading brand owned citation coverage0 to 0
    0
  7. Leading brand owned citation gap33.333 to 33.333
    0

Where each number comes from

7 public records
  • Reviewed-brand presence eventsPresence events · observed Sep 16, 2026, 12:00 AM UTC7 presence_events100% confidence
    Source
    Rank.ai AI Developer Tools Prompt Benchmark
    Grade
    A
    Freshness
    fresh
    Locator
    {"promptSlug":"coding-agent-pricing-and-limits","corpusVersion":"ai-developer-tools-2026-07-27","runArtifactIds":["499d7fb8-f15e-415d-ac43-18e986845732","df790e68-0df0-4aa2-bb54-50a341a0b847","789e9509-8a15-4866-b77e-8f95a414f6d1"],"parentSnapshotId":"c9215e33-a54f-4c63-a494-a8a96cb24c2b","providerMatrixVersion":"64232fd32583"}
    Open the source
  • 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":"coding-agent-pricing-and-limits","corpusVersion":"ai-developer-tools-2026-07-27","runArtifactIds":["499d7fb8-f15e-415d-ac43-18e986845732","df790e68-0df0-4aa2-bb54-50a341a0b847","789e9509-8a15-4866-b77e-8f95a414f6d1"],"parentSnapshotId":"c9215e33-a54f-4c63-a494-a8a96cb24c2b","providerMatrixVersion":"64232fd32583"}
    Open the source
  • Distinct reviewed brands surfacedDistinct reviewed brands · observed Sep 16, 2026, 12:00 AM UTC7 brands100% confidence
    Source
    Rank.ai AI Developer Tools Prompt Benchmark
    Grade
    A
    Freshness
    fresh
    Locator
    {"promptSlug":"coding-agent-pricing-and-limits","corpusVersion":"ai-developer-tools-2026-07-27","runArtifactIds":["499d7fb8-f15e-415d-ac43-18e986845732","df790e68-0df0-4aa2-bb54-50a341a0b847","789e9509-8a15-4866-b77e-8f95a414f6d1"],"parentSnapshotId":"c9215e33-a54f-4c63-a494-a8a96cb24c2b","providerMatrixVersion":"64232fd32583"}
    Open the source
  • 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":"coding-agent-pricing-and-limits","corpusVersion":"ai-developer-tools-2026-07-27","runArtifactIds":["499d7fb8-f15e-415d-ac43-18e986845732","df790e68-0df0-4aa2-bb54-50a341a0b847","789e9509-8a15-4866-b77e-8f95a414f6d1"],"parentSnapshotId":"c9215e33-a54f-4c63-a494-a8a96cb24c2b","providerMatrixVersion":"64232fd32583"}
    Open the source
  • 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":"coding-agent-pricing-and-limits","corpusVersion":"ai-developer-tools-2026-07-27","runArtifactIds":["499d7fb8-f15e-415d-ac43-18e986845732","df790e68-0df0-4aa2-bb54-50a341a0b847","789e9509-8a15-4866-b77e-8f95a414f6d1"],"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":"coding-agent-pricing-and-limits","corpusVersion":"ai-developer-tools-2026-07-27","runArtifactIds":["499d7fb8-f15e-415d-ac43-18e986845732","df790e68-0df0-4aa2-bb54-50a341a0b847","789e9509-8a15-4866-b77e-8f95a414f6d1"],"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 UTC33.333 percentage_points100% confidence
    Source
    Rank.ai AI Developer Tools Prompt Benchmark
    Grade
    A
    Freshness
    fresh
    Locator
    {"promptSlug":"coding-agent-pricing-and-limits","corpusVersion":"ai-developer-tools-2026-07-27","runArtifactIds":["499d7fb8-f15e-415d-ac43-18e986845732","df790e68-0df0-4aa2-bb54-50a341a0b847","789e9509-8a15-4866-b77e-8f95a414f6d1"],"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
a520d961-abc8-41be-b2a8-521d6b8ecd73
Data hash
6bde645eddcb9817c1fc2b77de2be148b720f3c5d768c8466838ff896f4896f9
Method hash
88f056e4ae7db886adb7ae3fb926e4f627bd7b27e66e1ebfd48dd29834fafe5d

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Reviewed coding tools ranked by how often answers to the category's recommendation questions name or cite them, across three model APIs.

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.