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AI Developer Tools Engine Disagreement by Prompt

Ranks AI Developer Tools prompts by how differently the configured engines surface the reviewed brand universe.

Coverage: 12 entities
Confidence: 100%
Freshness: current
Export: CSV / JSON

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Watching publication Jul 27, 2026

LEADERBOARD

Current rankings

Metric: Cross-engine brand disagreement

Find in tableEntity typeMovementConfidenceEvidence NRank rangeColumnsSort rowsPrompt intentMinimum leader consensusMinimum disagreementDistinct reviewed brands

12of 12 rows

AI Developer Tools Engine Disagreement by Prompt current rankings
Rank	Entity	Signal	Cross-engine brand disagreement	Public Prompt Brand Presence Events	Public Prompt Citation Urls	Public Prompt Distinct Reviewed Brands	Public Prompt Leading Brand Consensus	Confidence	N	Change	Trend	Explain
01	What developer tool should a team use to run multiple software engineering agents in parallel across isolated tasks?prompt	Leading reviewed brand: Claude Code	100.0%	4	17	4	33.33%	100%	3	—	—	Run this prompt Why this rank
02	Which coding agent is best for taking an issue, working in the background, running tests, and returning a reviewable pull request?prompt	Leading reviewed brand: GitHub Copilot	88.9%	6	20	5	66.67%	100%	3	—	—	Run this prompt Why this rank
03	Recommend an AI developer platform for pull-request review, test generation, bug finding, and secure coding guidance.prompt	Leading reviewed brand: GitHub Copilot	88.9%	4	11	3	66.67%	100%	3	—	—	Run this prompt Why this rank
04	Recommend a terminal-based coding agent that can inspect files, edit code, run commands, and ask for approval before risky actions.prompt	Leading reviewed brand: Claude Code	80.6%	6	18	4	66.67%	100%	3	—	—	Run this prompt Why this rank
05	Which AI coding tool is best for understanding and modernizing a large legacy application with strong test coverage?prompt	Leading reviewed brand: Cursor	77.8%	6	16	4	66.67%	100%	3	—	—	Run this prompt Why this rank
06	Compare AI developer tools on code quality, repository context, autonomy, latency, model choice, privacy, and integration depth.prompt	Leading reviewed brand: Augment Code	72.2%	13	21	8	100%	100%	3	—	—	Run this prompt Why this rank
07	Recommend an AI-first code editor with fast autocomplete, multi-file editing, repository context, and model choice.prompt	Leading reviewed brand: Cursor	71.7%	9	12	6	100%	100%	3	—	—	Run this prompt Why this rank
08	What are the best AI coding agents for making reliable changes across a large existing codebase?prompt	Leading reviewed brand: GitHub Copilot	68.3%	10	13	6	100%	100%	3	—	—	Run this prompt Why this rank
09	Which criteria reveal lock-in and portability risk when choosing an AI coding tool, including editor, model, data, and workflow control?prompt	Leading reviewed brand: Augment Code	66.7%	1	18	1	33.33%	100%	3	—	—	Run this prompt Why this rank
10	Create a proof-of-concept scorecard for evaluating AI coding tools on real repository tasks without relying on vendor claims.prompt	Leading reviewed brand: GitHub Copilot	66.7%	1	5	1	33.33%	100%	3	—	—	Run this prompt Why this rank
11	Which AI development tool is strongest for an enterprise that needs privacy controls, auditability, policy enforcement, and SSO?prompt	Leading reviewed brand: Augment Code	66.7%	1	18	1	33.33%	100%	3	—	—	Run this prompt Why this rank
12	How should a software team compare coding-agent pricing, usage limits, premium-model access, and total cost at scale?prompt	Leading reviewed brand: Claude Code	36.1%	9	19	4	100%	100%	3	—	—	Run this prompt Why this rank

AI Developer Tools Engine Disagreement by Prompt current rankings
Rank	Entity	Signal	Cross-engine brand disagreement	Public Prompt Brand Presence Events	Public Prompt Citation Urls	Public Prompt Distinct Reviewed Brands	Public Prompt Leading Brand Consensus	Confidence	N	Change	Trend	Explain
01	What developer tool should a team use to run multiple software engineering agents in parallel across isolated tasks?prompt	Leading reviewed brand: Claude Code	100.0%	4	17	4	33.33%	100%	3	—	—	Run this prompt Why this rank
02	Which coding agent is best for taking an issue, working in the background, running tests, and returning a reviewable pull request?prompt	Leading reviewed brand: GitHub Copilot	88.9%	6	20	5	66.67%	100%	3	—	—	Run this prompt Why this rank
03	Recommend an AI developer platform for pull-request review, test generation, bug finding, and secure coding guidance.prompt	Leading reviewed brand: GitHub Copilot	88.9%	4	11	3	66.67%	100%	3	—	—	Run this prompt Why this rank
04	Recommend a terminal-based coding agent that can inspect files, edit code, run commands, and ask for approval before risky actions.prompt	Leading reviewed brand: Claude Code	80.6%	6	18	4	66.67%	100%	3	—	—	Run this prompt Why this rank
05	Which AI coding tool is best for understanding and modernizing a large legacy application with strong test coverage?prompt	Leading reviewed brand: Cursor	77.8%	6	16	4	66.67%	100%	3	—	—	Run this prompt Why this rank
06	Compare AI developer tools on code quality, repository context, autonomy, latency, model choice, privacy, and integration depth.prompt	Leading reviewed brand: Augment Code	72.2%	13	21	8	100%	100%	3	—	—	Run this prompt Why this rank
07	Recommend an AI-first code editor with fast autocomplete, multi-file editing, repository context, and model choice.prompt	Leading reviewed brand: Cursor	71.7%	9	12	6	100%	100%	3	—	—	Run this prompt Why this rank
08	What are the best AI coding agents for making reliable changes across a large existing codebase?prompt	Leading reviewed brand: GitHub Copilot	68.3%	10	13	6	100%	100%	3	—	—	Run this prompt Why this rank
09	Which criteria reveal lock-in and portability risk when choosing an AI coding tool, including editor, model, data, and workflow control?prompt	Leading reviewed brand: Augment Code	66.7%	1	18	1	33.33%	100%	3	—	—	Run this prompt Why this rank
10	Create a proof-of-concept scorecard for evaluating AI coding tools on real repository tasks without relying on vendor claims.prompt	Leading reviewed brand: GitHub Copilot	66.7%	1	5	1	33.33%	100%	3	—	—	Run this prompt Why this rank
11	Which AI development tool is strongest for an enterprise that needs privacy controls, auditability, policy enforcement, and SSO?prompt	Leading reviewed brand: Augment Code	66.7%	1	18	1	33.33%	100%	3	—	—	Run this prompt Why this rank
12	How should a software team compare coding-agent pricing, usage limits, premium-model access, and total cost at scale?prompt	Leading reviewed brand: Claude Code	36.1%	9	19	4	100%	100%	3	—	—	Run this prompt Why this rank

Primary brandPrompt intentAnswer enginePrompt contains

Run live test

Answer presence33.3%12/36 filtered answers mention or cite Cursor

Selected-set share27.3%Share of answer-presences among the compared brands, not market share

Owned citation answers00 answer-level URL signals on reviewed owned domains

Engine breadth3/3Engines with at least one observed presence

Filtered competitive answer-presence comparison
Brand	Presence	Vs. primary	Selected share	Mentions	Cited answers	Owned URL signals	Engine breadth
GitHub Copilotgithub.com	50.0%18/36	+16.7 pp	40.9%	48	6	9	3/3
Claude Codeanthropic.com	36.1%13/36	+2.8 pp	29.5%	44	1	1	3/3
Cursorcursor.com	33.3%12/36	BASE	27.3%	46	0	0	3/3
OpenAI Codexopenai.com	2.8%1/36	-30.6 pp	2.3%	1	0	0	1/3

ANSWER-LEVEL OBSERVATIONS

Prompt × engine matrix

12 prompts · 36 immutable answer hashes · empty cells mean no compared brand was detected.

Brand presence by public prompt and answer engine
Public prompt	OpenAIopenai/gpt-4o-mini	Anthropicanthropic/claude-haiku-4-5	Geminigoogle/gemini-2.5-flash
01 What are the best AI coding agents for making reliable changes across a large existing codebase?recommendation	CursorGitHub CopilotClaude Code 5 source URLs`a2cf2365`	CursorGitHub CopilotClaude Code 6 source URLs`ac689460`	GitHub Copilot 2 source URLs`94f4cd43`
02 Recommend an AI-first code editor with fast autocomplete, multi-file editing, repository context, and model choice.recommendation	CursorGitHub Copilot 4 source URLs`adaba0c5`	Cursor 3 source URLs`ab457571`	CursorClaude Code 5 source URLs`fc749e3a`
03 Which coding agent is best for taking an issue, working in the background, running tests, and returning a reviewable pull request?recommendation	GitHub Copilot · C1 7 source URLs`deb86753`	Claude Code 4 source URLs`05456110`	GitHub Copilot · C1 10 source URLs`92944a3a`
04 Recommend a terminal-based coding agent that can inspect files, edit code, run commands, and ask for approval before risky actions.recommendation	GitHub Copilot · C1 4 source URLs`d6ca092a`	CursorGitHub CopilotClaude Code 6 source URLs`b4ade336`	Claude Code · C1 8 source URLs`368768fd`
05 Which AI development tool is strongest for an enterprise that needs privacy controls, auditability, policy enforcement, and SSO?recommendation	No selected brand 6 source URLs`79a373d9`	No selected brand 7 source URLs`9cf7cc71`	No selected brand 7 source URLs`59fe6d82`
06 What developer tool should a team use to run multiple software engineering agents in parallel across isolated tasks?recommendation	CursorClaude Code 5 source URLs`0a481d82`	GitHub Copilot · C1 5 source URLs`cd088f21`	No selected brand 9 source URLs`1be356f5`
07 Recommend an AI developer platform for pull-request review, test generation, bug finding, and secure coding guidance.recommendation	GitHub Copilot 5 source URLs`1755e156`	GitHub Copilot · C4 6 source URLs`439486d2`	No selected brand 0 source URLs`061f386e`
08 Which AI coding tool is best for understanding and modernizing a large legacy application with strong test coverage?recommendation	CursorGitHub Copilot 5 source URLs`f46bdf19`	CursorGitHub CopilotClaude Code 6 source URLs`c9ac8d20`	No selected brand 6 source URLs`60e614bb`
09 Compare AI developer tools on code quality, repository context, autonomy, latency, model choice, privacy, and integration depth.commercial	CursorGitHub CopilotClaude CodeOpenAI Codex 6 source URLs`1ebd5dfc`	CursorGitHub Copilot · C1Claude Code 9 source URLs`b501c679`	No selected brand 9 source URLs`4eb7835d`
10 How should a software team compare coding-agent pricing, usage limits, premium-model access, and total cost at scale?commercial	GitHub CopilotClaude Code 8 source URLs`8c3f808f`	CursorGitHub CopilotClaude Code 7 source URLs`5c99b8cb`	Claude Code 7 source URLs`52cbd1c4`
11 Create a proof-of-concept scorecard for evaluating AI coding tools on real repository tasks without relying on vendor claims.commercial	No selected brand 0 source URLs`cffc6301`	GitHub Copilot 5 source URLs`8084f134`	No selected brand 0 source URLs`c2c55858`
12 Which criteria reveal lock-in and portability risk when choosing an AI coding tool, including editor, model, data, and workflow control?commercial	No selected brand 8 source URLs`e9052f18`	No selected brand 5 source URLs`5dd69c46`	No selected brand 5 source URLs`fa1141e8`

STRUCTURED CITATION LEDGER

Sources shaping this filtered view

Hostnames are derived from validated public HTTP(S) URLs, not provider-supplied domain labels.

Validated citation sources in filtered answers
Source hostname	Cited answers	Distinct URLs	Engine breadth	Best position	Evidence
augmentcode.com	14	11	3	#1	Open source ↗
reddit.com	10	12	3	#1	Open source ↗
youtube.com	9	9	3	#1	Open source ↗
linkedin.com	8	8	2	#1	Open source ↗
github.com	6	6	3	#1	Open source ↗
medium.com	5	5	3	#1	Open source ↗
mindstudio.ai	5	5	3	#3	Open source ↗
developersdigest.tech	4	4	3	#3	Open source ↗
arxiv.org	3	4	2	#1	Open source ↗
facebook.com	3	3	1	#1	Open source ↗
ai.plainenglish.io	3	2	1	#2	Open source ↗
getdx.com	3	2	3	#2	Open source ↗
dust.tt	2	3	2	#1	Open source ↗
blog.exceeds.ai	2	2	2	#1	Open source ↗
dev.to	2	2	2	#1	Open source ↗
gartner.com	2	2	2	#1	Open source ↗
instagram.com	2	2	1	#1	Open source ↗
sitepoint.com	2	2	2	#2	Open source ↗
departmentofproduct.substack.com	2	1	2	#1	Open source ↗
domo.com	2	1	2	#1	Open source ↗

PUBLIC-BENCHMARK PRIVACY BOUNDARY

This report contains only code-reviewed public prompts, deterministic brand counts, answer hashes, and validated structured citation URLs. Full model answers are neither stored nor published here. No customer, organization, or private tracked-prompt data is included.

ai-developer-tools-2026-07-27 / 4-ai-developer-tools-2026-07-27-models-64232fd32583

AI Developer Tools Engine Disagreement by Prompt

Current rankings

Brand vs. market

Prompt × engine matrix

Sources shaping this filtered view

Brand vs. market

Prompt × engine matrix

Sources shaping this filtered view