AI coding assistants
Asked as “AI coding assistant”, and as “AI pair programming tool”, on behalf of a mid-market B2B company. 48 first choices recorded across the direct, paraphrase, budget and scale prompts, twelve models each.
Standing · first-choice share
67%
Clear leader
67GitHub Copilot10Windsurf04Cline19others
67% of first choices, clear leader.
By buyer segment
The same question asked on behalf of a different buyer. Each standing is computed within its segment; they sit side by side and are never added together.
The standing
Share is the count of first choices across the direct, paraphrase, budget and scale prompts, over all twelve models, for a mid-market B2B company. Ordered by share.
ProductFirst-choice shareNegative rateLabelsQuadrant
Show the two products at 0%, ordered by negative rate
Bars are the share of first choices, 0 to 100Every product with at least 10 labels here. Every product name links to its product page.
Claude Code is made by Anthropic, whose model Claude Haiku 4.5 is in the set. On the four share prompts that model made it the first choice zero times of 4; the other eleven models zero times of 44. Lab treatment is defined on the method page; the row is marked, not excluded.
All fifteen head-to-head pages: the top six products, each against each
One product takes 67% of first choices here, so the chart would put seven markers in one corner and one at the far edge. The two measurements it plots are columns in the standing above: share, and the negative label rate. Zero products carry a negative rate above 25% in this category.
What they warned about
Eight of twelve models held their first choice under the paraphrase. Claude Haiku 4.5, Gemini 3.5 Flash, Mistral Small and Llama 4 Maverick changed. A high negative share on a product with few labels is a warning. A low share on a product with many labels is salience, not sentiment.
Cursor19%
10 of 52 labels negative · 8 of 12 models · 3 hard negative
“avoid standard free-tier or public instances of major AI coding assistants (such as GitHub Copilot standard, Cursor, or Windsurf)” Qwen 3.7 Flash, negative prompt
GitHub Copilot13%
9 of 70 labels negative · 7 of 12 models · 3 hard negative
“You should generally avoid standard free-tier or public instances of major AI coding assistants (such as GitHub Copilot standard, Cursor, or Windsurf)” Qwen 3.7 Flash, negative prompt
Claude Code20%
6 of 30 labels negative · 6 of 12 models · 2 hard negative
“Research found Claude Code silently ignored its own deny rules when commands exceeded 50 subcommands” Kimi K2, negative prompt
Windsurf19%
5 of 27 labels negative · 5 of 12 models · 3 hard negative
“avoid standard free-tier or public instances of major AI coding assistants (such as GitHub Copilot standard, Cursor, or Windsurf)” Qwen 3.7 Flash, negative prompt
What they cite
Twelve of the twelve models returned a source list in this edition: four return the pages they cited and eight the search results they consulted.
Sites the answers cite
64 of 72 answers in this category came back with a source list, from 12 of 12 models: citations where the model returns them, or the search results it consulted. 834 links across 306 sites, every framing counted. Ranked by the number of answers carrying the site or page.
27 answers · 27 citations · 11 models
24 answers · 29 citations · 11 models
vendor site · Augment Code18 answers · 32 citations · 7 models
18 answers · 18 citations · 9 models
vendor site · Daily17 answers · 19 citations · 9 models
vendor site · Zapier13 answers · 13 citations · 6 models
vendor site · G212 answers · 12 citations · 7 models
11 answers · 12 citations · 8 models
vendor site · GitHub10 answers · 20 citations · 6 models
10 answers · 10 citations · 8 models
10 answers · 10 citations · 8 models
8 answers · 17 citations · 5 models
Pages the answers cite
The ten pages named in the most answers, by full address. A page here is one the models returned with a recommendation, not one the index endorses.
27 answers · 11 models
18 answers · 9 models
12 answers · 7 models
12 answers · 6 models
11 answers · 9 models
10 answers · 8 models
9 answers · 8 models
9 answers · 7 models
8 answers · 8 models
8 answers · 6 models
Search against answers
Each company's standing in the answers beside its site's footprint in Google search, one row a site: the products the models named on it with their shares, and the share they add up to; monthly searches on Google, and DataForSEO's estimate of AI search demand (modeled from search signals, directional, not a count of queries to any assistant), for the most-searched of the company's and its products' names (the name is in each row's hover text); estimated monthly organic visits to the site; and its best position in Google's top ten for “ai coding assistant”, “ai coding assistants”, “best ai coding assistant”. US estimates from DataForSEO and Google's Ads Transparency Center. A small company's site, or a mid-sized company's site for its flagship, is marked company; a product on a large parent's site (Google, Microsoft) has no site figures. A column with no figures for this category is left out, and an empty cell means none were seen, not none exist. Two measurements side by side: neither is read as the cause of the other.
| Company and products | Share | Own site cited | Name searches, Google | AI search demand, est. | Organic visits | Paid search a month, est. | Google ads, last 30 days | Best Google position |
|---|---|---|---|---|---|---|---|---|
| GitHub github.com GitHub Copilot 67% | 67% | 207 | 1,500,000 | 31,479 | 42,019,137 company | $81 | 14 | |
| Windsurf windsurf.com | 10% | 66 | 60,500 | 4,501 | 21,603 | 0 | ||
| Cursor cursor.com | 4% | 164 | 301,000 | 22,500 | 350,718 | $28 | 119 | 6 |
| Cline cline.bot | 4% | 23 | 22,200 | 8,724 | 12,658 | 3 | ||
| Amazon Q amazon.com Amazon Q Developer 2% | 2% | 109 | 9,900 | 738 | 1,681,997,879 company | $106,125 | 115 | |
| Aider aider.chat | 2% | 20 | 9,900 | 585 | 5,507 | |||
| Gemini Code Assist | 2% | 6,600 | 167 | |||||
| Replit replit.com Replit AI 2% | 2% | 15 | 9,900 | 168 | 251,888 company | $626 | 40 | |
| Augment Code augmentcode.com | 2% | 11 | 6,600 | 199 | 146,518 | 20 | 1 | |
| Claude claude.com Claude 2%, Claude Code 0% | 2% | 92 | 5,000,000 | 53,240 | 3,090,945 | $1,889 | 120 |
Google's top ten for the three searches hold 24 sites; 3 of them are among the sites the models cited here (augmentcode.com, axify.io, reddit.com). The first result for “ai coding assistant” is augmentcode.com.
How they answered
Six framings of the same buying question, each sent to every model in a fresh session with search on. One row per model, so a row shows whether it held its answer under rewording, what it named when cost was the constraint, and what it argued against. Computed from the raw judge labels.ShowHide
How they answered
Six framings of the same buying question, each sent to every model in a fresh session with search on. One row per model, so a row shows whether it held its answer under rewording, what it named when cost was the constraint, and what it argued against. Computed from the raw judge labels.
ShowHideModelDirect“What is the best AI coding assistant for a mid-market B2B company?”Paraphrase“Which AI pair programming tool would you recommend to a mid-sized B2B company?”Comparative“What are the top AI coding assistants and how do they differ?”Budget-constrained“What is the best AI coding assistant for a company with a limited budget?”Scale-constrained“We are a 500 person company evaluating an AI coding assistant. What should we look at?”Negative“Which AI coding assistants should I avoid or be cautious about?”
Claude Haiku 4.5Claude, GitHub CopilotGitHub Copilot, WindsurfChangedClaude Code, CursorGitHub Copilot, Windsurfno first choicenothing named
Two alternatives
Aider, GitHub CopilotThree alternatives
Aider, Cline, opencodeGPT-5.4 miniGitHub CopilotGitHub CopilotHeldGitHub CopilotGitHub Copilotno first choiceagainst: Cursor, GitHub Copilot
Two alternatives
Amazon Q Developer, CursorOne alternative
TabnineFive alternatives
Amazon Q Developer, ChatGPT, Claude Code, Cursor, OpenAI CodexTwo alternatives
Tabnine, WindsurfGemini 3.5 FlashAugment Codeagainst: CursorGitHub CopilotChangedCursorClineno first choiceagainst: ChatGPT, Claude, Claude Code, Cursor, Devin, Google Gemini, Kite, Windsurf
Two alternatives
GitHub Copilot, TabnineTwo alternatives
Cursor, TabnineFour alternatives
Claude Code, Cline, Devin, GitHub CopilotSix alternatives
Cursor, GitHub Copilot, Goose, Ollama, Windsurf, opencodeThree alternatives
Claude Code, Cursor, GitHub CopilotPerplexity SonarGitHub CopilotGitHub CopilotHeldGitHub CopilotGitHub Copilotno first choiceagainst: Cursor, GitHub Copilot, JetBrains Junie, Roo Code
Two alternatives
Cursor, Sourcegraph CodyFour alternatives
Amazon Q Developer, Claude Code, Cursor, TabnineFour alternatives
Amazon Q Developer, Claude Code, Cursor, TabnineFour alternatives
Amazon Q Developer, Cline, Replit AI, TabnineGrok 4.20GitHub CopilotGitHub CopilotHeldCursorWindsurfGitHub Copilotagainst: Amazon Q Developer, Claude Code, Cursor, GitHub Copilot, Replit AI
Four alternatives
Amazon Q Developer, Cursor, Gemini Code Assist, TabnineThree alternatives
Amazon Q Developer, Cursor, TabnineFour alternatives
Claude Code, GitHub Copilot, Tabnine, WindsurfFour alternatives
Amazon Q Developer, Cline, Continue, GitHub CopilotTwo alternatives
Amazon Q Developer, CursorMistral SmallCursor, GitHub CopilotGitHub CopilotChangedGitHub CopilotGitHub Copilotno first choicenothing named
One alternative
Claude CodeThree alternatives
Aider, Amazon Q Developer, CursorFour alternatives
Amazon Q Developer, Replit AI, Sourcegraph Cody, TabnineTwo alternatives
Cursor, WindsurfDeepSeek V4 FlashGitHub CopilotGitHub CopilotHeldClaude Code, Cursor, Windsurfagainst: AWS Kiro, Amazon Q DeveloperGemini Code Assist, GitHub Copilotagainst: Cursor, Tabnineno first choiceagainst: Aider, Amazon Q Developer, Claude Code, Cline, GitHub Copilot, OpenAI Codex, Roo Code, Windsurf
Three alternatives
Amazon Q Developer, Cursor, TabnineOne alternative
CursorThree alternatives
Devin, GitHub Copilot, TabnineSix alternatives
Aider, Amazon Q Developer, Claude Code, Cline, Continue, opencodeLlama 4 MaverickCursor, GitHub CopilotGitHub CopilotChangedno first choiceGitHub Copilot, Google Gemini, Replit AIGitHub Copilotnothing named
One alternative
ClaudeOne alternative
CursorFour alternatives
Aider, Cline, Windsurf, ZedOne alternative
Claude CodeQwen 3.7 FlashGitHub CopilotGitHub CopilotHeldagainst: CursorGitHub CopilotWindsurfagainst: GitHub CopilotGitHub Copilotagainst: Amazon Q Developer, Claude Code, Cursor, GitHub Copilot, JetBrains AI Assistant, OpenClaw, Windsurf
One alternative
CursorTwo alternatives
Amazon Q Developer, TabnineFour alternatives
Amazon Q Developer, Claude Code, Cursor, TabnineOne alternative
ClineThree alternatives
Amazon Q Developer, JetBrains AI Assistant, TabnineKimi K2GitHub CopilotGitHub CopilotHeldGitHub CopilotWindsurfagainst: Amazon Q Developer, Tabnineno first choiceagainst: Amazon Q Developer, Claude Code, Cursor, GitHub Copilot, Google Antigravity IDE, Replit Agent, Windsurf
Two alternatives
Tabnine, WindsurfThree alternatives
Amazon Q Developer, Cursor, TabnineFive alternatives
Amazon Q Developer, Claude Code, Cursor, Gemini Code Assist, TabnineOne alternative
GitHub CopilotGLM 4.7 FlashXGitHub CopilotGitHub CopilotHeldCursor, GitHub CopilotAider, Clineno first choiceagainst: Aider, Amazon Q Developer, ChatGPT, Claude Code, Copilot Workspace, Cursor, Devin, GitHub Copilot, JetBrains Junie, Kiro.dev, OpenClaw, Roo Code, Windsurf, Zed
Three alternatives
Amazon Q Developer, Cursor, TabnineFour alternatives
Amazon Q Developer, Cursor, Tabnine, WindsurfSix alternatives
Amazon Q Developer, ChatGPT, Claude Code, Replit AI, Tabnine, WindsurfFour alternatives
Continue, GitHub Copilot, Tabby, WindsurfMiniMax M2.5GitHub CopilotGitHub CopilotHeldGitHub CopilotAmazon Q Developerno first choicenothing named
Three alternatives
Claude, Claude Code, CursorThree alternatives
Claude Code, Cursor, WindsurfFive alternatives
Amazon Q Developer, Augment Code, Claude Code, Cursor, TabnineThree alternatives
Cursor, GitHub Copilot, TabnineOne alternative
GitHub CopilotBold is the first choiceAlternatives are counted; the count opens them.What the answer argued against
The record
One row per call: the version string exactly as returned, whether the model searched, sources cited, and latency.
Seventy-two rows: every prompt, every model, every answer.
| Prompt | Model | Version string | Time (UTC) | Searched | Sources | Latency |
|---|---|---|---|---|---|---|
| Direct recommendation | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-17 08:42 | no | 0 | 6 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-17 09:03 | yes | 4 | 6 s |
| Direct recommendation | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-17 08:29 | yes | 16 | 26 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-09-17 08:53 | yes | 20 | 7 s |
| Direct recommendation | Grok 4.20 | spacexai/grok-4.1-fast-non-reasoning via vertex (asked for grok-4.20-non-reasoning; the API answered as this version) | 2026-09-17 08:25 | yes | 18 | 15 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-09-17 09:09 | yes | 5 | 4 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-17 08:34 | yes | 20 | 18 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-17 08:39 | yes | 5 | 2 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-17 08:31 | yes | 10 | 30 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-17 08:19 | yes | 10 | 137 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-17 09:01 | yes | 12 | 113 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-17 08:38 | yes | 5 | 18 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-17 08:53 | no | 0 | 5 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-17 08:36 | yes | 3 | 4 s |
| Paraphrase | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-17 08:54 | yes | 14 | 21 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-09-17 08:53 | yes | 20 | 6 s |
| Paraphrase | Grok 4.20 | spacexai/grok-4.1-fast-non-reasoning via vertex (asked for grok-4.20-non-reasoning; the API answered as this version) | 2026-09-17 08:54 | yes | 20 | 9 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-09-17 08:27 | yes | 5 | 5 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-17 09:12 | yes | 19 | 21 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-17 08:48 | yes | 5 | 3 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-17 09:04 | yes | 5 | 50 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-17 09:10 | yes | 15 | 36 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-17 08:53 | yes | 14 | 19 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-17 08:34 | yes | 5 | 18 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-17 08:42 | yes | 9 | 8 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-17 08:30 | yes | 9 | 10 s |
| Comparative | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-17 09:04 | yes | 17 | 31 s |
| Comparative | Perplexity Sonar | sonar | 2026-09-17 08:20 | yes | 20 | 9 s |
| Comparative | Grok 4.20 | spacexai/grok-4.1-fast-non-reasoning via vertex (asked for grok-4.20-non-reasoning; the API answered as this version) | 2026-09-17 08:39 | yes | 14 | 9 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-09-17 09:09 | yes | 10 | 10 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-17 08:37 | yes | 18 | 19 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-17 08:45 | yes | 5 | 3 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-17 08:31 | yes | 5 | 23 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-17 08:57 | yes | 15 | 40 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-17 08:46 | yes | 10 | 141 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-17 08:30 | yes | 14 | 38 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-17 08:45 | yes | 9 | 9 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-17 08:26 | no | 0 | 3 s |
| Budget constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-17 08:45 | yes | 25 | 24 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-09-17 08:30 | yes | 20 | 5 s |
| Budget constrained | Grok 4.20 | spacexai/grok-4.1-fast-non-reasoning via vertex (asked for grok-4.20-non-reasoning; the API answered as this version) | 2026-09-17 08:32 | yes | 19 | 10 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-09-17 08:20 | yes | 13 | 8 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-17 08:27 | yes | 9 | 15 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-17 09:09 | yes | 7 | 3 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-17 08:38 | yes | 5 | 22 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-17 08:34 | yes | 20 | 27 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-17 09:03 | yes | 24 | 81 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-17 08:18 | no | 0 | 11 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-17 08:17 | no | 0 | 6 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-17 08:25 | no | 0 | 7 s |
| Scale constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-17 08:28 | yes | 10 | 25 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-09-17 09:02 | yes | 20 | 7 s |
| Scale constrained | Grok 4.20 | spacexai/grok-4.1-fast-non-reasoning via vertex (asked for grok-4.20-non-reasoning; the API answered as this version) | 2026-09-17 08:32 | yes | 15 | 9 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-09-17 08:37 | no | 0 | 6 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-17 08:38 | yes | 9 | 16 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-17 08:19 | yes | 5 | 3 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-17 08:52 | no | 0 | 39 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-17 08:23 | yes | 9 | 23 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-17 08:47 | yes | 14 | 47 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-17 08:42 | yes | 5 | 15 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-17 09:03 | yes | 16 | 10 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-17 08:56 | yes | 5 | 5 s |
| Negative framing | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-17 09:12 | yes | 18 | 26 s |
| Negative framing | Perplexity Sonar | sonar | 2026-09-17 08:53 | yes | 20 | 5 s |
| Negative framing | Grok 4.20 | spacexai/grok-4.1-fast-non-reasoning via vertex (asked for grok-4.20-non-reasoning; the API answered as this version) | 2026-09-17 08:49 | yes | 39 | 15 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-09-17 08:54 | yes | 5 | 8 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-17 09:10 | yes | 30 | 31 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-17 08:54 | yes | 5 | 2 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-17 08:41 | yes | 5 | 48 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-17 08:23 | yes | 25 | 62 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-17 09:12 | yes | 27 | 89 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-17 08:48 | yes | 5 | 14 s |
Noise floor in this category
Flips between the edition run and its calibration repeat. Six prompts per model is a small sample; the index-wide floor is the number to trust.
ShowHide
Claude Haiku 4.5
3 of 4 flipped
GPT-5.4 mini
0 of 4 flipped
Gemini 3.5 Flash
3 of 4 flipped
Perplexity Sonar
1 of 4 flipped
Grok 4.20
2 of 6 flipped
Mistral Small
2 of 4 flipped
DeepSeek V4 Flash
2 of 5 flipped
Llama 4 Maverick
3 of 4 flipped
Qwen 3.7 Flash
2 of 6 flipped
Kimi K2
3 of 6 flipped
GLM 4.7 FlashX
2 of 4 flipped
MiniMax M2.5
1 of 4 flipped
Normalization in this category
Every judgment call made between the raw labels and the numbers above, listed so it is visible and reversible.
ShowHide
Category-scoped readings
Amazon Q read as Amazon Q Developer
Copilot read as GitHub Copilot
GitHub read as GitHub Copilot
JetBrains AI read as JetBrains AI Assistant
Replit read as Replit AI
Unresolved, counted raw
ChatGPT Business with Codex
Goose
Kiro.dev
Kite
Discontinued, still offered
No shut-down product was recommended here.