AI coding assistants for small business buyers
Asked as “AI coding assistant”, and as “AI pair programming tool”, on behalf of a small B2B company. 51 first choices recorded across the direct, paraphrase, budget and scale prompts, fourteen models each.
Standing · first-choice share
73%
Clear leader
73GitHub Copilot12Cursor10Windsurf06others
73% of first choices, clear leader.
Since October 2026▲+10Since October 2026: 63% → 73%, +10 points. Inside the 11-point floor: within noise.GitHub Copilot held the lead, +10 points on 63%, inside the 11-point floor.
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.
Small business
GitHub Copilot73%Clear leader▲+10Since October 2026: 63% → 73%, +10 points. Inside the 11-point floor: within noise.This pageMid-marketGitHub Copilot80%Clear leader▲+5Since October 2026: 75% → 80%, +5 points. Inside the 11-point floor: within noise.Standing →EnterpriseGitHub Copilot86%Clear leader▲+4Since October 2026: 82% → 86%, +4 points. Inside the 11-point floor: within noise.Standing →
GitHub Copilot73%Clear leader▲+10Since October 2026: 63% → 73%, +10 points. Inside the 11-point floor: within noise.This pageMid-marketGitHub Copilot80%Clear leader▲+5Since October 2026: 75% → 80%, +5 points. Inside the 11-point floor: within noise.Standing →EnterpriseGitHub Copilot86%Clear leader▲+4Since October 2026: 82% → 86%, +4 points. Inside the 11-point floor: within noise.Standing →The standing
Share is the count of first choices across the direct, paraphrase, budget and scale prompts, over all fourteen models, for a small B2B company. Ordered by share.
ProductFirst-choice shareNegative rateLabelsQuadrantSince October 2026
01GitHub Copilot73%15%80endorsed leader▲+10Since October 2026: 63% → 73%, +10 points. Inside the 11-point floor: within noise.63% → 73%
GitHub Copilot73%15%80endorsed leader▲+10Since October 2026: 63% → 73%, +10 points. Inside the 11-point floor: within noise.63% → 73%02
Cursor12%15%65accepted challenger▼−1Since October 2026: 13% → 12%, −1 point. Inside the 11-point floor: within noise.13% → 12%
Cursor12%15%65accepted challenger▼−1Since October 2026: 13% → 12%, −1 point. Inside the 11-point floor: within noise.13% → 12%03
Windsurf10%11%37accepted challenger▼−9Since October 2026: 19% → 10%, −9 points. Inside the 11-point floor: within noise.19% → 10%
Windsurf10%11%37accepted challenger▼−9Since October 2026: 19% → 10%, −9 points. Inside the 11-point floor: within noise.19% → 10%04
Cline2%17%12accepted challenger=heldSince October 2026: 2% → 2%, ±0 points. Inside the 11-point floor: within noise.2% → 2%
Cline2%17%12accepted challenger=heldSince October 2026: 2% → 2%, ±0 points. Inside the 11-point floor: within noise.2% → 2%Show the five products at 0%, ordered by negative rate
08
Amazon Q Developer0%31%35criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
Amazon Q Developer0%31%35criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%05
Claude Code Lab in the set0%18%33accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
Claude Code Lab in the set0%18%33accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%06
Tabnine0%12%25accepted challenger▼−2Since October 2026: 2% → 0%, −2 points. Inside the 11-point floor: within noise.2% → 0%
Tabnine0%12%25accepted challenger▼−2Since October 2026: 2% → 0%, −2 points. Inside the 11-point floor: within noise.2% → 0%07
Continue0%0%10accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
Continue0%0%10accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%09
Replit AI0%0%10accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
Replit AI0%0%10accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%The floor is 11 points of share, measured: how far the models move a leader on their own when the same questions are asked twice with nothing changed. A larger change is movement; a smaller one can't be told apart from repeat variation, and both are shown. Each index measures its own floor from its own repeat, over its own categories, so the floor differs from one index to the next. Both editions asked the same fourteen models. How the floor is measured
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 thirteen models zero times of 52. Lab treatment is defined on the method page; the row is marked, not excluded.
Head to headHead-to-head pages are published for mid-market buyers, so these open on mid-market figures, not small business.
All fifteen head-to-head pages: the top six products, each against each
One product takes 73% of first choices here, so the chart would put eight 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. One product carries a negative rate above 25% in this category.
What they warned about
Ten of fourteen models held their first choice under the paraphrase. Claude Haiku 4.5, Gemini 3.5 Flash, GLM 4.7 FlashX and MiniMax M2.5 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.
GitHub Copilot15%
12 of 80 labels negative · 10 of 14 models · 3 hard negative
“If data privacy is a top concern, you might want to avoid cloud-based models that store or analyze code externally." Examples listed are "GitHub Copilot (Uses OpenAI models, processes via Microsoft servers)” Muse Glimmer 30B, negative prompt
Amazon Q Developer31%
11 of 35 labels negative · 9 of 14 models · 2 hard negative
“The researchers extracted 2,702 valid credentials from GitHub Copilot and 129 from Amazon CodeWhisperer using clever prompts.” Muse Glimmer 30B, negative prompt
Cursor15%
10 of 65 labels negative · 8 of 14 models · 3 hard negative
“Cursor with Privacy Mode off—or with agent features you haven't reviewed... it may use and store codebase data” GPT-6 Luna, negative prompt
Claude Code18%
6 of 33 labels negative · 5 of 14 models · 2 hard negative
“Claude Code on personal Free, Pro, or Max accounts when data sharing is enabled... Don't assume a personal subscription has the same protections as a work account.” GPT-6 Luna, negative prompt
What they cite
Fourteen of the fourteen models returned a source list in this edition: five return the pages they cited and nine the search results they consulted.
Sites the answers cite
71 of 84 answers in this category came back with a source list, from 14 of 14 models: citations where the model returns them, or the search results it consulted. 754 links across 289 sites, every framing counted. Ranked by the number of answers carrying the site or page. 61 of the 252 answers across every segment cited this index's own page for the category; the method page measures whether that reading tilts an answer.
vendor site · GitHub31 answers · 55 citations · 10 models
31 answers · 44 citations · 11 models
publisher (Gane)23 answers · 24 citations · 9 models
vendor site · GitHub13 answers · 30 citations · 6 models
12 answers · 13 citations · 7 models
vendor site · Superblocks10 answers · 12 citations · 6 models
vendor site · Daily10 answers · 11 citations · 7 models
10 answers · 10 citations · 8 models
9 answers · 11 citations · 8 models
vendor site · Checkmarx9 answers · 10 citations · 5 models
9 answers · 9 citations · 5 models
vendor site · G28 answers · 10 citations · 8 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.
23 answers · 9 models
12 answers · 7 models
11 answers · 8 models
10 answers · 8 models
9 answers · 5 models
9 answers · 5 models
7 answers · 4 models
7 answers · 5 models
6 answers · 5 models
6 answers · 5 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 73% | 73% | 207 | 1,500,000 | 31,479 | 42,019,137 company | $81 | 14 | |
| Cursor cursor.com | 12% | 164 | 301,000 | 22,500 | 350,718 | $28 | 119 | 6 |
| Windsurf windsurf.com | 10% | 66 | 60,500 | 4,501 | 21,603 | 0 | ||
| Cline cline.bot | 2% | 23 | 22,200 | 8,724 | 12,658 | 3 | ||
| Devin AI | 2% | |||||||
| Claude claude.com Claude 2%, Claude Code 0% | 2% | 92 | 5,000,000 | 53,240 | 3,090,945 | $1,889 | 120 | |
| Tabnine tabnine.com | 0% | 89 | 2,900 | 62 | 15,577 | 0 | ||
| Continue continue.dev | 0% | 19 | 673,000 | 70,608 | 2,964 | |||
| Amazon Q amazon.com Amazon Q Developer 0% | 0% | 109 | 9,900 | 738 | 1,681,997,879 company | $106,125 | 115 | |
| Replit replit.com Replit AI 0% | 0% | 15 | 9,900 | 168 | 251,888 company | $626 | 40 |
Google's top ten for the three searches hold 24 sites; 0 of them are among the sites the models cited here. 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 small B2B company?”Paraphrase“Which AI pair programming tool would you recommend to a small business that sells to other businesses?”Comparative“What are the top AI coding assistants for a small team and how do they differ?”Budget-constrained“What is the best AI coding assistant for a small company with a tight budget?”Scale-constrained“We are a 30 person company evaluating an AI coding assistant. What should we look at?”Negative“Which AI coding assistants should a small business avoid or be cautious about?”
Claude Haiku 4.5Claude, GitHub Copilotno first choiceChangedCursorGitHub Copilot, Windsurfno first choiceagainst: ChatGPT, Cursor, GitHub Copilot
Four alternatives
Amazon Q Developer, ChatGPT, Cursor, OpenAIThree alternatives
Claude Code, GitHub Copilot, WindsurfOne alternative
TabnineGPT-5.4 miniGitHub Copilotagainst: Claude Code, OpenAI Codex-style agent workflowsGitHub CopilotHeldGitHub CopilotGitHub Copilotno first choiceagainst: Amazon Q Developer
Two alternatives
Amazon Q Developer, CursorTwo alternatives
Cursor, TabnineFour alternatives
Claude Code, Cursor, JetBrains AI Assistant, JetBrains JunieOne alternative
CursorGemini 3.5 FlashCursorCursor, GitHub CopilotChangedCursorWindsurfagainst: GitHub CopilotCursoragainst: Claude Free Web UI, DeepSeek local builds, Free ChatGPT, Ollama with Llama
Three alternatives
Claude Code, GitHub Copilot, WindsurfOne alternative
WindsurfFour alternatives
Claude Code, Continue, GitHub Copilot, WindsurfFive alternatives
Continue, DeepSeek, Qwen, Sourcegraph Cody, SupermavenThree alternatives
GitHub Copilot, Supermaven, WindsurfPerplexity SonarGitHub Copilotagainst: TabnineGitHub CopilotHeldGitHub CopilotGitHub Copilotagainst: Cline, Kilo Codeno first choiceagainst: Amazon Q Developer, Claude Code, Cline, Cursor, Devin, Gemini Code Assist, GitHub Copilot, Kilo Code, Roo Code, Trae, Windsurf
Four alternatives
Claude Code, Cursor, Replit AI, SuperblocksOne alternative
CursorFour alternatives
Amazon Q Developer, Claude Code, Cursor, OpenAI CodexTwo alternatives
Claude Code, CursorGrok 4.20GitHub Copilotagainst: Amazon Q Developer, WindsurfGitHub CopilotHeldGitHub Copilotagainst: Amazon Q Developer, Replit Agent, WindsurfGitHub Copilotagainst: Devin, Replit AgentCursor, GitHub Copilotagainst: ChatGPT, Claude, CodeWhisperer Personal, Cursor Free Tier, GitHub Copilot, Grok, Hugging Face Downloads, Ollama, Tabnine
Four alternatives
Anthropic Claude Enterprise, Claude Code, Cursor, TabnineThree alternatives
Amazon Q Developer, Cursor, TabnineFour alternatives
Claude Code, Cursor, Sourcegraph Cody, TabnineFive alternatives
Aider, Claude Code, Cline, Gemini Code Assist, WindsurfThree alternatives
Amazon Q Developer, Continue, TabnineMistral SmallGitHub CopilotGitHub CopilotHeldGitHub CopilotGitHub Copilotno first choiceagainst: Amazon Q Developer, CodeWhisperer, Cursor, GitHub Copilot, Trae
Two alternatives
Cursor, WindsurfSix alternatives
Claude Code, Cline, Coders in Flow, Cursor, Replit AI, WindsurfTwo alternatives
Sourcegraph Cody, TabnineDeepSeek V4 FlashGitHub CopilotGitHub CopilotHeldagainst: WindsurfCursor, GitHub CopilotGitHub Copilotagainst: Amazon Q Developerno first choiceagainst: GitHub Copilot, Ollama, OpenAI Codex, VS Code
Three alternatives
Claude Code, Cursor, WindsurfOne alternative
CursorFour alternatives
Amazon Q Developer, Claude Code, Tabnine, WindsurfThree alternatives
Cline, Continue, WindsurfLlama 4 MaverickGitHub CopilotGitHub CopilotHeldClineDevin AIno first choiceagainst: CodeWhisperer, Trae
Three alternatives
Claude Code, Cursor, LovableFour alternatives
Code Llama 70B, Kilo Code, Qwen3-Coder, Replit AIThree alternatives
Cursor, GitHub Copilot, WindsurfQwen 3.7 FlashGitHub CopilotGitHub CopilotHeldCursor, GitHub CopilotWindsurfno first choiceagainst: Amazon Q Developer, ChatGPT free tier, Claude Code, Cursor, GitHub Copilot
Two alternatives
Cursor, WindsurfOne alternative
CursorThree alternatives
Amazon Q Developer, Claude Code, WindsurfThree alternatives
Amazon Q Developer, Cursor, GitHub CopilotFour alternatives
Amazon Q Developer, Cursor, GitHub Copilot, TabnineKimi K2GitHub CopilotGitHub CopilotHeldCursor, GitHub CopilotCline, GitHub Copilotagainst: Claude Code, CursorGitHub Copilotagainst: Amazon Q Developer, Augment Code, GitHub Copilot
Three alternatives
Amazon Q Developer, Cursor, TabnineTwo alternatives
Cursor, TabnineThree alternatives
Claude Code, Devin, WindsurfOne alternative
WindsurfTwo alternatives
Cursor, WindsurfGLM 4.7 FlashXWindsurfGitHub CopilotChangedGitHub CopilotWindsurfno first choiceagainst: Amazon Q Developer, Basic ChatGPT, Cursor, Free Cursor/Tabnine, Microsoft VS Code, Mistral, OpenAI's Codex, Qwen
Three alternatives
Claude Code, Cursor, GitHub CopilotTwo alternatives
Tabnine, WindsurfThree alternatives
Amazon Q Developer, Claude Code, CursorFive alternatives
Amazon Q Developer, Continue, Fauxpilot, GitHub Copilot, TabnineMiniMax M2.5Cursor, GitHub Copilotno first choiceChangedGitHub CopilotGitHub Copilotno first choiceagainst: GitHub Copilot
One alternative
Amazon Q DeveloperFour alternatives
Claude Code, Cursor, Sourcegraph Cody, TabnineThree alternatives
Amazon Q Developer, Sourcegraph Cody, TabnineGPT-6 LunaGitHub CopilotGitHub CopilotHeldGitHub CopilotGitHub Copilotagainst: CursorCursor, GitHub Copilotagainst: Claude Code, Cursor, GitHub Copilot Free, Pro, or Pro+ with training enabled
Two alternatives
Cursor, OpenAI CodexOne alternative
CursorThree alternatives
Claude Code, Cursor, OpenAI CodexOne alternative
Claude CodeMuse Glimmer 30BGitHub CopilotGitHub CopilotHeldGitHub CopilotGitHub Copilotno first choiceagainst: Amazon Q Developer, Claude, Cursor, GitHub Copilot, Tabnine, Trae
Six alternatives
Cline, Continue, Cursor, Devin, Qwen3-Coder, WindsurfTwo alternatives
Cursor, WindsurfFive alternatives
Amazon Q Developer, Claude Code, Cursor, Devin, WindsurfFour alternatives
Amazon Q Developer, Claude, Cursor, WindsurfBold 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.
Eighty-four 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 | 2026-11-01 19:29 | no | 0 | 5 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 09:54 | yes | 3 | 5 s |
| Direct recommendation | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 10:17 | yes | 9 | 21 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-11-01 14:21 | yes | 10 | 3 s |
| Direct recommendation | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 15:49 | yes | 5 | 10 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 15:54 | yes | 5 | 3 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 15:52 | yes | 24 | 41 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 08:48 | yes | 5 | 2 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 08:51 | yes | 10 | 28 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 15:48 | yes | 20 | 25 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 09:40 | yes | 25 | 41 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 19:32 | no | 0 | 10 s |
| Direct recommendation | GPT-6 Luna | gpt-6-luna | 2026-11-01 17:20 | yes | 4 | 13 s |
| Direct recommendation | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 17:46 | yes | 15 | 21 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 11:47 | no | 0 | 5 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 09:06 | yes | 2 | 4 s |
| Paraphrase | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 12:32 | no | 0 | 14 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-11-01 12:59 | yes | 10 | 3 s |
| Paraphrase | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 16:50 | yes | 5 | 7 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 18:29 | yes | 5 | 3 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 11:54 | yes | 25 | 21 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 12:30 | yes | 5 | 3 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 15:55 | yes | 5 | 23 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 13:50 | yes | 10 | 36 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 14:52 | yes | 23 | 32 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 17:31 | no | 0 | 11 s |
| Paraphrase | GPT-6 Luna | gpt-6-luna | 2026-11-01 17:33 | yes | 2 | 11 s |
| Paraphrase | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 12:18 | yes | 15 | 18 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 12:49 | yes | 20 | 12 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 12:28 | yes | 5 | 8 s |
| Comparative | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 14:48 | yes | 12 | 24 s |
| Comparative | Perplexity Sonar | sonar | 2026-11-01 12:14 | yes | 10 | 6 s |
| Comparative | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 15:06 | yes | 5 | 17 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 18:12 | yes | 5 | 8 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 12:32 | yes | 25 | 42 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 15:15 | yes | 5 | 3 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 13:10 | yes | 9 | 36 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 15:55 | yes | 10 | 26 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 11:44 | yes | 25 | 34 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 15:13 | yes | 5 | 19 s |
| Comparative | GPT-6 Luna | gpt-6-luna | 2026-11-01 16:20 | yes | 4 | 25 s |
| Comparative | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 13:10 | yes | 15 | 41 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 08:56 | no | 0 | 5 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 11:24 | yes | 2 | 4 s |
| Budget constrained | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 12:21 | no | 0 | 12 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-11-01 10:59 | yes | 10 | 4 s |
| Budget constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:46 | yes | 5 | 10 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 10:01 | yes | 5 | 4 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 19:09 | yes | 18 | 31 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 13:05 | yes | 5 | 3 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 17:26 | no | 0 | 30 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 09:07 | yes | 5 | 11 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 11:04 | yes | 15 | 27 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 10:33 | yes | 5 | 13 s |
| Budget constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 11:18 | yes | 2 | 9 s |
| Budget constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 09:12 | yes | 14 | 21 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 18:37 | no | 0 | 6 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 18:30 | no | 0 | 6 s |
| Scale constrained | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 09:17 | no | 0 | 13 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-11-01 14:10 | yes | 10 | 6 s |
| Scale constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 17:44 | yes | 5 | 14 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 18:02 | no | 0 | 8 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 14:04 | yes | 18 | 42 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 11:49 | yes | 5 | 2 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 14:45 | no | 0 | 23 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 16:51 | yes | 15 | 47 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 09:41 | yes | 10 | 75 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 14:27 | yes | 10 | 21 s |
| Scale constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 09:07 | yes | 4 | 22 s |
| Scale constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 15:40 | yes | 14 | 19 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 15:40 | yes | 19 | 12 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 14:39 | yes | 4 | 10 s |
| Negative framing | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 14:21 | yes | 13 | 25 s |
| Negative framing | Perplexity Sonar | sonar | 2026-11-01 11:31 | yes | 10 | 7 s |
| Negative framing | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 18:13 | yes | 5 | 11 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 18:03 | yes | 5 | 7 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 13:17 | yes | 25 | 38 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 12:41 | yes | 5 | 3 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 09:55 | yes | 10 | 33 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 12:47 | yes | 24 | 27 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 17:42 | yes | 22 | 80 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 12:59 | yes | 19 | 31 s |
| Negative framing | GPT-6 Luna | gpt-6-luna | 2026-11-01 10:43 | yes | 4 | 17 s |
| Negative framing | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 15:15 | yes | 15 | 32 s |
Normalization in this category
Every judgment call made between the raw labels and the numbers above, listed so it is visible and reversible.
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Category-scoped readings
Amazon Q read as Amazon Q Developer
Copilot read as GitHub Copilot
JetBrains AI read as JetBrains AI Assistant
Replit read as Replit AI
Unresolved, counted raw
ChatGPT free tier
Claude Free Web UI
Claude for Business
CodeRabbit
CodeWhisperer Personal
Cursor Free Tier
Cursor for Teams
DeepSeek local builds
Fauxpilot
Free Cursor/Tabnine
GitHub Copilot Free, Pro, or Pro+ with training enabled
Hugging Face Downloads
Ollama with Llama
OpenAI Codex via ChatGPT Go
OpenAI Codex-style agent workflows
Discontinued, still offered
No shut-down product was recommended here.