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. 54 first choices recorded across the direct, paraphrase, budget and scale prompts, fourteen models each.
Standing · first-choice share
63%
Clear leader
63GitHub Copilot19Windsurf13Cursor06others
63% of first choices, clear leader.
Since September 2026▼−4Since September 2026: 65% → 61%, −4 points. Inside the 11-point floor: within noise. Read over the models both editions asked.GitHub Copilot held the lead, −4 points on 65%, 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 Copilot63%Clear leader▼−4Since September 2026: 65% → 61%, −4 points. Inside the 11-point floor: within noise. Read over the models both editions asked.This pageMid-marketGitHub Copilot75%Clear leader▲+8Since September 2026: 67% → 75%, +8 points. Inside the 11-point floor: within noise. Read over the models both editions asked.Standing →EnterpriseGitHub Copilot82%Clear leader▼−13Since September 2026: 95% → 82%, −13 points. Past the 11-point floor: movement. Read over the models both editions asked.Standing →
GitHub Copilot63%Clear leader▼−4Since September 2026: 65% → 61%, −4 points. Inside the 11-point floor: within noise. Read over the models both editions asked.This pageMid-marketGitHub Copilot75%Clear leader▲+8Since September 2026: 67% → 75%, +8 points. Inside the 11-point floor: within noise. Read over the models both editions asked.Standing →EnterpriseGitHub Copilot82%Clear leader▼−13Since September 2026: 95% → 82%, −13 points. Past the 11-point floor: movement. Read over the models both editions asked.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 September 2026
01GitHub Copilot63%11%82endorsed leader▼−4Since September 2026: 65% → 61%, −4 points. Inside the 11-point floor: within noise. Read over the models both editions asked.65% → 61%
GitHub Copilot63%11%82endorsed leader▼−4Since September 2026: 65% → 61%, −4 points. Inside the 11-point floor: within noise. Read over the models both editions asked.65% → 61%02
Windsurf19%4%50accepted challenger▲+2Since September 2026: 19% → 20%, +2 points. Inside the 11-point floor: within noise. Read over the models both editions asked.19% → 20%
Windsurf19%4%50accepted challenger▲+2Since September 2026: 19% → 20%, +2 points. Inside the 11-point floor: within noise. Read over the models both editions asked.19% → 20%03
Cursor13%22%63accepted challenger▲+2Since September 2026: 9% → 11%, +2 points. Inside the 11-point floor: within noise. Read over the models both editions asked.9% → 11%
Cursor13%22%63accepted challenger▲+2Since September 2026: 9% → 11%, +2 points. Inside the 11-point floor: within noise. Read over the models both editions asked.9% → 11%04
Tabnine2%13%38accepted challenger▲+2Since September 2026: 0% → 2%, +2 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 2%
Tabnine2%13%38accepted challenger▲+2Since September 2026: 0% → 2%, +2 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 2%Show the three products at 0%, ordered by negative rate
07
ChatGPT Lab in the set0%55%11criticized challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 0%
ChatGPT Lab in the set0%55%11criticized challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 0%06
Amazon Q Developer0%32%25criticized challenger▼−5Since September 2026: 5% → 0%, −5 points. Inside the 11-point floor: within noise. Read over the models both editions asked.5% → 0%
Amazon Q Developer0%32%25criticized challenger▼−5Since September 2026: 5% → 0%, −5 points. Inside the 11-point floor: within noise. Read over the models both editions asked.5% → 0%05
Claude Code Lab in the set0%19%27accepted challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 0%
Claude Code Lab in the set0%19%27accepted challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.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 is noise, and both are shown. Movement is read over the twelve models both editions asked; GPT-6 Luna, Muse Glimmer 30B joined this edition and are in the standing but not yet in the comparison. 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. ChatGPT is made by OpenAI, whose model GPT-5.4 mini and GPT-6 Luna is in the set. On the four share prompts that model made it the first choice zero times of 8; the other twelve models zero times of 48. Lab treatment is defined on the method page; the row is marked, not excluded.
All ten head-to-head pages: the top five products, each against each
One product takes 63% of first choices here, so the chart would put six 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. Two products carry a negative rate above 25% in this category.
What they warned about
Eight of fourteen models held their first choice under the paraphrase. Claude Haiku 4.5, Gemini 3.5 Flash, DeepSeek V4 Flash, Kimi K2, MiniMax M2.5 and Muse Glimmer 30B 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.
Cursor22%
14 of 63 labels negative · 10 of 14 models · 3 hard negative
“**Skip Cursor for now** \u2013 at $40/user for teams, it's too pricey for tight budgets” Kimi K2, budget prompt
GitHub Copilot11%
9 of 82 labels negative · 9 of 14 models · 2 hard negative
“documented incidents of confidential code leaks at major companies after using Copilot... Users frequently report poor coding accuracy” Mistral Small, negative prompt
Amazon Q Developer32%
8 of 25 labels negative · 7 of 14 models · 2 hard negative
“CodeWhisperer also processes code on external infrastructure, with the same potential for data leakage and IP exposure.” Mistral Small, negative prompt
ChatGPT55%
6 of 11 labels negative · 6 of 14 models · 3 hard negative
“What to avoid: Using the free or basic "individual" web interfaces of general LLMs (like the free tiers of ChatGPT, Claude, or Gemini)” Gemini 3.5 Flash, negative prompt
What they cite
Citations exist only for the models that return a source list: fourteen of the fourteen in this edition, and all six flagship models on the expanded tier.
Sites the answers cite
75 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. 1055 links across 350 sites, every framing counted. Ranked by the number of answers carrying the site or page. 12 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 · Rework31 answers · 33 citations · 9 models
29 answers · 33 citations · 8 models
27 answers · 38 citations · 10 models
23 answers · 23 citations · 10 models
vendor site · Augment Code19 answers · 27 citations · 10 models
16 answers · 18 citations · 7 models
vendor site · G215 answers · 15 citations · 7 models
vendor site · Tembo15 answers · 15 citations · 7 models
vendor site · GitHub14 answers · 20 citations · 6 models
vendor site · G213 answers · 17 citations · 7 models
13 answers · 13 citations · 7 models
vendor site · GitHub12 answers · 23 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.
21 answers · 9 models
20 answers · 8 models
17 answers · 7 models
15 answers · 8 models
12 answers · 7 models
12 answers · 6 models
12 answers · 6 models
12 answers · 5 models
11 answers · 6 models
10 answers · 7 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 63% | 63% | 216 | 1,500,000 | 31,479 | 42,019,137 company | $81 | 14 | |
| Windsurf windsurf.com | 19% | 91 | 60,500 | 4,501 | 21,603 | 0 | ||
| Cursor cursor.com | 13% | 167 | 301,000 | 22,500 | 350,718 | $28 | 119 | 6 |
| Tabnine tabnine.com | 2% | 108 | 2,900 | 62 | 15,577 | 0 | ||
| Cline cline.bot | 2% | 10 | 22,200 | 8,724 | 12,658 | 3 | ||
| GitHub Copilot for Business | 2% | |||||||
| Claude Code claude.com | 0% | 81 | 550,000 | 9,804 | 3,090,945 | $1,889 | 120 | |
| Aider aider.chat | 0% | 16 | 9,900 | 585 | 5,507 | |||
| JetBrains AI Assistant jetbrains.com | 0% | 18 | 880 | 24 | 485,270 | 120 | ||
| Sourcegraph Cody sourcegraph.com | 0% | 28 | 880 | 14 | 10,627 | 14 |
Google's top ten for the three searches hold 24 sites; 1 of them are among the sites the models cited here (augmentcode.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 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 4.5no first choiceGitHub CopilotChangedagainst: CursorCursor, GitHub CopilotGitHub Copilotno first choiceagainst: ChatGPT, Claude, Claude Code, Copilot Individual, Cursor, GitHub Copilot
Two alternatives
JetBrains AI Assistant, TabnineTwo alternatives
Amazon Q Developer, WindsurfOne alternative
WindsurfGPT-5.4 miniGitHub CopilotGitHub CopilotHeldGitHub Copilotagainst: Gemini Code AssistGitHub Copilotagainst: Cursorno first choicenothing named
Four alternatives
ChatGPT, Claude, Gemini Code Assist, OpenAI CodexTwo alternatives
Cursor, JetBrains AI AssistantTwo alternatives
Claude Code, OpenAI CodexGemini 3.5 FlashCursorGitHub CopilotChangedCursorCline, Windsurfagainst: Continueno first choiceagainst: ChatGPT, Claude, Claude Code, Devin, Google Gemini
Two alternatives
GitHub Copilot, WindsurfTwo alternatives
Cursor, TabnineFour alternatives
Claude Code, GitHub Copilot, Tabnine, WindsurfThree alternatives
Aider, Cursor, GitHub CopilotThree alternatives
Claude Code, Cursor, GitHub CopilotPerplexity SonarGitHub CopilotGitHub CopilotHeldCursor, GitHub CopilotGitHub Copilotno first choiceagainst: Sourcegraph Cody
Three alternatives
Cursor, Replit AI, WindsurfOne alternative
CursorThree alternatives
Claude Code, Kilo Code, WindsurfTwo alternatives
Cursor, Kilo CodeGrok 4.1 FastGitHub CopilotGitHub CopilotHeldagainst: Replit AIGitHub Copilot, WindsurfWindsurfagainst: Cursor, Tabnineno first choiceagainst: Amazon Q Developer, ChatGPT, Claude, Cursor, Gemini Code Assist, GitHub Copilot, Replit AI
Three alternatives
Cursor, Tabnine, WindsurfTwo alternatives
Cursor, WindsurfThree alternatives
Amazon Q Developer, Cursor, TabnineThree alternatives
Aider, Continue, GitHub CopilotFour alternatives
Cursor, GitHub Copilot, Sourcegraph Cody, TabnineMistral SmallGitHub CopilotGitHub CopilotHeldGitHub CopilotGitHub Copilotno first choiceagainst: Amazon Q Developer, Claude Code, Cursor, GitHub Copilot, Replit AI
Two alternatives
Claude Code, CursorTwo alternatives
Cursor, JetBrains AI AssistantFive alternatives
Amazon Q Developer, Cursor, Replit AI, Tabnine, WindsurfOne alternative
WindsurfDeepSeek V4 FlashGitHub CopilotTabnineChangedCursor, GitHub CopilotWindsurfCursor, GitHub Copilotagainst: Cursor, Devin, GitHub Copilot, OpenAI Codex agents, Replit AI, Windsurf
Three alternatives
Cursor, Tabnine, WindsurfThree alternatives
Claude Code, Cursor, GitHub CopilotTwo alternatives
Claude Code, WindsurfFour alternatives
Aider, Continue, Cursor, GitHub CopilotThree alternatives
Claude Code, Tabnine, WindsurfLlama 4 MaverickGitHub CopilotGitHub CopilotHeldno first choiceWindsurfno first choicenothing named
Two alternatives
Claude Code, CursorTwo alternatives
GitHub Copilot, Replit AIQwen 3.7 FlashGitHub Copilotagainst: TabnineGitHub CopilotHeldCursor, GitHub Copilotagainst: TabnineWindsurfagainst: CursorCursor, GitHub Copilotagainst: Amazon Q Developernothing named
Two alternatives
Cursor, WindsurfTwo alternatives
Cursor, WindsurfTwo alternatives
Amazon Q Developer, JetBrains AI AssistantTwo alternatives
GitHub Copilot, TabnineKimi K2GitHub CopilotGitHub Copilot for BusinessChangedGitHub CopilotWindsurfagainst: Cursor, TabnineGitHub Copilotagainst: Amazon Q Developeragainst: Amazon Q Developer, ChatGPT, Claude, Claude Code, Cursor, GitHub Copilot, JetBrains AI Assistant
Four alternatives
Cursor, Gemini Code Assist, Sourcegraph Cody, TabnineTwo alternatives
Amazon Q Developer, CursorFour alternatives
Claude Code, Cursor, Tabnine, WindsurfOne alternative
GitHub CopilotThree alternatives
Cursor, Tabnine, WindsurfGLM 4.7 FlashXGitHub CopilotGitHub CopilotHeldGitHub CopilotWindsurfagainst: CursorGitHub Copilotagainst: ChatGPT, Claude Code, Cursor's Composer, GitHub Copilot
Three alternatives
ChatGPT, Claude Code, CursorTwo alternatives
Cursor, WindsurfThree alternatives
Claude Code, Cursor, WindsurfFour alternatives
Cline, CodeGPT, GitHub Copilot, Kilo CodeTwo alternatives
Claude Code, CursorMiniMax M2.5Cursor, GitHub CopilotCursor, WindsurfChangedGitHub CopilotWindsurfno first choiceagainst: Amazon Q Developer, GitHub Copilot
Two alternatives
Amazon Q Developer, Claude CodeOne alternative
GitHub CopilotTwo alternatives
Cursor, WindsurfTwo alternatives
Amazon Q Developer, GitHub CopilotGPT-6 LunaGitHub CopilotGitHub CopilotHeldGitHub CopilotGitHub Copilotagainst: CursorCursor, GitHub Copilotagainst: Amazon Q Developer, Cursor, GitHub Copilot
One alternative
CursorOne alternative
CursorThree alternatives
Claude Code, Cursor, OpenAI CodexOne alternative
Claude CodeMuse Glimmer 30BCursor, GitHub CopilotGitHub CopilotChangedClaude Code, Cursor, GitHub CopilotGitHub Copilot, Windsurfagainst: Tabnineno first choiceagainst: Amazon Q Developer, ChatGPT, Claude, Cursor, GitHub Copilot, Windsurf
Two alternatives
Tabnine, WindsurfThree alternatives
Amazon Q Developer, Cursor, TabnineTwo alternatives
Amazon Q Developer, TabnineOne alternative
Amazon Q DeveloperBold 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. Full answer text is in the free responses file. Download the record
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 | 2026-10-01 13:04 | no | 0 | 5 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 13:51 | yes | 4 | 5 s |
| Direct recommendation | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 12:44 | yes | 11 | 32 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-10-01 08:08 | yes | 26 | 4 s |
| Direct recommendation | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 11:19 | yes | 18 | 5 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 09:14 | yes | 5 | 3 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 12:36 | yes | 25 | 36 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 11:32 | yes | 5 | 1 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 08:13 | no | 0 | 27 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 10:46 | yes | 12 | 19 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 07:46 | yes | 23 | 62 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 13:42 | yes | 5 | 12 s |
| Direct recommendation | GPT-6 Luna | gpt-6-luna | 2026-10-01 11:33 | yes | 2 | 8 s |
| Direct recommendation | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 13:35 | yes | 14 | 20 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 09:42 | no | 0 | 5 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 13:48 | yes | 4 | 4 s |
| Paraphrase | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 07:26 | yes | 6 | 21 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-10-01 09:22 | yes | 27 | 6 s |
| Paraphrase | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 08:48 | yes | 24 | 8 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 13:24 | yes | 10 | 5 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 08:22 | yes | 25 | 18 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 07:54 | yes | 5 | 1 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 10:15 | yes | 5 | 20 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 11:56 | yes | 20 | 23 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 13:30 | yes | 22 | 33 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 11:34 | yes | 5 | 24 s |
| Paraphrase | GPT-6 Luna | gpt-6-luna | 2026-10-01 12:53 | yes | 2 | 13 s |
| Paraphrase | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 11:40 | yes | 23 | 23 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 08:07 | yes | 10 | 9 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 07:36 | yes | 5 | 8 s |
| Comparative | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 12:48 | yes | 14 | 26 s |
| Comparative | Perplexity Sonar | sonar | 2026-10-01 09:02 | yes | 20 | 5 s |
| Comparative | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 11:13 | yes | 23 | 8 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 11:53 | yes | 15 | 9 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 11:12 | yes | 25 | 33 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 08:19 | yes | 5 | 1 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 09:49 | yes | 10 | 43 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 08:58 | yes | 15 | 22 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 10:58 | yes | 20 | 50 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 12:14 | yes | 13 | 22 s |
| Comparative | GPT-6 Luna | gpt-6-luna | 2026-10-01 09:20 | yes | 4 | 26 s |
| Comparative | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 12:58 | yes | 15 | 33 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 11:15 | yes | 9 | 7 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 09:44 | yes | 4 | 6 s |
| Budget constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 09:47 | yes | 16 | 23 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-10-01 10:25 | yes | 26 | 2 s |
| Budget constrained | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 13:28 | yes | 18 | 5 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 08:56 | yes | 5 | 3 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 10:39 | yes | 25 | 22 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 11:55 | yes | 5 | 2 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 12:17 | yes | 10 | 28 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 09:01 | yes | 23 | 18 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 13:50 | yes | 20 | 32 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 10:59 | yes | 10 | 21 s |
| Budget constrained | GPT-6 Luna | gpt-6-luna | 2026-10-01 08:11 | yes | 4 | 14 s |
| Budget constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 13:48 | yes | 15 | 26 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 09:54 | no | 0 | 5 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 09:21 | no | 0 | 8 s |
| Scale constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 09:29 | yes | 14 | 23 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-10-01 10:04 | yes | 20 | 9 s |
| Scale constrained | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 08:11 | yes | 15 | 6 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 08:31 | no | 0 | 11 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 08:21 | yes | 24 | 55 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 08:13 | yes | 5 | 2 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 13:17 | no | 0 | 32 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 07:49 | yes | 25 | 33 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 10:18 | yes | 15 | 19 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 12:09 | no | 0 | 7 s |
| Scale constrained | GPT-6 Luna | gpt-6-luna | 2026-10-01 11:00 | yes | 4 | 20 s |
| Scale constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 12:12 | yes | 13 | 27 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 12:34 | yes | 18 | 11 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 09:36 | no | 0 | 5 s |
| Negative framing | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 12:54 | yes | 11 | 23 s |
| Negative framing | Perplexity Sonar | sonar | 2026-10-01 10:25 | yes | 22 | 5 s |
| Negative framing | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 07:57 | yes | 22 | 12 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 13:35 | yes | 15 | 8 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 10:36 | yes | 23 | 46 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 09:52 | yes | 5 | 2 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 09:06 | yes | 10 | 26 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 13:17 | yes | 25 | 30 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 11:23 | yes | 24 | 87 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 10:40 | yes | 14 | 30 s |
| Negative framing | GPT-6 Luna | gpt-6-luna | 2026-10-01 10:08 | yes | 5 | 16 s |
| Negative framing | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 09:17 | yes | 14 | 22 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
AWS Q Developer
CodeGPT
Codex.ai
Ghostwriter
GitHub Copilot for Business
OpenAI Codex agents
Replit Core
VS Code Built-in AI (AI Copilot/Agent)
pi.dev
Discontinued, still offered
No shut-down product was recommended here.