AI coding assistants for enterprise buyers
Asked as “AI coding assistant”, and as “AI pair programming tool”, on behalf of an enterprise B2B company. 37 first choices recorded across the direct, paraphrase, budget and scale prompts, twelve models each.
Standing · first-choice share
95%
Consensus
95GitHub Copilot05Amazon Q Developer
95% of first choices, consensus.
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 an enterprise B2B company. Ordered by share.
ProductFirst-choice shareNegative rateLabelsQuadrant
Show the seven 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.
Gemini Code Assist is made by Google, whose model Gemini 3.5 Flash 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. 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.
Head to headHead-to-head pages are published for mid-market buyers, so these open on mid-market figures, not enterprise.
All fifteen head-to-head pages: the top six products, each against each
One product takes 95% 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. Two products carry a negative rate above 25% in this category.
What they warned about
Eleven of twelve models held their first choice under the paraphrase. 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.
Cursor45%
22 of 49 labels negative · 10 of 12 models · 4 hard negative
“Outright Avoid: Consumer/Free Tiers of Major Tools ... the free tier has no contractual zero-retention guarantee” DeepSeek V4 Flash, negative prompt
GitHub Copilot16%
11 of 68 labels negative · 9 of 12 models · 4 hard negative
“interaction data ... will be used to train their AI models by default ... Enterprise action: Ban personal account usage for work code immediately.” DeepSeek V4 Flash, negative prompt
Claude Code40%
10 of 25 labels negative · 6 of 12 models · 4 hard negative
“High Caution / Avoid for Sensitive Environments ... Exercise extreme caution; assess geopolitical exposure” Kimi K2, negative prompt
Amazon Q Developer12%
5 of 40 labels negative · 5 of 12 models · 1 hard negative
“avoid cloud-only solutions such as GitHub Copilot, Amazon Q Developer, and Cursor in air-gapped scenarios” Perplexity Sonar, 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
67 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. 977 links across 337 sites, every framing counted. Ranked by the number of answers carrying the site or page.
vendor site · Augment Code44 answers · 95 citations · 11 models
25 answers · 25 citations · 11 models
15 answers · 15 citations · 9 models
15 answers · 15 citations · 8 models
vendor site · GitHub14 answers · 19 citations · 7 models
14 answers · 15 citations · 6 models
vendor site · Tabnine13 answers · 24 citations · 7 models
12 answers · 14 citations · 7 models
12 answers · 13 citations · 9 models
vendor site · G212 answers · 12 citations · 6 models
vendor site · GitHub11 answers · 25 citations · 6 models
vendor site · GitHub11 answers · 13 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.
25 answers · 11 models
18 answers · 8 models
15 answers · 9 models
14 answers · 8 models
12 answers · 6 models
11 answers · 9 models
11 answers · 7 models
11 answers · 9 models
10 answers · 9 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 95% | 95% | 207 | 1,500,000 | 31,479 | 42,019,137 company | $81 | 14 | |
| Amazon Q amazon.com Amazon Q Developer 5% | 5% | 109 | 9,900 | 738 | 1,681,997,879 company | $106,125 | 115 | |
| Tabnine tabnine.com | 0% | 89 | 2,900 | 62 | 15,577 | 0 | ||
| Augment Code augmentcode.com | 0% | 11 | 6,600 | 199 | 146,518 | 20 | 1 | |
| Sourcegraph Cody sourcegraph.com | 0% | 30 | 880 | 14 | 10,627 | 14 | ||
| JetBrains AI Assistant jetbrains.com | 0% | 18 | 880 | 24 | 485,270 | 120 | ||
| Gemini Code Assist | 0% | 6,600 | 167 | |||||
| Windsurf windsurf.com | 0% | 66 | 60,500 | 4,501 | 21,603 | 0 | ||
| Cline cline.bot | 0% | 23 | 22,200 | 8,724 | 12,658 | 3 | ||
| Continue continue.dev | 0% | 19 | 673,000 | 70,608 | 2,964 |
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, blog.exceeds.ai). 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 an enterprise B2B company?”Paraphrase“Which AI pair programming tool would you recommend to a large B2B company with thousands of employees?”Comparative“What are the top enterprise-grade AI coding assistants and how do they differ?”Budget-constrained“What is the best AI coding assistant for a large company that needs predictable total cost across thousands of users?”Scale-constrained“We are a 5,000 person company with SSO, SOC 2 and procurement review requirements evaluating an AI coding assistant. What should we look at?”Negative“Which AI coding assistants should a large enterprise avoid or be cautious about?”
Claude Haiku 4.5GitHub CopilotGitHub CopilotHeldno first choiceGitHub Copilotno first choiceagainst: ChatGPT, Claude, Cursor, Google Gemini
Four alternatives
Claude, Cursor, Tabnine, WindsurfThree alternatives
Amazon Q Developer, JetBrains AI Assistant, TabnineFive alternatives
Amazon Q Developer, Augment Code, Cursor, GitHub Copilot, TabnineTwo alternatives
Cursor, TabnineGPT-5.4 miniGitHub CopilotGitHub CopilotHeldGitHub CopilotGitHub Copilotno first choiceagainst: Cursoragainst: Cursor
Three alternatives
Amazon Q Developer, Gemini Code Assist, OpenAI CodexTwo alternatives
Amazon Q Developer, Gemini Code AssistThree alternatives
Amazon Q Developer, Cursor, Gemini Code AssistTwo alternatives
Amazon Q Developer, TabnineGemini 3.5 FlashGitHub CopilotGitHub CopilotHeldagainst: Claude Code, Cursorno first choiceGitHub Copilotno first choiceagainst: Aider, Blackbox AI, ChatGPT, Claude, Claude Code, ClawHub / OpenClaw, Cursor, GitHub Copilot, Supermaven
Four alternatives
Cursor, Sourcegraph Cody, Tabnine, WindsurfFour alternatives
Amazon Q Developer, Augment Code, Sourcegraph Cody, TabnineSix alternatives
Augment Code, Claude Code, Cursor, GitHub Copilot, Sourcegraph Cody, TabnineTwo alternatives
Cursor, TabninePerplexity SonarGitHub CopilotGitHub CopilotHeldagainst: CursorGitHub CopilotGitHub Copilotagainst: Claude Code, Cursorno first choiceagainst: Amazon Q Developer, ChatGPT, Claude Code, Cursor, GitHub Copilot, JetBrains Junie, OpenAI Codex, Roo Code
Five alternatives
Amazon Q Developer, Augment Code, Gemini Code Assist, Sourcegraph Cody, TabnineTwo alternatives
Gemini Code Assist, TabnineSeven alternatives
Amazon Q Developer, Augment Code, Claude Code, Cursor, Gemini Code Assist, OpenAI Codex, TabnineGrok 4.20GitHub CopilotGitHub CopilotHeldno first choiceGitHub Copilotagainst: Claude Code, Cursor, Gemini Code Assist, Windsurf, raw OpenAIGitHub Copilotagainst: Augment Code, Cursor, Replit Agentagainst: Amazon Q Developer, Cursor, Gemini Code Assist, GitHub Copilot, Tabnine
Four alternatives
Amazon Q Developer, Cursor, Tabnine, WindsurfThree alternatives
Amazon Q Developer, Cursor, TabnineTwo alternatives
Amazon Q Developer, TabnineOne alternative
Amazon Q DeveloperMistral SmallGitHub CopilotGitHub CopilotHeldGitHub CopilotGitHub Copilotno first choicenothing named
Two alternatives
Claude Code, CursorThree alternatives
JetBrains AI Assistant, Tabnine, ZedFour alternatives
Amazon Q Developer, Augment Code, Claude Code, CursorOne alternative
TabnineDeepSeek V4 FlashGitHub Copilotagainst: Cursor, WindsurfGitHub CopilotHeldagainst: CursorGitHub CopilotGitHub Copilotagainst: Claude Code, Cursor, OpenAI Codexno first choiceagainst: Cursoragainst: Claude Code, Cursor, GitHub Copilot, OpenAI Codex, Windsurf
Two alternatives
Claude Code, OpenAI CodexTwo alternatives
Amazon Q Developer, TabnineFive alternatives
Amazon Q Developer, Augment Code, Cursor, Sourcegraph Cody, TabnineThree alternatives
Amazon Q Developer, Gemini Code Assist, TabnineLlama 4 MaverickGitHub Copilotno first choiceChangedno first choiceGitHub Copilotno first choiceagainst: Amazon Q Developer, ChatGPT, GitHub Copilot
Three alternatives
Claude Code, Cursor, OpenAI CodexTwo alternatives
Claude Code, CursorQwen 3.7 FlashGitHub CopilotGitHub CopilotHeldGitHub CopilotGitHub CopilotGitHub Copilotagainst: Amazon Q Developer, Claude Code, Cursor, GitHub Copilot, OpenClaw
Three alternatives
Amazon Q Developer, Cursor, TabnineTwo alternatives
Amazon Q Developer, TabnineSix alternatives
Amazon Q Developer, Augment Code, Cursor, JetBrains AI Assistant, Sourcegraph Cody, TabnineTwo alternatives
JetBrains AI Assistant, TabnineFive alternatives
Cursor, Exceeds AI, Kilo Code, Tabnine, WindsurfKimi K2GitHub CopilotGitHub CopilotHeldGitHub Copilotagainst: CursorAmazon Q Developeragainst: Claude Code, Cursorno first choiceagainst: Amazon Q Developer, Claude Code, GitHub Copilot
Two alternatives
Amazon Q Developer, TabnineTwo alternatives
Amazon Q Developer, TabnineThree alternatives
Amazon Q Developer, Sourcegraph Cody, TabnineTwo alternatives
GitHub Copilot, TabnineGLM 4.7 FlashXGitHub CopilotGitHub CopilotHeldGitHub CopilotAmazon Q Developeragainst: Cursor, GitHub Copilot, Tabnineno first choicenothing named
Seven alternatives
Amazon Q Developer, Augment Code, Claude Code, Cursor, JetBrains AI Assistant, Sourcegraph Cody, TabnineThree alternatives
Amazon Q Developer, JetBrains AI Assistant, Sourcegraph CodyFive alternatives
Amazon Q Developer, Augment Code, JetBrains AI Assistant, Sourcegraph Cody, TabnineOne alternative
JetBrains AI AssistantMiniMax M2.5GitHub CopilotGitHub CopilotHeldno first choiceGitHub Copilotagainst: Cursor, Tabnineno first choiceagainst: ChatGPT, Claude, Cursor, GitHub Copilot, Google's Gemini-based tools
Three alternatives
Augment Code, Claude Code, CursorTwo alternatives
Amazon Q Developer, TabnineBold 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 09:08 | yes | 18 | 9 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-17 08:23 | yes | 4 | 7 s |
| Direct recommendation | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-17 09:09 | yes | 13 | 26 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-09-17 08:51 | yes | 20 | 5 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 08:27 | yes | 45 | 18 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-09-17 09:10 | yes | 5 | 4 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-17 08:58 | yes | 10 | 19 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-17 09:09 | yes | 5 | 2 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-17 08:55 | yes | 5 | 31 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-17 08:32 | yes | 10 | 51 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-17 08:35 | yes | 12 | 88 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-17 08:47 | yes | 5 | 13 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-17 09:07 | no | 0 | 5 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-17 09:03 | yes | 4 | 6 s |
| Paraphrase | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-17 09:12 | yes | 15 | 26 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-09-17 08:29 | yes | 19 | 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 08:28 | yes | 21 | 10 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-09-17 08:18 | yes | 5 | 6 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-17 08:40 | yes | 10 | 12 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-17 08:50 | yes | 5 | 3 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-17 08:22 | yes | 5 | 32 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-17 08:22 | yes | 25 | 28 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-17 08:40 | yes | 25 | 79 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-17 08:22 | yes | 10 | 50 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-17 08:49 | yes | 9 | 11 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-17 08:26 | yes | 8 | 7 s |
| Comparative | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-17 09:15 | yes | 20 | 29 s |
| Comparative | Perplexity Sonar | sonar | 2026-09-17 09:10 | yes | 20 | 11 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 08:49 | yes | 46 | 17 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-09-17 08:44 | yes | 25 | 15 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-17 08:56 | yes | 24 | 23 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-17 08:18 | yes | 5 | 2 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-17 08:39 | yes | 5 | 41 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-17 08:44 | yes | 15 | 31 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-17 08:34 | yes | 23 | 182 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-17 08:31 | yes | 5 | 13 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-17 08:36 | yes | 18 | 10 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-17 08:35 | yes | 3 | 6 s |
| Budget constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-17 08:59 | yes | 30 | 31 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-09-17 08:26 | yes | 20 | 6 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 08:56 | yes | 26 | 15 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-09-17 09:06 | yes | 5 | 3 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-17 09:09 | yes | 10 | 18 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-17 09:06 | yes | 5 | 3 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-17 08:58 | no | 0 | 40 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-17 08:42 | yes | 9 | 48 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-17 08:18 | yes | 13 | 120 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-17 08:50 | yes | 20 | 71 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-17 08:42 | yes | 18 | 17 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-17 08:22 | yes | 5 | 14 s |
| Scale constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-17 08:29 | no | 0 | 17 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-09-17 08:21 | yes | 20 | 8 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 08:23 | yes | 19 | 12 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-09-17 09:03 | no | 0 | 11 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-17 08:16 | yes | 13 | 24 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-17 08:19 | yes | 5 | 4 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-17 08:46 | yes | 10 | 44 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-17 08:58 | yes | 14 | 85 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-17 08:45 | yes | 14 | 40 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-17 09:03 | no | 0 | 77 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-17 08:57 | yes | 18 | 11 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-17 08:38 | yes | 4 | 6 s |
| Negative framing | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-17 09:15 | yes | 28 | 25 s |
| Negative framing | Perplexity Sonar | sonar | 2026-09-17 09:12 | yes | 20 | 9 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 09:13 | yes | 24 | 13 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-09-17 08:56 | yes | 5 | 7 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-17 08:34 | yes | 28 | 38 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-17 08:38 | yes | 5 | 2 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-17 09:01 | yes | 9 | 70 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-17 09:11 | yes | 30 | 44 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-17 08:44 | yes | 14 | 41 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-17 08:54 | yes | 14 | 40 s |
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
Augment read as Augment Code
JetBrains AI Enterprise read as JetBrains AI Assistant
Replit read as Replit AI
Replit Enterprise read as Replit AI
Unresolved, counted raw
Blackbox AI
ClawHub / OpenClaw
Exceeds AI
Google's Gemini-based tools
SoftSpell
Unity Gateway
raw OpenAI
Discontinued, still offered
No shut-down product was recommended here.