Enterprise AI assistants
Asked as “enterprise AI assistant”, and as “company-wide AI chatbot for employees”, on behalf of a mid-market B2B company. 48 first choices recorded across the direct, paraphrase, budget and scale prompts, fourteen models each. Added to the October 2026 Edition on October 4, 2026; its answers are read by the distilled judge (ai-indexes-judge-qwen3-14b-run3), not the claude-opus-5 judge of the earlier categories: how the two compare.
Standing · first-choice share
25%
Contested · Microsoft 365 Copilot 25%
25ChatGPT25Microsoft 365 Copilot10Amazon Q40others
25% of first choices, contested.
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 fourteen models, for a mid-market B2B company. Ordered by share.
ProductFirst-choice shareNegative rateLabelsQuadrantSince September 2026
01
ChatGPT Lab in the set25%21%47accepted challengernewNew since September 2026: not ranked then, 25% now.
ChatGPT Lab in the set25%21%47accepted challengernewNew since September 2026: not ranked then, 25% now.02
Microsoft 365 Copilot25%20%40accepted challengernewNew since September 2026: not ranked then, 25% now.
Microsoft 365 Copilot25%20%40accepted challengernewNew since September 2026: not ranked then, 25% now.Show the two products at 0%, ordered by negative rate
07
Claude Lab in the set0%22%23accepted challengernewNew since September 2026: not ranked then, 0% now.
Claude Lab in the set0%22%23accepted challengernewNew since September 2026: not ranked then, 0% now.06Google Gemini Lab in the set0%21%24accepted challengernewNew since September 2026: not ranked then, 0% now.
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.
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 three times of 8; the other twelve models nine times of 48. Google Gemini 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 thirteen models zero times of 52. Claude 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.
All ten head-to-head pages: the top five products, each against each
Recommended versus criticized
Every product with at least 10 labels here, on both axes. The 30% line names a quadrant, not the verdict above: that one needs more than 40%.
Criticized challengerCriticized default
Negative label rate →
0102
03
04
05G06
07Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative40%
Key
01ChatGPT25%
ChatGPT25%02Microsoft 365 Copilot25%
Microsoft 365 Copilot25%03Amazon Q10%
Amazon Q10%04Microsoft Copilot6%
Microsoft Copilot6%05Glean6%
Glean6%06Google Gemini0%
07Claude0%
Claude0%What they warned about
Zero of fourteen models held their first choice under the paraphrase. Claude Haiku 4.5, GPT-5.4 mini, Gemini 3.5 Flash, Perplexity Sonar, Grok 4.1 Fast, Mistral Small, DeepSeek V4 Flash, Llama 4 Maverick, Qwen 3.7 Flash, Kimi K2, GLM 4.7 FlashX, MiniMax M2.5, GPT-6 Luna 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.
ChatGPT21%
10 of 47 labels negative · 8 of 14 models · 1 hard negative
“Multiple major companies have banned it after data leaks” MiniMax M2.5, negative prompt
Microsoft 365 Copilot20%
8 of 40 labels negative · 7 of 14 models · 4 hard negative
“Multiple controversies—EchoLeak (CVE-2025-32711) enabled zero-click data extraction via email injections; summarized confidential emails ignoring DLP/sensitivity labels.” Grok 4.1 Fast, negative prompt
Claude22%
5 of 23 labels negative · 5 of 14 models · 1 hard negative
“Same issues with data being used for training” MiniMax M2.5, negative prompt
GitHub Copilot71%
5 of 7 labels negative · 5 of 14 models · 1 hard negative
“Amazon Q Developer and GitHub Copilot are cloud-only and therefore unsuitable for strict air-gapped environments” Perplexity Sonar, 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
76 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. 1052 links across 419 sites, every framing counted. Ranked by the number of answers carrying the site or page. None of the 252 answers across every segment cited this index's own page for the category.
vendor site · Rework30 answers · 33 citations · 9 models
20 answers · 37 citations · 11 models
20 answers · 24 citations · 9 models
vendor site · Slite20 answers · 20 citations · 9 models
vendor site · Glean19 answers · 23 citations · 10 models
vendor site · Microsoft15 answers · 29 citations · 6 models
14 answers · 19 citations · 10 models
vendor site · Moveworks12 answers · 19 citations · 8 models
vendor site · G211 answers · 17 citations · 7 models
vendor site · OpenAI10 answers · 16 citations · 8 models
10 answers · 10 citations · 6 models
vendor site · Slack9 answers · 16 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
19 answers · 9 models
17 answers · 11 models
14 answers · 7 models
10 answers · 10 models
10 answers · 6 models
9 answers · 7 models
9 answers · 8 models
8 answers · 7 models
8 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 “best enterprise ai assistant”, “enterprise ai assistant”, “enterprise ai assistants”. 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 |
|---|---|---|---|---|---|---|---|---|
| Microsoft parent site Microsoft 365 Copilot 25%, Microsoft Copilot 6%, Microsoft 365 Copilot Chat 2% | 33% | 126 | 2,240,000 | 403,136 | ||||
| ChatGPT chatgpt.com | 25% | 193 | 124,000,000 | 218,639 | ||||
| Amazon parent site Amazon Q 10% | 10% | 43 | 151,000,000 | 1,380,939 | ||||
| Glean glean.com | 6% | 55 | 90,500 | 2,135 | 64,191 | 17 | 1 | |
| HubSpot hubspot.com HubSpot Breeze AI 4% | 4% | 7 | 368,000 | 9,776 | 2,276,428 company | $83,922 | 76 | |
| Gong | 2% | 74,000 | 13,361 | |||||
| 1mind 1mind.com | 2% | 3 | 2,400 | 21 | 2,038 | 6 | ||
| Slackbot | 2% | |||||||
| AI Hive | 2% | |||||||
| CustomGPT.ai customgpt.ai | 2% | 4 |
Google's top ten for the three searches hold 19 sites; 2 of them are among the sites the models cited here (glean.com, moveworks.com). The first result for “best enterprise ai assistant” is linkedin.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 enterprise AI assistant for a mid-market B2B company?”Paraphrase“Which company-wide AI chatbot for employees would you recommend to a mid-sized B2B company?”Comparative“What are the top enterprise AI assistants and how do they differ?”Budget-constrained“What is the best enterprise AI assistant for a company with a limited budget?”Scale-constrained“We are a 500 person company evaluating an enterprise AI assistant. What should we look at?”Negative“Which enterprise AI assistants should I avoid or be cautious about?”
Claude Haiku 4.51mind, AI HiveCustomGPT.aiChangedMicrosoft 365 CopilotAmazon Qagainst: ChatGPTno first choiceagainst: Claude Code, Cursor, GitHub Copilot
Two alternatives
Gong, Microsoft CopilotSix alternatives
Atlassian Rovo, Guru, Microsoft 365 Copilot, Notion AI, ThoughtFarmer, eeselFive alternatives
ChatGPT, Claude for Enterprise, Coworker AI, Google Gemini for Workspace, MoveworksOne alternative
Coworker AIGPT-5.4 miniChatGPTMicrosoft 365 CopilotChangedMicrosoft 365 CopilotMicrosoft 365 Copilot Chatagainst: ChatGPTno first choicenothing named
Three alternatives
Gemini for Workspace, Google Gemini, Microsoft CopilotTwo alternatives
Claude in Slack / Claude Tag, Google GeminiSeven alternatives
Amazon Q, ChatGPT, Gemini for Workspace, Google Gemini, IBM watsonx Assistant, Oracle AI Assistant, Salesforce EinsteinThree alternatives
Amazon Q, Google Gemini, Microsoft 365 CopilotGemini 3.5 FlashGlean, Microsoft 365 CopilotGleanChangedMicrosoft CopilotLibreChat, Microsoft 365 Copilot, Open WebUIagainst: ChatGPTno first choiceagainst: Amazon Q, ChatGPT, Claude, GitHub Copilot, Google Gemini, Meta's "Muse" Assistant, Microsoft 365 Copilot
Three alternatives
1mind, ChatGPT Team or Enterprise, MoveworksSix alternatives
Google Gemini, Guru, Microsoft Copilot, Rezolve.ai, Risotto, eesel AISix alternatives
Amazon Q, Anthropic Claude Enterprise, Glean, Google Gemini, OpenAI ChatGPT Enterprise, Salesforce AgentforceTwo alternatives
ChatGPT, ClaudePerplexity SonarHubSpot with Breeze AIChatGPTChangedno first choiceAmazon Qagainst: ChatGPTno first choiceagainst: Amazon Q Developer, ChatGPT, Claude, GitHub Copilot, Google Gemini
Six alternatives
Artisan, Glean, Microsoft 365 Copilot, Regie.ai, Writer, ZoomInfoTwo alternatives
Moveworks, Zendesk for Employee ServiceOne alternative
Notion AIGrok 4.1 FastMicrosoft CopilotChatGPTChangedMicrosoft 365 CopilotChatGPTagainst: Microsoft 365 Copilotno first choiceagainst: Microsoft 365 Copilot, OpenAI, Otter.ai OtterPilot, Zoom AI Companion
Three alternatives
Glean, Gong, Salesforce EinsteinThree alternatives
Glean, Microsoft Copilot for M365, Slack AISix alternatives
Amazon Q, ChatGPT, Claude, Google Gemini for Workspace, IBM watsonx Assistant, Salesforce EinsteinOne alternative
Google GeminiMistral SmallGongChatGPTChangedChatGPTMicrosoft 365 Copilotno first choicenothing named
Three alternatives
ChatGPT, HubSpot AI, Monday.com Revenue AI OSTwo alternatives
Intercom, YourGPTThree alternatives
Claude, Google Gemini, Microsoft 365 CopilotTwo alternatives
IBM watsonx.ai, Reclaim.aiDeepSeek V4 FlashMicrosoft 365 Copilotagainst: Salesforce EinsteinGleanChangedChatGPTTidiono first choiceagainst: Consumer-tier ChatGPT, DeepSeek, Google Gemini, Grok, Meta AI, Microsoft 365 Copilot
Four alternatives
ChatGPT, Claude, Glean Assistant, Google GeminiFour alternatives
ChatGPT, Guru, Microsoft 365 Copilot, Slack AI / SlackbotFour alternatives
Claude, Google Gemini, Microsoft 365 Copilot, Salesforce EinsteinThree alternatives
Crisp, Freshdesk, QuickChat AILlama 4 Maverickno first choiceChatGPTChangedno first choiceAmazon Qno first choiceagainst: Claude, Google's Gemini Enterprise, Microsoft 365 Copilot, OpenAI's ChatGPT Enterprise
Three alternatives
Boei, Guru, Kore.aiTwo alternatives
ChatGPT, SaiQwen 3.7 FlashHubSpot Breeze AIMicrosoft 365 CopilotChangedMicrosoft 365 CopilotChatGPTno first choiceagainst: ChatGPT, Cursor, GitHub Copilot, Google Gemini, Microsoft 365 Copilot, Salesforce Einstein
Seven alternatives
Apollo, Chorus, Clay, Gong, Microsoft Copilot, Salesforce Einstein, Slack AITwo alternatives
ChatGPT, GleanFive alternatives
Amazon Q, Google Workspace, HubSpot AI, Salesforce Einstein, ServiceNow Now AssistThree alternatives
Claude, Google Gemini, Microsoft 365 CopilotKimi K2Microsoft 365 Copilotagainst: ChatGPTChatGPT, Microsoft 365 CopilotChangedagainst: Glean, MoveworksMicrosoft 365 CopilotChatGPTagainst: Microsoft Copilotno first choiceagainst: Amazon Q, Microsoft 365 Copilot
One alternative
GongOne alternative
ClaudeThree alternatives
ChatGPT, Claude, Google GeminiOne alternative
Google Gemini for WorkspaceGLM 4.7 FlashXMicrosoft 365 CopilotMicrosoft 365 Copilot, SlackbotChangedChatGPT, Microsoft 365 CopilotAmazon Q, Gemini Enterprise Frontlineagainst: M365 Copilotno first choiceagainst: Microsoft 365 Copilot
Three alternatives
Gong, HubSpot Breeze AI, Monday CRM with AIOne alternative
ChatGPTFive alternatives
Claude, Databricks Mosaic AI, Google Workspace Gemini, IBM watsonx, Perplexity Enterprise ProMiniMax M2.5no first choiceMicrosoft CopilotChangedChatGPT, Microsoft 365 CopilotMicrosoft Copilotno first choiceagainst: ChatGPT, Claude, Google Bard/Gemini
Five alternatives
Amazon Lex, IBM Watson Assistant, Kore.ai, ServiceNow Virtual Agent, Yellow.aiTwo alternatives
Anthropic Claude Enterprise, Google Gemini for WorkspaceTwo alternatives
Google Gemini for Workspace, Microsoft Copilot ChatGPT-6 LunaChatGPTMicrosoft 365 CopilotChangedMicrosoft 365 CopilotChatGPTno first choiceagainst: OpenAI
Two alternatives
Google Workspace with Gemini, Microsoft 365 CopilotTwo alternatives
ChatGPT, Google GeminiSix alternatives
Amazon Quick, ChatGPT, Claude, Glean Assistant, Google Gemini, Google Gemini for WorkspaceTwo alternatives
Copilot Chat, Google GeminiMuse Glimmer 30BHubSpot Breeze AIMicrosoft 365 CopilotChangedOpenAI ChatGPT Enterpriseagainst: Amazon QAmazon Q, ChatGPTno first choiceagainst: ChatGPT, Claude, Copilot, GitHub Copilot, Google Gemini
Three alternatives
Gong Revenue AI OS, Intercom, Respond.ioFour alternatives
Guru, Moveworks, Slack AI, SlackbotFive alternatives
Anthropic Claude Enterprise, Claude for Work, Gemini for Workspace, Google Gemini, Microsoft 365 CopilotOne alternative
Microsoft 365 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. 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 | 2026-10-05 01:10 | yes | 9 | 8 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-05 01:52 | yes | 3 | 5 s |
| Direct recommendation | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-05 00:58 | yes | 18 | 28 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-10-05 00:29 | yes | 20 | 3 s |
| Direct recommendation | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-04 23:31 | yes | 22 | 11 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-10-04 22:50 | yes | 8 | 7 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-04 22:33 | yes | 25 | 39 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-05 01:35 | yes | 5 | 3 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-04 23:57 | yes | 15 | 36 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-04 23:55 | yes | 15 | 30 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-05 00:32 | yes | 23 | 154 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-04 22:30 | yes | 5 | 14 s |
| Direct recommendation | GPT-6 Luna | gpt-6-luna | 2026-10-04 23:35 | yes | 3 | 14 s |
| Direct recommendation | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-04 22:13 | yes | 11 | 15 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-05 01:49 | yes | 18 | 9 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-05 00:30 | yes | 3 | 5 s |
| Paraphrase | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-04 23:34 | yes | 19 | 27 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-10-04 23:29 | yes | 27 | 3 s |
| Paraphrase | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-05 00:22 | yes | 23 | 10 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-10-04 23:51 | yes | 5 | 4 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-05 01:46 | yes | 24 | 68 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-04 23:51 | yes | 5 | 2 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-05 01:40 | yes | 10 | 26 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-04 22:36 | yes | 24 | 53 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-05 01:40 | yes | 25 | 58 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-05 00:40 | no | 0 | 45 s |
| Paraphrase | GPT-6 Luna | gpt-6-luna | 2026-10-05 00:57 | yes | 4 | 21 s |
| Paraphrase | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-05 00:48 | yes | 15 | 18 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-04 22:20 | yes | 9 | 8 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-05 01:13 | yes | 6 | 12 s |
| Comparative | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-04 23:06 | yes | 15 | 28 s |
| Comparative | Perplexity Sonar | sonar | 2026-10-05 00:47 | yes | 21 | 3 s |
| Comparative | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-04 23:04 | yes | 19 | 9 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-10-04 23:44 | yes | 9 | 7 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-05 01:38 | yes | 23 | 58 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-04 22:20 | yes | 5 | 2 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-05 01:19 | no | 0 | 33 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-05 00:16 | yes | 13 | 44 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-05 01:15 | yes | 17 | 44 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-05 00:00 | yes | 13 | 40 s |
| Comparative | GPT-6 Luna | gpt-6-luna | 2026-10-04 23:57 | yes | 6 | 28 s |
| Comparative | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-04 22:21 | yes | 11 | 20 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-05 00:14 | yes | 9 | 7 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-04 22:49 | yes | 4 | 6 s |
| Budget constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-05 01:08 | yes | 8 | 22 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-10-04 23:42 | yes | 19 | 3 s |
| Budget constrained | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-05 00:07 | yes | 20 | 8 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-10-05 00:33 | yes | 12 | 8 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-05 01:47 | yes | 10 | 28 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-05 00:27 | yes | 5 | 2 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-05 01:01 | yes | 14 | 39 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-04 23:51 | yes | 18 | 22 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-05 00:03 | yes | 25 | 30 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-05 00:24 | yes | 18 | 39 s |
| Budget constrained | GPT-6 Luna | gpt-6-luna | 2026-10-05 01:30 | yes | 3 | 14 s |
| Budget constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-05 00:24 | yes | 11 | 16 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-05 01:29 | no | 0 | 6 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-05 01:31 | no | 0 | 9 s |
| Scale constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-04 22:32 | no | 0 | 15 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-10-05 01:26 | yes | 19 | 7 s |
| Scale constrained | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-04 23:03 | yes | 20 | 10 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-10-05 01:10 | no | 0 | 11 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-04 23:47 | yes | 24 | 46 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-05 00:33 | yes | 5 | 4 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-04 22:23 | no | 0 | 25 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-05 01:55 | yes | 10 | 61 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-05 01:16 | yes | 15 | 85 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-04 23:39 | no | 0 | 52 s |
| Scale constrained | GPT-6 Luna | gpt-6-luna | 2026-10-05 00:52 | yes | 3 | 23 s |
| Scale constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-05 00:46 | yes | 13 | 25 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-04 23:53 | yes | 18 | 9 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-04 22:29 | yes | 6 | 8 s |
| Negative framing | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-05 00:30 | yes | 29 | 31 s |
| Negative framing | Perplexity Sonar | sonar | 2026-10-05 01:15 | yes | 19 | 4 s |
| Negative framing | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-05 00:29 | yes | 25 | 9 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-10-05 01:39 | yes | 5 | 6 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-05 01:24 | yes | 25 | 28 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-04 22:52 | yes | 5 | 4 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-04 23:49 | yes | 10 | 30 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-04 23:17 | yes | 25 | 26 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-05 01:03 | yes | 19 | 32 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-05 01:42 | yes | 14 | 29 s |
| Negative framing | GPT-6 Luna | gpt-6-luna | 2026-10-05 01:49 | yes | 3 | 16 s |
| Negative framing | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-05 01:02 | yes | 13 | 29 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
HubSpot Breeze read as HubSpot Breeze AI
Microsoft Copilot for Microsoft 365 read as Microsoft 365 Copilot
Unresolved, counted raw
AI Hive
Agentforce
AiSDR
Amazon Lex
Artisan
Atlassian Rovo
Avoma
Chorus
Chorus.ai
Clari
Claude in Slack / Claude Tag
Consumer-tier ChatGPT (Free/Plus/Pro)
Gemini Enterprise Frontline
Gong Revenue AI OS
Google Bard/Gemini (public version)
Google Gemini for Enterprise
Google Gemini workspace add-on
Harvey AI
HubSpot with Breeze AI
IBM Watson Assistant
Manus
Meta's "Muse" Assistant
Microsoft Copilot Chat
Monday CRM with AI
Monday.com Revenue AI OS
Monday.com's Revenue AI OS
Moveworks AI Copilot
Open WebUI
OpenAI API
Oracle AI Assistant
Otter.ai OtterPilot
QuickChat AI
Regie.ai
Revenue AI OS
Salesforce AI
ThoughtFarmer
Vertex AI Agent Builder
monday CRM
Discontinued, still offered
No shut-down product was recommended here.