Enterprise AI assistants for enterprise buyers
Asked as “enterprise AI assistant”, and as “company-wide AI chatbot for employees”, on behalf of an enterprise B2B company. 49 first choices recorded across the direct, paraphrase, budget and scale prompts, fourteen models each. Added to the November 2026 Edition.
Standing · first-choice share
53%
Clear leader
53Microsoft 365 Copilot10Glean08ChatGPT29others
53% of first choices, clear leader.
Since October 2026▲+9Since October 2026: 44% → 53%, +9 points. Inside the 11-point floor: within noise.Microsoft 365 Copilot held the lead, +9 points on 44%, 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
ChatGPT45%Clear leader▼−3Since October 2026: 48% → 45%, −3 points. Inside the 11-point floor: within noise.Standing →Mid-market
Microsoft 365 Copilot33%Contested▲+2Since October 2026: 31% → 33%, +2 points. Inside the 11-point floor: within noise.Standing →EnterpriseMicrosoft 365 Copilot53%Clear leader▲+9Since October 2026: 44% → 53%, +9 points. Inside the 11-point floor: within noise.This page
ChatGPT45%Clear leader▼−3Since October 2026: 48% → 45%, −3 points. Inside the 11-point floor: within noise.Standing →Mid-marketMicrosoft 365 Copilot33%Contested▲+2Since October 2026: 31% → 33%, +2 points. Inside the 11-point floor: within noise.Standing →EnterpriseMicrosoft 365 Copilot53%Clear leader▲+9Since October 2026: 44% → 53%, +9 points. Inside the 11-point floor: within noise.This pageThe standing
Share is the count of first choices across the direct, paraphrase, budget and scale prompts, over all fourteen models, for an enterprise B2B company. Ordered by share.
ProductFirst-choice shareNegative rateLabelsQuadrantSince October 2026
01Microsoft 365 Copilot53%8%62endorsed leader▲+9Since October 2026: 44% → 53%, +9 points. Inside the 11-point floor: within noise.44% → 53%
Microsoft 365 Copilot53%8%62endorsed leader▲+9Since October 2026: 44% → 53%, +9 points. Inside the 11-point floor: within noise.44% → 53%02
Glean10%0%30accepted challenger=heldSince October 2026: 10% → 10%, ±0 points. Inside the 11-point floor: within noise.10% → 10%
Glean10%0%30accepted challenger=heldSince October 2026: 10% → 10%, ±0 points. Inside the 11-point floor: within noise.10% → 10%03ChatGPT Lab in the set8%27%55criticized challenger▼−14Since October 2026: 22% → 8%, −14 points. Past the 11-point floor: movement.22% → 8%
ChatGPT Lab in the set8%27%55criticized challenger▼−14Since October 2026: 22% → 8%, −14 points. Past the 11-point floor: movement.22% → 8%04
Amazon Q6%6%18accepted challenger▼−2Since October 2026: 8% → 6%, −2 points. Inside the 11-point floor: within noise.8% → 6%
Amazon Q6%6%18accepted challenger▼−2Since October 2026: 8% → 6%, −2 points. Inside the 11-point floor: within noise.8% → 6%05Claude for Work Lab in the set2%26%38criticized challenger=heldSince October 2026: 2% → 2%, ±0 points. Inside the 11-point floor: within noise.2% → 2%
06Google Gemini Lab in the set2%25%36criticized challenger=heldSince October 2026: 2% → 2%, ±0 points. Inside the 11-point floor: within noise.2% → 2%
Show the three products at 0%, ordered by negative rate
09Google Gemini for Workspace Lab in the set0%23%13accepted challenger▼−2Since October 2026: 2% → 0%, −2 points. Inside the 11-point floor: within noise.2% → 0%
08
Salesforce Agentforce0%17%18accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
Salesforce Agentforce0%17%18accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%07
Moveworks0%0%17accepted challenger▼−2Since October 2026: 2% → 0%, −2 points. Inside the 11-point floor: within noise.2% → 0%
Moveworks0%0%17accepted challenger▼−2Since October 2026: 2% → 0%, −2 points. Inside the 11-point floor: within noise.2% → 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.
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 two times of 8; the other twelve models two times of 48. Claude for Work 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 one time of 4; the other thirteen models zero times of 52. 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 one time of 52. Google Gemini for Workspace 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. Lab treatment is defined on the method page; the row is marked, not excluded.
For buyers
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
Microsoft 365 Copilot vs Google Gemini for WorkspaceMicrosoft 365 Copilot vs Claude for WorkChatGPT vs GleanChatGPT vs Amazon QChatGPT vs Google Gemini for WorkspaceChatGPT vs Claude for WorkGlean vs Amazon QGlean vs Google Gemini for WorkspaceGlean vs Claude for WorkAmazon Q vs Google Gemini for WorkspaceAmazon Q vs Claude for WorkGoogle Gemini for Workspace vs Claude for Work
One product takes 53% 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. Three products carry a negative rate above 25% in this category.
What they warned about
Four 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 4.20, Llama 4 Maverick, Qwen 3.7 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.
ChatGPT27%
15 of 55 labels negative · 11 of 14 models · 4 hard negative
“The top results include ChatGPT Enterprise, Microsoft 365 Copilot, and Claude, which have been labeled as negative by various AI models.” Llama 4 Maverick, negative prompt
Claude for Work
26%
10 of 38 labels negative · 8 of 14 models · 3 hard negative
“Generic consumer‑grade chatbots (e.g., ChatGPT, Claude, Perplexity) when used for work without an enterprise agreement” GLM 4.7 FlashX, negative prompt
Google Gemini
25%
9 of 36 labels negative · 8 of 14 models · 3 hard negative
“Microsoft Copilot and Google Gemini have shown notable reliability issues in real-world enterprise deployments” Mistral Small, negative prompt
Microsoft 365 Copilot8%
5 of 62 labels negative · 5 of 14 models · 2 hard negative
“Enterprises should avoid or be cautious about AI assistants that do not provide a unified context... Specifically, Microsoft Copilot and Google Gemini have shown notable reliability issues” Mistral Small, 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. 894 links across 350 sites, every framing counted. Ranked by the number of answers carrying the site or page. 53 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 · Microsoft36 answers · 98 citations · 12 models
vendor site · Coworker31 answers · 37 citations · 11 models
vendor site · OpenAI18 answers · 26 citations · 11 models
publisher (Gane)17 answers · 21 citations · 9 models
vendor site · Moveworks12 answers · 15 citations · 8 models
vendor site · Microsoft11 answers · 12 citations · 6 models
11 answers · 11 citations · 6 models
vendor site · xpander.ai10 answers · 11 citations · 6 models
vendor site · Rework10 answers · 10 citations · 5 models
vendor site · Glean9 answers · 23 citations · 6 models
vendor site · G29 answers · 10 citations · 8 models
vendor site · OpenAI8 answers · 10 citations · 3 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.
19 answers · 8 models
18 answers · 11 models
11 answers · 7 models
11 answers · 6 models
10 answers · 6 models
10 answers · 9 models
9 answers · 5 models
8 answers · 8 models
8 answers · 4 models
8 answers · 8 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 53%, Microsoft Copilot Studio 6% | 59% | 161 | 2,240,000 | 403,136 | ||||
| Glean glean.com | 10% | 89 | 90,500 | 2,135 | 64,191 | 17 | 1 | |
| ChatGPT chatgpt.com | 8% | 195 | 124,000,000 | 218,639 | ||||
| Amazon parent site Amazon Q 6% | 6% | 36 | 151,000,000 | 1,380,939 | ||||
| Claude for Work claude.com | 2% | 92 | 3,090,945 | $1,889 | 120 | |||
| Google Gemini | 2% | 6,120,000 | 8,866 | |||||
| IBM parent site IBM watsonx Assistant 2%, IBM watsonx 0% | 2% | 14 | 201,000 | 34,098 | ||||
| OpenAI ChatGPT Enterprise | 2% | |||||||
| ServiceNow parent site ServiceNow EmployeeWorks 2% | 2% | 4 | 135,000 | 13,451 | ||||
| ibl.ai ibl.ai | 2% | 5 |
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 an enterprise B2B company?”Paraphrase“Which company-wide AI chatbot for employees would you recommend to a large B2B company with thousands of employees?”Comparative“What are the top enterprise-grade enterprise AI assistants and how do they differ?”Budget-constrained“What is the best enterprise AI 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 enterprise AI assistant. What should we look at?”Negative“Which enterprise AI assistants should a large enterprise avoid or be cautious about?”
Claude Haiku 4.5no first choiceServiceNow EmployeeWorksChangedMicrosoft 365 CopilotAmazon Q, Claude for Workagainst: Claude for Workno first choiceagainst: ChatGPT, Claude for Work, OpenAI
Two alternatives
Microsoft Employee Self-Service, Workday SanaFive alternatives
ChatGPT, Claude for Work, Glean, Moveworks, Salesforce AgentforceOne alternative
Google Gemini for WorkspaceGPT-5.4 miniOpenAI ChatGPT EnterpriseMicrosoft 365 Copilot, Microsoft Copilot StudioChangedno first choiceMicrosoft 365 Copilotagainst: ChatGPTno first choicenothing named
Two alternatives
AWS Q, Google GeminiOne alternative
ChatGPTEight alternatives
ChatGPT, Claude for Work, Gemini for Workspace, Google Gemini, Microsoft 365 Copilot, Salesforce Einstein Copilot / Agentforce, ServiceNow Now Assist, Zoom AI CompanionOne alternative
Azure OpenAIGemini 3.5 FlashMicrosoft 365 CopilotGleanChangedno first choiceAmazon Q, Microsoft 365 Copilotagainst: Anthropic API, Azure OpenAI Service, OpenAI APIno first choiceagainst: ChatGPT, Claude for Work, Google Gemini, Microsoft 365 Copilot
Six alternatives
Amazon Q, ChatGPT, Claude for Work, Glean, Google Gemini, Salesforce AgentforceFour alternatives
ChatGPT, Claude for Work, Microsoft 365 Copilot, MoveworksSix alternatives
Amazon Q, ChatGPT, Claude for Work, Google Gemini, Microsoft 365 Copilot, Salesforce AgentforceThree alternatives
ChatGPT, Claude for Work, Google Gemini for WorkspacePerplexity SonarChatGPTMicrosoft 365 CopilotChangedno first choiceMicrosoft 365 Copilotagainst: ChatGPT, Claude for Workno first choicenothing named
Five alternatives
Claude for Work, Glean, Google Gemini, Microsoft 365 Copilot, Salesforce AgentforceFour alternatives
ChatGPT, Google Gemini, Moveworks, ServiceNow Employee Center ProEleven alternatives
Amazon Q, ChatGPT, Claude for Work, GitHub Copilot, Glean, Google Gemini, IBM watsonx, Microsoft 365 Copilot, Moveworks, Salesforce Agentforce, ServiceNow AITwo alternatives
Amazon Q, Google GeminiGrok 4.20Microsoft 365 CopilotGleanChangedMicrosoft 365 CopilotMicrosoft 365 Copilotagainst: Dell Deskside, RasaMicrosoft 365 Copilotagainst: plain ChatGPTagainst: Amazon Bedrock, Anthropic's Claude, Azure OpenAI, Gemini for Workspace, Google Gemini, Google Gemini for Workspace, Grok, Microsoft 365 Copilot, OpenAI's free ChatGPT, Perplexity Enterprise Pro, Salesforce Agentforce, ServiceNow AI Agents
Three alternatives
Anthropic's Claude for Enterprise, Glean, OpenAI's ChatGPT EnterpriseFive alternatives
IBM watsonx Assistant, Microsoft 365 Copilot, OpenAI's ChatGPT Enterprise, ServiceNow Employee Center Pro, Slack AIFour alternatives
Amazon Q, Glean, Google Gemini for Workspace, OpenAI ChatGPT EnterpriseTwo alternatives
ChatGPT, GleanThree alternatives
Google Gemini for Workspace, Google Vertex AI, OpenAI ChatGPT EnterpriseMistral SmallMicrosoft 365 CopilotMicrosoft 365 CopilotHeldagainst: Google Gemini for Workspace, Slack AIMicrosoft 365 CopilotMicrosoft 365 Copilotno first choiceagainst: Google Gemini, Microsoft 365 Copilot
Three alternatives
ChatGPT, Coworker AI, GleanThree alternatives
ChatGPT, Claude for Work, Gemini for Google WorkspaceDeepSeek V4 FlashMicrosoft 365 CopilotMicrosoft 365 CopilotHeldMicrosoft 365 CopilotMicrosoft 365 Copilotagainst: ChatGPTno first choiceagainst: ChatGPT, Claude (Anthropic) — Enterprise Tier, Claude free tier, Cursor, Gemini personal accounts, GitHub Copilot, Google Gemini, Google Gemini for Workspace, Microsoft 365 Copilot, Microsoft's AI edge browsers, NotebookLM, OpenAI's AI browser, Perplexity Enterprise Pro, Read.AI, Salesforce Agentforce
Four alternatives
ChatGPT, Claude for Work, Glean, Google GeminiTwo alternatives
ChatGPT, GleanThree alternatives
ChatGPT, Claude for Work, Gemini for Google WorkspaceOne alternative
Google GeminiLlama 4 Maverickno first choiceChatGPT, IBM watsonx AssistantChangedno first choiceMicrosoft 365 Copilotno first choiceagainst: ChatGPT, Claude for Work, Microsoft 365 Copilot
Three alternatives
ChatGPT, Claude for Work, Gemini for WorkspaceQwen 3.7 FlashMicrosoft 365 CopilotGlean, Microsoft 365 CopilotChangedMicrosoft 365 Copilotagainst: Gemini for Google WorkspaceMicrosoft 365 Copilotno first choicenothing named
Four alternatives
Google Gemini, IBM watsonx, Salesforce Agentforce, ServiceNow "Now Assist"Two alternatives
ChatGPT, ServiceNow EmployeeWorksFive alternatives
ChatGPT, Claude for Work, Coworker, Glean, xpander.aiThree alternatives
Azure OpenAI, Google Workspace, ServiceNow AI AgentsKimi K2GleanMicrosoft 365 CopilotChangedMicrosoft 365 Copilotagainst: Amazon Q, Amazon Quickno first choiceagainst: ChatGPT, Google GeminiGoogle Gemini, Microsoft 365 Copilotagainst: ChatGPT, Claude for Workagainst: ChatGPT, Claude for Work, Google Gemini, Otter.ai, Read.AI
Five alternatives
Amazon Q, ChatGPT, Claude for Enterprise, Microsoft 365 Copilot, Salesforce AgentforceTwo alternatives
Glean, MoveworksFive alternatives
ChatGPT, Claude for Work, Glean, Google Gemini for Workspace, MoveworksFour alternatives
ChatGPT, Microsoft 365 Copilot, VDF.AI, ibl.aiGLM 4.7 FlashXMicrosoft 365 CopilotMicrosoft 365 CopilotHeldno first choiceAmazon Q, ibl.aino first choiceagainst: ChatGPT, Claude for Work, Perplexity Enterprise Pro
Two alternatives
ChatGPT, Claude for WorkTwo alternatives
ChatGPT, MoveworksEight alternatives
ChatGPT, Claude for Work, Google Gemini for Workspace, IBM watsonx, Microsoft 365 Copilot, Moveworks, ONES.com, Salesforce AgentforceOne alternative
Microsoft 365 CopilotMiniMax M2.5Kore.ai, Microsoft Copilot StudioMicrosoft Copilot StudioChangedMicrosoft 365 Copilotagainst: OpenAIGoogle Workspace Enterprise with Geminiagainst: Agentforce, GitHub Copilot, IBM watsonx, Salesforce Agentforceno first choiceagainst: Anthropic's Claude, ChatGPT, Falcon, Google Gemini, LLaMA‑2, Mistral, OpenAI, Otter.ai, Zoom AI Companion
One alternative
DriftThree alternatives
Botpress, ChatGPT, IBM watsonx AssistantFour alternatives
Amazon Q, Google Gemini for Workspace, IBM watsonx Assistant, Salesforce AgentforceOne alternative
Microsoft 365 CopilotGPT-6 LunaChatGPTChatGPTHeldMicrosoft 365 CopilotMicrosoft 365 Copilotagainst: OpenAIno first choiceagainst: ChatGPT, Claude for Work, Copilot, Google Gemini
Four alternatives
Agentforce, Claude for Work, Google Gemini, Microsoft 365 CopilotTwo alternatives
Claude for Work, Microsoft 365 CopilotFour alternatives
ChatGPT, Claude for Work, Glean, Google GeminiOne alternative
Google WorkspaceMuse Glimmer 30BMicrosoft 365 CopilotGleanChangedGlean, Microsoft 365 CopilotMicrosoft 365 Copilotno first choiceagainst: ChatGPT, Claude for Work, Copilot, Google Gemini, Read.AI
Five alternatives
ChatGPT, Claude for Work, Coworker, Gemini for Workspace, GleanFour alternatives
Chatbase, Google Gemini, Google Gemini for Workspace, Microsoft 365 CopilotFour alternatives
ChatGPT Enterprise – OpenAI, Claude Enterprise – Anthropic, Google Gemini, IBM watsonx OrchestrateTwo alternatives
Plainsight AI Assistant, ibl.aiBold 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 16:55 | no | 0 | 5 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 17:17 | yes | 4 | 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 16:07 | no | 0 | 15 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-11-01 17:15 | yes | 10 | 4 s |
| Direct recommendation | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 17:14 | yes | 5 | 19 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 09:55 | yes | 5 | 4 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 15:39 | yes | 21 | 29 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 13:21 | yes | 5 | 3 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 09:25 | no | 0 | 29 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 18:10 | yes | 15 | 36 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 10:39 | yes | 12 | 52 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 12:57 | yes | 5 | 19 s |
| Direct recommendation | GPT-6 Luna | gpt-6-luna | 2026-11-01 11:27 | yes | 5 | 16 s |
| Direct recommendation | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 08:59 | yes | 14 | 18 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 19:28 | yes | 18 | 10 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 09:50 | yes | 4 | 5 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 14:41 | yes | 8 | 22 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-11-01 10:46 | yes | 10 | 4 s |
| Paraphrase | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 14:52 | yes | 10 | 11 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 17:08 | no | 0 | 3 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 10:58 | yes | 22 | 23 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 19:38 | yes | 5 | 3 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 17:34 | yes | 5 | 37 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 09:46 | yes | 20 | 28 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 17:43 | yes | 21 | 27 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 16:45 | yes | 5 | 18 s |
| Paraphrase | GPT-6 Luna | gpt-6-luna | 2026-11-01 16:51 | yes | 3 | 13 s |
| Paraphrase | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 10:28 | yes | 15 | 18 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 12:01 | yes | 15 | 11 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 14:48 | yes | 8 | 12 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 12:59 | no | 0 | 15 s |
| Comparative | Perplexity Sonar | sonar | 2026-11-01 10:00 | yes | 10 | 7 s |
| Comparative | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 19:23 | yes | 10 | 16 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 08:58 | yes | 10 | 9 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 10:53 | yes | 25 | 28 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 11:10 | yes | 5 | 2 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 08:42 | yes | 10 | 34 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 17:42 | yes | 23 | 63 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 09:37 | yes | 25 | 33 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 14:20 | no | 0 | 36 s |
| Comparative | GPT-6 Luna | gpt-6-luna | 2026-11-01 11:21 | yes | 8 | 28 s |
| Comparative | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 10:52 | yes | 14 | 28 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 12:00 | yes | 18 | 9 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 12:31 | yes | 3 | 6 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 15:33 | no | 0 | 17 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-11-01 12:14 | yes | 10 | 4 s |
| Budget constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 18:47 | yes | 14 | 10 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 18:24 | yes | 5 | 4 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 09:26 | yes | 24 | 33 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 16:59 | yes | 5 | 2 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 16:10 | no | 0 | 33 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 11:48 | yes | 23 | 51 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 18:36 | yes | 25 | 28 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 09:07 | yes | 23 | 92 s |
| Budget constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 19:08 | yes | 3 | 15 s |
| Budget constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 08:46 | yes | 15 | 20 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 11:13 | yes | 27 | 17 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 10:42 | yes | 1 | 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 18:32 | no | 0 | 20 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-11-01 09:37 | yes | 10 | 9 s |
| Scale constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 17:09 | yes | 15 | 18 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 17:40 | no | 0 | 7 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 15:33 | yes | 24 | 66 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 19:41 | yes | 5 | 4 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 11:23 | no | 0 | 32 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 16:12 | yes | 25 | 38 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 09:27 | yes | 25 | 56 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 10:47 | no | 0 | 20 s |
| Scale constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 16:08 | yes | 4 | 22 s |
| Scale constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 10:31 | yes | 15 | 25 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 11:57 | yes | 19 | 10 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 14:29 | yes | 4 | 5 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 10:12 | no | 0 | 21 s |
| Negative framing | Perplexity Sonar | sonar | 2026-11-01 11:00 | yes | 10 | 5 s |
| Negative framing | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 15:34 | yes | 5 | 15 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 18:07 | yes | 5 | 5 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 11:51 | yes | 24 | 34 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 18:28 | yes | 5 | 3 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 11:51 | yes | 10 | 39 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 12:36 | yes | 24 | 41 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 14:38 | yes | 15 | 36 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 17:26 | yes | 15 | 136 s |
| Negative framing | GPT-6 Luna | gpt-6-luna | 2026-11-01 13:26 | yes | 4 | 22 s |
| Negative framing | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 10:42 | yes | 25 | 39 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
Claude read as Claude for Work
Claude (Anthropic) read as Claude for Work
Claude Team read as Claude for Work
Google Duet AI read as Google Gemini for Workspace
Google Workspace Gemini read as Google Gemini for Workspace
HubSpot Breeze read as HubSpot Breeze AI
Microsoft Copilot read as Microsoft 365 Copilot
Microsoft Copilot (365) read as Microsoft 365 Copilot
Microsoft Copilot (for M365) read as Microsoft 365 Copilot
Microsoft Copilot (for Microsoft 365) read as Microsoft 365 Copilot
Microsoft Copilot for Microsoft 365 read as Microsoft 365 Copilot
Salesforce Einstein read as Salesforce Agentforce
Salesforce Einstein GPT read as Salesforce Agentforce
Unresolved, counted raw
AWS Amazon Q Business
Amazon Connect Customer Service AI / Lex
Anthropic's Claude (consumer tier)
Anthropic's Claude (free or basic tiers)
Azure Sales Copilot
ChatGPT Enterprise – OpenAI
Claude (Anthropic) — Enterprise Tier
Claude Enterprise – Anthropic
Claude free tier
Dell Deskside
Duet AI
Ema
Falcon
Gemini personal accounts
Google Workspace Enterprise with Gemini
JoySuite
LLaMA‑2
Meta's Llama‑3
Microsoft Employee Self-Service
Microsoft's AI edge browsers
OpenAI's AI browser
OpenAI's free ChatGPT (non-Enterprise tier)
Perplexity Comet for Enterprise
Plainsight AI Assistant
Salesforce Einstein Copilot / Agentforce
Salesforce's Agentforce
ServiceNow "Now Assist"
Space HR
Workday Sana
plain ChatGPT
Discontinued, still offered
No shut-down product was recommended here.