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. 50 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
40%
Contested · ChatGPT 22%
40Microsoft 365 Copilot22ChatGPT10Glean28others
40% 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 an enterprise B2B company. Ordered by share.
ProductFirst-choice shareNegative rateLabelsQuadrant
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 nine times of 48. 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 one time 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. 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 one time 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 →
01
02
03
04G05
G06
07Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative60%
Key
01Microsoft 365 Copilot40%
Microsoft 365 Copilot40%02ChatGPT22%
ChatGPT22%03Glean10%
Glean10%04Amazon Q8%
Amazon Q8%05Google Gemini for Workspace2%
06Google Gemini2%
07Claude2%
Claude2%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, Grok 4.1 Fast, Mistral Small, Llama 4 Maverick, Qwen 3.7 Flash, Kimi K2, GLM 4.7 FlashX and MiniMax M2.5 changed. A high negative share on a product with few labels is a warning. A low share on a product with many labels is salience, not sentiment.
ChatGPT30%
16 of 54 labels negative · 9 of 14 models · 7 hard negative
“The clearest *avoid or heavily scrutinize* cases are: - **Consumer accounts used for work** such as personal ChatGPT, Claude, or Gemini accounts” Perplexity Sonar, negative prompt
Google Gemini
32%
9 of 28 labels negative · 8 of 14 models · 5 hard negative
“such as personal ChatGPT, Claude, or Gemini accounts, because they typically sit outside company-owned identity, policy, and retention controls” Perplexity Sonar, negative prompt
Claude39%
12 of 31 labels negative · 7 of 14 models · 6 hard negative
“such as personal ChatGPT, Claude, or Gemini accounts, because they typically sit outside company-owned identity, policy, and retention controls” Perplexity Sonar, negative prompt
Microsoft Copilot44%
4 of 9 labels negative · 4 of 14 models
“assess the actual enterprise SKU and settings rather than assuming the consumer version’s terms apply” GPT-6 Luna, 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. 1153 links across 415 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.
30 answers · 43 citations · 12 models
vendor site · Rework27 answers · 29 citations · 10 models
vendor site · Glean22 answers · 36 citations · 11 models
21 answers · 32 citations · 10 models
vendor site · Microsoft17 answers · 33 citations · 11 models
vendor site · OpenAI15 answers · 21 citations · 9 models
vendor site · Slite15 answers · 15 citations · 9 models
vendor site · Wonderchat14 answers · 17 citations · 10 models
vendor site · Moveworks13 answers · 17 citations · 9 models
13 answers · 13 citations · 7 models
13 answers · 13 citations · 10 models
12 answers · 15 citations · 10 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 · 10 models
16 answers · 9 models
14 answers · 9 models
13 answers · 9 models
13 answers · 7 models
13 answers · 10 models
11 answers · 9 models
9 answers · 8 models
9 answers · 7 models
9 answers · 9 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 | Google ads, last 30 days | Best Google position |
|---|---|---|---|---|---|---|---|
| Microsoft parent site Microsoft 365 Copilot 40%, Microsoft Copilot 2%, Microsoft Copilot for Enterprise 2% | 44% | 126 | 2,240,000 | 403,136 | |||
| ChatGPT chatgpt.com | 22% | 193 | 124,000,000 | 218,639 | |||
| Glean glean.com | 10% | 55 | 90,500 | 2,135 | 64,191 | 17 | 1 |
| Amazon parent site Amazon Q 8%, Amazon Quick 0% | 8% | 43 | 151,000,000 | 1,380,939 | |||
| Google Cloud parent site Google Gemini for Workspace 2% | 2% | 25 | 165,000 | 7,596 | |||
| Google Gemini | 2% | 6,120,000 | 8,866 | ||||
| Moveworks moveworks.com | 2% | 83 | 8,100 | 267 | 54,644 | 0 | 7 |
| Wonderchat wonderchat.io | 2% | 5 | 260 | 1 | 28,416 | 0 | |
| Aisera aisera.com | 2% | 51 | 1,600 | 74 | 4,287 | 0 | |
| Copilot Chat | 2% |
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 4.5ChatGPTno first choiceChangedMicrosoft 365 CopilotMicrosoft 365 Copilotagainst: Gleanno first choicenothing named
Six alternatives
1mind, BuildBetter, Claude for Enterprise, Gong, Microsoft Copilot, OutreachSix alternatives
ChatGPT, Claude for Enterprise, Glean, Google Gemini for Workspace, Moveworks, Salesforce AgentforceTwo alternatives
Amazon Q, Coworker AIGPT-5.4 miniMicrosoft 365 CopilotCopilot Chat, Microsoft 365 CopilotChangedMicrosoft 365 CopilotMicrosoft 365 Copilotno first choiceagainst: ChatGPT Atlas for Enterprise, Google Gemini
Three alternatives
Anthropic Claude via AWS Bedrock, Google Gemini, OpenAI Frontier / enterprise platformTwo alternatives
Amazon Q, Google GeminiFive alternatives
Amazon Q, Google Gemini, IBM watsonx Assistant, Oracle AI Assistant / Oracle Digital Assistant, Salesforce Einstein Copilot / Agentforce-style assistantsTwo alternatives
Anthropic Claude Enterprise, ChatGPTGemini 3.5 FlashGleanGlean, Microsoft 365 CopilotChangedGoogle Gemini, Microsoft 365 CopilotAmazon Qagainst: ChatGPT, Claude, Gleanno first choiceagainst: Amazon Bedrock, Amazon Q Developer, Anthropic Claude Enterprise, ChatGPT, Google Gemini, LangChain, Microsoft Copilot, Microsoft Copilot Studio, Salesforce Einstein, Tabnine
Six alternatives
ChatGPT, Claude for Enterprise, HubSpot Breeze AI, Microsoft 365 Copilot, Moveworks, Salesforce AgentforceFour alternatives
ChatGPT, Claude, Google Gemini for Workspace, MoveworksEight alternatives
Amazon Q, Amazon Quick, Claude Enterprise by Anthropic, Glean, IBM watsonx Assistant, OpenAI ChatGPT Enterprise, Palantir AIP, Salesforce AgentforceTwo alternatives
Google Workspace Gemini, Microsoft 365 CopilotPerplexity SonarChatGPTChatGPTHeldno first choiceAmazon Qagainst: ChatGPT, Claudeno first choiceagainst: ChatGPT, Claude, Google Gemini
Three alternatives
Amazon Q, Claude, Salesforce AgentforceSix alternatives
Comm100, Coveo, Drift, Glean, Intercom, NICEOne alternative
Microsoft 365 CopilotGrok 4.1 FastMicrosoft CopilotMicrosoft 365 CopilotChangedagainst: Amazon Qno first choiceAmazon Qagainst: Amazon Bedrock, Azure OpenAI, ChatGPT, Google Vertex AIno first choiceagainst: ChatGPT, GitHub Copilot, free Claude, free Gemini
Three alternatives
ChatGPT, Glean, Google Gemini for WorkspaceTwo alternatives
ChatGPT, Google Gemini for WorkspaceOne alternative
Microsoft 365 CopilotMistral SmallAisera, ChatGPTChatGPTChangedMicrosoft Copilotagainst: Google AssistantChatGPT, Microsoft 365 Copilotagainst: Glean, Moveworks, Salesforce Agentforceno first choicenothing named
One alternative
Google Vertex AITwo alternatives
IBM watsonx Assistant, Kore.aiTwo alternatives
ChatGPT, Salesforce EinsteinOne alternative
Amazon QDeepSeek V4 FlashGleanGleanHeldChatGPT, Microsoft 365 CopilotMicrosoft 365 Copilotagainst: ChatGPT, Claudeno first choiceagainst: ChatGPT, Claude, Copy.ai, Google Gemini, HeyGen, Leonardo AI, NightCafe, Pictory, Runway, Rytr, Writesonic
Four alternatives
ChatGPT, Microsoft 365 Copilot, Moveworks, SanaTwo alternatives
IBM watsonx Orchestrate, Microsoft 365 CopilotFour alternatives
Claude, Google Gemini, IBM watsonx Assistant, Salesforce Einstein GPTTwo alternatives
Google Gemini, Salesforce Einstein CopilotLlama 4 MaverickDecagonChatGPTChangedno first choiceAmazon Q, Claude, Microsoft 365 Copilotno first choicenothing named
Three alternatives
Amazon Q, ChatGPT, HubSpotThree alternatives
Claude, SiteGPT, WonderchatQwen 3.7 FlashChatGPT, Microsoft 365 CopilotGleanChangedMicrosoft CopilotMicrosoft 365 Copilotagainst: OpenAI's APIno first choiceagainst: GitHub Copilot, Microsoft Copilot, Notion AI, Slack AI
Five alternatives
Claude, Google Gemini, HubSpot Breeze AI, Intercom Fin, Salesforce AgentforceTwo alternatives
ChatGPT, Microsoft Copilot StudioFour alternatives
ChatGPT, Google Workspace AI, IBM watsonx, Salesforce EinsteinOne alternative
Google WorkspaceKimi K2Microsoft Copilot for EnterpriseMicrosoft 365 CopilotChangedMicrosoft 365 CopilotMicrosoft 365 Copilotagainst: Anthropic, Claudeno first choiceagainst: ChatGPT, Claude, Google Gemini
Four alternatives
ChatGPT, Glean, Google Gemini for Workspace, Salesforce AgentforceTwo alternatives
Glean, MoveworksFour alternatives
Amazon Q, ChatGPT, Claude, Google Gemini for WorkspaceTwo alternatives
Amazon Q, Google Workspace with GeminiGLM 4.7 FlashXChatGPT, Microsoft 365 CopilotMicrosoft 365 CopilotChangedMicrosoft 365 CopilotMicrosoft 365 Copilotno first choiceagainst: ChatGPT, Claude, Cursor, GitHub Copilot, Google Gemini, Microsoft 365 Copilot, Otter.ai, Tabnine, Windsurf
Two alternatives
Claude, Google GeminiThree alternatives
Console, Glean, LindyEight alternatives
Anthropic Claude Enterprise, Glean, Google Gemini, IBM watsonx Assistant, Lindy, OpenAI ChatGPT Enterprise, Salesforce Einstein GPT, Slite AgentTwo alternatives
Amazon Q, ChatGPTMiniMax M2.5no first choiceMoveworks, WonderchatChangedChatGPT, Microsoft 365 CopilotGoogle Gemini for Workspaceagainst: ChatGPT, Microsoft Copilotno first choiceagainst: ChatGPT
Seven alternatives
6sense, ActiveCampaign, Cognism, Glean, HubSpot Marketing Hub, HubSpot Sales Hub, Salesforce Einstein GPTTwo alternatives
ChatGPT, Zendesk AIThree alternatives
Amazon Q, Google Gemini, IBM watsonxGPT-6 LunaChatGPTChatGPTHeldno first choiceMicrosoft 365 Copilotagainst: ChatGPT, Claudeno first choiceagainst: Anthropic, ChatGPT, Claude, Copilot, DeepSeek, Google Gemini, Microsoft Copilot, OpenAI
Three alternatives
Google Gemini, Microsoft Copilot, Salesforce AgentforceTwo alternatives
Google Gemini, Microsoft 365 CopilotSix alternatives
Amazon Quick, ChatGPT, Claude, Glean, Google Gemini, Microsoft Copilot in Microsoft 365One alternative
Gemini in WorkspaceMuse Glimmer 30BMicrosoft 365 CopilotMicrosoft 365 CopilotHeldMicrosoft 365 Copilot, OpenAI ChatGPT EnterpriseGoogle Gemini, Microsoft 365 Copilotagainst: ChatGPTno first choiceagainst: ChatGPT, Claude, Copilot, DeepSeek, Google Gemini, Google's Gemini Enterprise, Llama, Microsoft 365 Copilot, Mistral, OpenAI's ChatGPT Enterprise, Perplexity Enterprise Pro
Four alternatives
ChatGPT, Claude, Google Gemini, ServiceNow Virtual AgentTwo alternatives
Google Gemini, ServiceNow EmployeeWorksThree alternatives
Anthropic Claude Enterprise, Google Gemini Enterprise for Workspace, Salesforce Einstein Copilot / Einstein GPTOne alternative
Amazon QBold 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 | 2026-10-04 22:51 | yes | 9 | 8 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-04 23:58 | yes | 4 | 6 s |
| Direct recommendation | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-04 22:12 | yes | 13 | 25 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-10-05 01:02 | yes | 20 | 3 s |
| Direct recommendation | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-05 00:20 | yes | 22 | 9 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-10-05 00:27 | yes | 15 | 8 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-05 00:20 | yes | 24 | 36 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-05 00:53 | yes | 5 | 3 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-04 23:50 | yes | 25 | 60 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-05 00:33 | yes | 10 | 15 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-05 00:24 | yes | 25 | 29 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-05 00:59 | yes | 10 | 23 s |
| Direct recommendation | GPT-6 Luna | gpt-6-luna | 2026-10-04 22:31 | yes | 4 | 14 s |
| Direct recommendation | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-05 00:05 | yes | 15 | 23 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-05 00:42 | no | 0 | 5 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-05 01:14 | yes | 3 | 6 s |
| Paraphrase | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-05 01:53 | yes | 12 | 28 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-10-04 23:53 | yes | 25 | 4 s |
| Paraphrase | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-05 01:12 | yes | 25 | 8 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-10-05 01:00 | yes | 13 | 7 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-05 01:27 | yes | 22 | 36 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-04 23:36 | yes | 5 | 2 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-05 01:57 | no | 0 | 29 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-05 00:04 | yes | 15 | 22 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-04 22:50 | yes | 25 | 37 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-04 22:23 | yes | 8 | 40 s |
| Paraphrase | GPT-6 Luna | gpt-6-luna | 2026-10-04 22:15 | yes | 4 | 14 s |
| Paraphrase | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-05 01:33 | yes | 25 | 24 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-04 22:36 | yes | 16 | 15 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-05 01:01 | yes | 4 | 8 s |
| Comparative | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-05 00:44 | yes | 24 | 28 s |
| Comparative | Perplexity Sonar | sonar | 2026-10-04 22:48 | yes | 19 | 5 s |
| Comparative | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-05 01:26 | yes | 23 | 10 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-10-05 00:02 | yes | 13 | 9 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-04 23:27 | yes | 24 | 50 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-04 22:32 | yes | 5 | 2 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-05 00:57 | no | 0 | 26 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-04 22:23 | yes | 15 | 19 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-05 00:42 | yes | 24 | 61 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-05 01:48 | yes | 9 | 40 s |
| Comparative | GPT-6 Luna | gpt-6-luna | 2026-10-05 00:46 | yes | 7 | 30 s |
| Comparative | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-05 00:32 | yes | 24 | 44 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-05 01:36 | yes | 17 | 10 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-04 22:44 | yes | 3 | 6 s |
| Budget constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-05 00:32 | yes | 16 | 34 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-10-05 01:40 | yes | 20 | 3 s |
| Budget constrained | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-05 01:53 | yes | 25 | 9 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-10-05 00:38 | yes | 5 | 4 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-05 00:33 | yes | 25 | 59 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-05 01:53 | yes | 5 | 2 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-05 00:16 | no | 0 | 26 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-05 00:32 | yes | 25 | 41 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-05 00:03 | yes | 25 | 46 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-05 00:36 | yes | 23 | 78 s |
| Budget constrained | GPT-6 Luna | gpt-6-luna | 2026-10-04 23:09 | yes | 3 | 20 s |
| Budget constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-05 01:22 | yes | 14 | 26 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-05 00:47 | yes | 18 | 16 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-05 01:24 | no | 0 | 10 s |
| Scale constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-05 01:01 | yes | 12 | 27 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-10-04 22:23 | yes | 19 | 5 s |
| Scale constrained | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-05 00:40 | yes | 20 | 11 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-10-04 23:50 | no | 0 | 7 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-04 23:52 | yes | 22 | 59 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-05 00:14 | yes | 5 | 4 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-04 23:17 | no | 0 | 24 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-04 22:26 | yes | 25 | 34 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-05 00:26 | yes | 12 | 96 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-05 00:56 | no | 0 | 52 s |
| Scale constrained | GPT-6 Luna | gpt-6-luna | 2026-10-04 23:28 | yes | 3 | 19 s |
| Scale constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-04 23:20 | yes | 10 | 19 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-05 00:13 | yes | 18 | 11 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-04 23:58 | yes | 8 | 8 s |
| Negative framing | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-04 23:50 | yes | 10 | 24 s |
| Negative framing | Perplexity Sonar | sonar | 2026-10-05 01:55 | yes | 19 | 3 s |
| Negative framing | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-05 01:48 | yes | 25 | 12 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-10-05 00:20 | yes | 5 | 6 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-05 00:18 | yes | 22 | 56 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-05 01:03 | yes | 5 | 2 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-05 00:28 | yes | 15 | 60 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-05 01:28 | yes | 24 | 24 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-05 00:18 | yes | 23 | 39 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-05 01:15 | yes | 19 | 67 s |
| Negative framing | GPT-6 Luna | gpt-6-luna | 2026-10-04 23:38 | yes | 3 | 29 s |
| Negative framing | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-05 00:39 | yes | 15 | 26 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
Copilot Studio read as Microsoft Copilot Studio
HubSpot Breeze read as HubSpot Breeze AI
Microsoft Copilot for Microsoft 365 read as Microsoft 365 Copilot
Unresolved, counted raw
ActiveCampaign
AirgapAI
Anthropic Claude for Enterprise
Anthropic Claude via AWS Bedrock
Anthropic's Claude for enterprises
BuildBetter
ChatGPT Atlas for Enterprise
Claude Enterprise by Anthropic
Cohere Command R+
Comm100
Coveo
Crescendo.ai
Google Assistant
Google Gemini Enterprise for Workspace
Google's Duet AI
HeyGen
Leonardo AI
Llama
Microsoft Copilot in Microsoft 365
NightCafe
OpenAI Frontier / enterprise platform
OpenAI's API
OpenAI's enterprise solutions
Oracle AI Assistant / Oracle Digital Assistant
Outreach
Pictory
Rytr
SAP Joule
Salesforce Einstein Copilot
Salesforce Einstein Copilot / Agentforce-style assistants
Salesforce Einstein Copilot / Einstein GPT
Salesforce Einstein SDR Agent
Sana Agents
Slack's AI features
Worqlo
Writesonic
ZoomInfo Copilot
free Claude
free Gemini
Discontinued, still offered
No shut-down product was recommended here.