Enterprise AI assistants for small business buyers
Asked as “enterprise AI assistant”, and as “company-wide AI chatbot for employees”, on behalf of a small B2B company. 55 first choices recorded across the direct, paraphrase, budget and scale prompts, twelve models each. Added to the September 2026 Edition; 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
47%
Clear leader
47ChatGPT11Microsoft 365 Copilot11Microsoft Copilot31others
47% of first choices, clear leader.
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 a small B2B company. Ordered by share.
ProductFirst-choice shareNegative rateLabelsQuadrant
Show the one product 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.
ChatGPT is made by OpenAI, whose model GPT-5.4 mini is in the set. On the four share prompts that model made it the first choice one time of 4; the other eleven models nineteen times of 44. 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 eleven models three times of 44. 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 eleven models one time of 44. Lab treatment is defined on the method page; the row is marked, not excluded.
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
03G04
05
06Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative60%
Key
01ChatGPT47%
ChatGPT47%02Microsoft 365 Copilot11%
Microsoft 365 Copilot11%03Microsoft Copilot11%
Microsoft Copilot11%04Google Gemini5%
05Claude2%
Claude2%06Glean0%
Glean0%What they warned about
Zero of twelve 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 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.
ChatGPT19%
13 of 67 labels negative · 11 of 12 models · 3 hard negative
“AI Assistants to Avoid or Approach with Extreme Caution ... ChatGPT Enterprise (OpenAI) ... 150-seat minimum, making it impractical for teams under that size” Grok 4.1 Fast, negative prompt
Microsoft 365 Copilot19%
7 of 37 labels negative · 6 of 12 models · 2 hard negative
“Avoid unless you already run deep on Microsoft 365 or Salesforce and have clean, well-organized data. The ROI math rarely works for a small team.” DeepSeek V4 Flash, negative prompt
Claude21%
7 of 33 labels negative · 6 of 12 models · 1 hard negative
“usage-based token billing on top can balloon costs ... Unbundled pricing surprises small teams without heavy oversight” Grok 4.1 Fast, negative prompt
Microsoft Copilot21%
5 of 24 labels negative · 5 of 12 models · 2 hard negative
“When to avoid: If your business doesn’t heavily rely on Microsoft 365, or if you can’t afford per-seat licensing with no clear ROI for small teams.” GLM 4.7 FlashX, negative prompt
What they cite
Citations exist only for the models that return a source list: fourteen of the twelve in this edition, and all six flagship models on the expanded tier.
Sites the answers cite
78 of 84 answers in this category came back with a source list, from 14 of 12 models: citations where the model returns them, or the search results it consulted. 1060 links across 395 sites, every framing counted. Ranked by the number of answers carrying the site or page.
vendor site · Slite42 answers · 61 citations · 11 models
vendor site · Rework26 answers · 33 citations · 10 models
17 answers · 18 citations · 10 models
17 answers · 17 citations · 8 models
vendor site · Microsoft15 answers · 20 citations · 5 models
15 answers · 15 citations · 8 models
vendor site · OpenAI13 answers · 21 citations · 7 models
vendor site · Moveworks11 answers · 14 citations · 7 models
11 answers · 11 citations · 8 models
vendor site · Lindy10 answers · 13 citations · 7 models
vendor site · Slack10 answers · 13 citations · 9 models
vendor site · CustomGPT.ai10 answers · 11 citations · 6 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.
41 answers · 11 models
23 answers · 10 models
17 answers · 8 models
14 answers · 8 models
10 answers · 7 models
9 answers · 6 models
9 answers · 7 models
9 answers · 5 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 |
|---|---|---|---|---|---|---|---|
| ChatGPT chatgpt.com | 47% | 193 | 124,000,000 | 218,639 | |||
| Microsoft parent site Microsoft 365 Copilot 11%, Microsoft Copilot 11%, Microsoft 365 Copilot Chat 2% | 24% | 126 | 2,240,000 | 403,136 | |||
| Google Gemini | 5% | 6,120,000 | 8,866 | ||||
| Amazon parent site Amazon Q 5% | 5% | 43 | 151,000,000 | 1,380,939 | |||
| Claude claude.com | 2% | 105 | 5,000,000 | 53,240 | 3,090,945 | $1,889 | 120 |
| Perplexity Enterprise Pro perplexity.ai | 2% | 13 | 260 | 20 | 4,291,444 | 108 | |
| Claude for Enterprise | 2% | ||||||
| Dust | 2% | ||||||
| Tidio tidio.com | 2% | 33 | 6,600 | 102 | 79,128 | 64 | |
| Claude for Work | 2% |
Google's top ten for the three searches hold 19 sites; 1 of them are among the sites the models cited here (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 small B2B company?”Paraphrase“Which company-wide AI chatbot for employees would you recommend to a small business that sells to other businesses?”Comparative“What are the top enterprise AI assistants for a small team and how do they differ?”Budget-constrained“What is the best enterprise AI assistant for a small company with a tight budget?”Scale-constrained“We are a 30 person company evaluating an enterprise AI assistant. What should we look at?”Negative“Which enterprise AI assistants should a small business avoid or be cautious about?”
Claude Haiku 4.5Microsoft CopilotWonderchatChangedGuru, Notion AIagainst: Google Gemini, Microsoft Copilot, MoveworksGoogle Gemini, Microsoft 365 Copilotno first choiceagainst: ChatGPT, Claude for Work, Google Gemini, Microsoft 365 Copilot
Four alternatives
Aisera Assistant, HelpJet, HubSpot AI, PipedriveThree alternatives
Chatbase, Guru, Tettra's KaiThree alternatives
Coworker, Lindy, SierraTwo alternatives
Amazon Q, HelpJetGPT-5.4 miniChatGPTMicrosoft 365 CopilotChangedMicrosoft 365 CopilotMicrosoft 365 Copilot Chatno first choiceagainst: Claude, Copilot
Two alternatives
Gemini for Workspace, Microsoft 365 CopilotThree alternatives
ChatGPT, Glean, Google GeminiSix alternatives
Claude, Gemini for Workspace, Google Gemini, Notion, Notion AI, Slack AI / SlackbotTwo alternatives
Amazon Q for SMB, Google GeminiGemini 3.5 FlashChatGPTDustChangedChatGPTChatGPTChatGPT, Claude for Enterpriseagainst: ChatGPTagainst: ChatGPT, Claude, Free ChatGPT, Google Gemini, Microsoft 365 Copilot, Salesforce Agentforce
Eight alternatives
Claude for Work, Fireflies.ai, Google Gemini for Workspace, HubSpot Breeze AI, Meta Muse for Small Business, Microsoft Copilot for M365, OpenAI Dots, Reply.ioThree alternatives
ChatGPT, Google Gemini, Microsoft CopilotSix alternatives
Claude for Enterprise, Fireflies.ai, Google Gemini, Granola, Microsoft Copilot, Perplexity Enterprise ProFour alternatives
Claude, Google Gemini, Microsoft Copilot, Slite AgentFour alternatives
Dust.tt, Gemini for Workspace, Glean, Microsoft CopilotPerplexity SonarChatGPTTidioChangedChatGPTChatGPTagainst: Microsoft 365 Copilotno first choicenothing named
Three alternatives
Apollo, Claude for Work, CustomGPT.aiTwo alternatives
Botsonic, LindyFive alternatives
Claude, Glean, Google Workspace Gemini, Microsoft Copilot, Slite AgentTwo alternatives
Amazon Q, Google GeminiGrok 4.1 FastChatGPTMicrosoft CopilotChangedChatGPT, Claudeagainst: GrokChatGPTagainst: Glean, Microsoft 365 Copilotno first choiceagainst: Amazon Q, ChatGPT, Claude, Glean, Gong, Microsoft 365 Copilot, Salesforce Einstein
Three alternatives
Anthropic's Claude, Google Gemini for Workspace, Microsoft 365 CopilotThree alternatives
Botpress, Google Gemini, Slack AITwo alternatives
Google Gemini, Microsoft 365 CopilotTwo alternatives
Amazon Q, Google GeminiMistral SmallChatGPT, Claude for WorkChatGPTChangedChatGPT, Google Gemini for Google WorkspaceAmazon Qagainst: ChatGPTno first choicenothing named
Two alternatives
Google Gemini, Microsoft 365 CopilotTwo alternatives
Drift, TidioOne alternative
Microsoft 365 CopilotDeepSeek V4 FlashChatGPT, Microsoft 365 CopilotChatGPTChangedagainst: GleanChatGPTChatGPTagainst: Notion AIno first choiceagainst: Amazon Bedrock, Anthropic Claude Enterprise, Azure AI Foundry, ChatGPT, Glean, Google Gemini, Google Vertex AI, IBM watsonx, Microsoft 365 Copilot, Perplexity Enterprise Pro, Salesforce Agentforce
Two alternatives
Claude, Google Gemini for WorkspaceTwo alternatives
Chatbase, Microsoft 365 CopilotFive alternatives
Claude, Google Gemini, Lindy, Microsoft 365 Copilot, Slite AgentTwo alternatives
Gemini for Google Workspace, Microsoft 365 CopilotFour alternatives
ChatGPT, Claude, Google Gemini, Microsoft CopilotLlama 4 MaverickChatGPT, ClaudeDriftChangedChatGPTagainst: Amazon QChatGPTno first choiceagainst: Microsoft Dynamics 365, Salesforce Einstein
Two alternatives
Google Gemini, Microsoft 365 CopilotTwo alternatives
ChatGPT, TidioFour alternatives
Claude, Google Gemini, Microsoft 365 Copilot, Slite AgentOne alternative
Google WorkspaceQwen 3.7 FlashMicrosoft Copilot, Perplexity Enterprise ProMicrosoft CopilotChangedGoogle Gemini for Workspace, Microsoft 365 Copilotagainst: ClaudeGoogle Geminiagainst: Microsoft Copilotno first choiceagainst: ChatGPT, Gemini Personal, IBM watsonx Assistant
Six alternatives
Clay, GitHub Copilot, Glean, Google Duet AI, HubSpot Copilot, Notion AIThree alternatives
ChatGPT Business Plan, Guru, Notion AIOne alternative
ChatGPTTwo alternatives
ChatGPT, Slite AgentKimi K2ChatGPT Team or EnterpriseChatGPTChangedChatGPT, Claude for Enterpriseagainst: Glean, Microsoft 365 CopilotChatGPTagainst: Microsoft CopilotChatGPTagainst: ChatGPT, Drift, Gorgias, Intercom, ServiceNow Now Assist, Tidio, Zendesk AI
Three alternatives
Microsoft 365 Copilot, Pipedrive, X.aiOne alternative
Microsoft 365 CopilotTwo alternatives
Notion AI, Slack AIOne alternative
ClaudeFour alternatives
Claude, Google Gemini, Microsoft Copilot, Slite AgentGLM 4.7 FlashXChatGPT, Microsoft 365 CopilotSlackbotChangedChatGPTGoogle GeminiMicrosoft Copilotagainst: ChatGPT, Microsoft Copilot
Two alternatives
Claude, Google Workspace with GeminiThree alternatives
Chatbase, Microsoft Copilot, Slack AITen alternatives
Copy.ai, Dust, Glean, Google Gemini, Jasper, Lindy AI, Microsoft 365 Copilot, Perplexity Enterprise Pro, Slite Agent, WriterFour alternatives
Boei, ChatGPT, Intercom Fin AI Agent, Microsoft 365 Business Standard with CopilotFour alternatives
ChatGPT, Claude, CustomGPT.ai, ZapierMiniMax M2.5ChatGPTMicrosoft 365 CopilotChangedChatGPT, Claudeagainst: Amazon QAmazon Qagainst: ChatGPTno first choiceagainst: Alexa, Siri
Three alternatives
Gong, Pipedrive AI, X.aiThree alternatives
Google Gemini for Workspace, Guru, WorkativThree alternatives
Google Gemini, Microsoft 365 Copilot, Reclaim.aiTwo alternatives
Google Workspace AI, Microsoft 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
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 | 2026-10-04 23:54 | yes | 9 | 9 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-05 01:50 | yes | 3 | 4 s |
| Direct recommendation | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-05 01:31 | yes | 13 | 29 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-10-05 00:36 | yes | 17 | 3 s |
| Direct recommendation | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-05 00:15 | yes | 22 | 14 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-10-05 01:41 | yes | 5 | 4 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-05 00:24 | yes | 24 | 36 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-05 00:34 | yes | 5 | 2 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-05 01:10 | no | 0 | 28 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-05 00:13 | yes | 8 | 18 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-04 22:49 | yes | 25 | 53 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-05 01:53 | yes | 5 | 10 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-05 00:46 | yes | 18 | 10 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-04 23:19 | yes | 3 | 5 s |
| Paraphrase | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-04 23:09 | yes | 9 | 23 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-10-05 00:36 | yes | 17 | 3 s |
| Paraphrase | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-04 23:04 | yes | 23 | 7 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-10-05 00:59 | yes | 5 | 5 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-04 23:46 | yes | 23 | 46 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-05 01:38 | yes | 5 | 3 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-05 00:22 | no | 0 | 27 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-04 23:36 | yes | 20 | 21 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-05 01:02 | yes | 20 | 40 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-05 01:24 | yes | 13 | 79 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-05 00:24 | yes | 9 | 8 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-05 01:53 | yes | 2 | 5 s |
| Comparative | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-05 01:28 | yes | 8 | 24 s |
| Comparative | Perplexity Sonar | sonar | 2026-10-04 22:11 | yes | 20 | 4 s |
| Comparative | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-05 00:54 | yes | 24 | 10 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-10-04 23:24 | yes | 18 | 12 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-05 00:39 | yes | 23 | 65 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-05 00:31 | yes | 5 | 3 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-05 00:22 | yes | 19 | 64 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-05 00:35 | yes | 15 | 26 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-05 01:57 | yes | 21 | 114 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-05 01:54 | yes | 5 | 50 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-05 01:51 | yes | 18 | 8 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-05 01:56 | yes | 3 | 3 s |
| Budget constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-05 01:00 | yes | 17 | 29 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-10-05 01:21 | yes | 20 | 4 s |
| Budget constrained | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-04 23:52 | yes | 24 | 11 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-10-05 00:48 | yes | 5 | 3 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-05 01:54 | yes | 21 | 34 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-04 22:14 | yes | 5 | 2 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-05 00:43 | yes | 9 | 43 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-04 23:05 | yes | 18 | 18 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-05 00:48 | yes | 24 | 27 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-04 22:29 | yes | 10 | 17 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-05 00:57 | no | 0 | 8 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-04 22:26 | no | 0 | 11 s |
| Scale constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-05 00:53 | yes | 11 | 28 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-10-05 00:48 | yes | 19 | 4 s |
| Scale constrained | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-05 01:44 | yes | 20 | 10 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-10-05 01:03 | no | 0 | 7 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-04 23:05 | yes | 19 | 51 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-05 01:05 | yes | 5 | 2 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-05 00:25 | no | 0 | 25 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-05 01:51 | yes | 15 | 22 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-05 01:30 | yes | 15 | 47 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-05 01:57 | yes | 5 | 21 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-05 00:58 | yes | 17 | 10 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-05 00:07 | yes | 5 | 8 s |
| Negative framing | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-04 22:51 | yes | 24 | 31 s |
| Negative framing | Perplexity Sonar | sonar | 2026-10-05 00:34 | yes | 23 | 4 s |
| Negative framing | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-05 00:58 | yes | 22 | 12 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-10-05 01:39 | yes | 9 | 7 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-04 23:52 | yes | 25 | 50 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-05 00:15 | yes | 5 | 3 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-05 01:13 | yes | 9 | 37 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-05 01:04 | yes | 25 | 43 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-05 01:41 | yes | 22 | 48 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-05 01:18 | yes | 8 | 21 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
None. Every name in this category resolved on its own.
Unresolved, counted raw
Aisera Assistant
Alexa
Amazon Q for SMB
Anthropic's Claude (Team/Pro plans)
Bluehost All-Access
Botsonic
Canva Free
ChatGPT Business Plan
Claude Enterprise - Anthropic
Coworker
Dust.tt
Gemini Personal
GoSearch
Google AI Pro
Google Gemini for Google Workspace
Google Gemini for Workspace - Google
Granola
HubSpot Copilot
Jasper
Lindy AI
Meta Muse
Meta Muse for Small Business
Microsoft 365 Business Standard with Copilot
OpenAI Dots
Perplexity's Comet
Perspective AI
Pipedrive AI
Reply.io (with Jason AI)
Sintra
Siri
Tettra's Kai
custom-on-Bedrock / self-host
Discontinued, still offered
No shut-down product was recommended here.