# ChatGPT vs Amazon Q: which do AI models recommend for Enterprise AI, October 2026

IT AI Recommendation Index, October 2026 Edition, Enterprise AI assistants. Two of fourteen models named ChatGPT first on the direct prompt; zero named Amazon Q. Page: https://it-ai-index.com/it-data/enterprise-ai-assistants/chatgpt-vs-amazon-q/

| | First-choice share | Rank | Negative rate | Labels | Models naming it |
|---|---|---|---|---|---|
| ChatGPT | 25% | #1 of 7 | 21% | 47 | 14 of 14 |
| Amazon Q | 10% | #3 of 7 | 19% | 16 | 10 of 14 |

## The direct prompt, model by model

- GPT-5.4 mini: chatgpt first (first choices: ChatGPT) (alternatives: Gemini for Workspace, Google Gemini, Microsoft Copilot)
- GPT-6 Luna: chatgpt first (first choices: ChatGPT) (alternatives: Google Workspace with Gemini, Microsoft 365 Copilot)
- Mistral Small: neither first, one named (first choices: Gong) (alternatives: ChatGPT, HubSpot AI, Monday.com Revenue AI OS)
- DeepSeek V4 Flash: neither first, one named (first choices: Microsoft 365 Copilot) (alternatives: ChatGPT, Claude, Glean Assistant, Google Gemini)
- Claude Haiku 4.5: neither named (first choices: 1mind, AI Hive) (alternatives: Gong, Microsoft Copilot)
- Gemini 3.5 Flash: neither named (first choices: Glean, Microsoft 365 Copilot) (alternatives: 1mind, ChatGPT Team or Enterprise, Moveworks)
- Perplexity Sonar: neither named (first choices: HubSpot with Breeze AI) (alternatives: Artisan, Glean, Microsoft 365 Copilot, Regie.ai, Writer, ZoomInfo)
- Grok 4.1 Fast: neither named (first choices: Microsoft Copilot) (alternatives: Glean, Gong, Salesforce Einstein)
- Llama 4 Maverick: neither named
- Qwen 3.7 Flash: neither named (first choices: HubSpot Breeze AI) (alternatives: Apollo, Chorus, Clay, Gong, Microsoft Copilot, Salesforce Einstein, Slack AI)
- Kimi K2: neither named (first choices: Microsoft 365 Copilot) (alternatives: Gong)
- GLM 4.7 FlashX: neither named (first choices: Microsoft 365 Copilot) (alternatives: Gong, HubSpot Breeze AI, Monday CRM with AI)
- MiniMax M2.5: neither named
- Muse Glimmer 30B: neither named (first choices: HubSpot Breeze AI) (alternatives: Gong Revenue AI OS, Intercom, Respond.io)

## What the models said about ChatGPT

- "Multiple major companies have banned it after data leaks" (MiniMax M2.5, negative prompt, hard negative)
- "several major enterprise platforms—including ChatGPT Enterprise, Gemini Enterprise, and Salesforce Einstein—can be tricked into leaking data" (Qwen 3.7 Flash, negative prompt, soft negative)
- "tools that look like consumer ChatGPT/Claude/Gemini-style accounts but are used in a company setting without enterprise controls" (Perplexity Sonar, negative prompt, soft negative)
- "ChatGPT Enterprise - extends OpenAI's chatbot with higher-speed access, longer context windows, and enterprise controls like single sign-on (SSO) and admin consoles" (Llama 4 Maverick, paraphrase prompt, first choice)
- "ChatGPT Business remains the most balanced option for customer support drafting, creative brainstorming, and general workflow acceleration." (Qwen 3.7 Flash, budget prompt, first choice)
- "My default recommendation for a mid-sized B2B company is ChatGPT Enterprise because it is the most versatile company-wide assistant" (Perplexity Sonar, paraphrase prompt, first choice)

## What the models said about Amazon Q

- "While GitHub Copilot, Amazon Q, and similar developer tools greatly speed up boilerplate coding, they come with a major catch." (Gemini 3.5 Flash, negative prompt, soft negative)
- "Amazon Q Business (AWS-Dependent Organizations) Concerns include: Vendor Lock-in" (Kimi K2, negative prompt, soft negative)
- "Noted as closed to new customers as of July 31, 2026 in one vendor comparison." (Muse Glimmer 30B, comparative prompt, soft negative)
- "For the absolute lowest cost with solid enterprise features, Amazon Q Business at $20/user/month is your best bet." (Claude Haiku 4.5, budget prompt, first choice)
- "The best enterprise AI assistant for a company with a limited budget is Amazon Q Business, which costs $20/user/month" (Llama 4 Maverick, budget prompt, first choice)
- "Amazon Q Business Lite at $3/user/month is the most budget‑friendly enterprise AI assistant available today" (GLM 4.7 FlashX, budget prompt, first choice)

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; rank is within the category. Comparisons are drawn for the top eight products in each category. Published under CC BY 4.0; the output is the models' output, and nothing here is a recommendation by the index.