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Compare AI models

Choose two models from the same AI category to compare equivalent plans, capabilities and technical details.

Amazon Web Services (AWS)

Amazon Q

84%
Mistral AI

Mistral Le Chat

80%

Estimated Belliste score, based on the available capabilities, quality, features and pricing information. It is an indicative profile estimate, not an independent benchmark.

How this profile estimate is calculated

Capabilities contribute 35%, quality wording 30%, listed features 20%, and pricing 15% when available. When capability fields are absent, specialization breadth supplies a 25% fallback. Missing categories are omitted and the remaining weights are rescaled. The estimate uses each model’s own published profile; it does not measure answer accuracy or replace a hands-on test.

OverviewAmazon QMistral Le Chat
PriceBusiness Lite from $3/user/month · Pro from $20/user/monthFree $0/month · Pro from $14.99/month
Free planNo permanent free Business seat plan; Developer Free tier is separateFree with limited messages, searches, coding, images and files
Paid plansBusiness Lite $3/user/month · Business Pro $20/user/monthPro from $14.99/month · Team from $24.99/user/month · Enterprise custom
Usage limitsIndex capacity billed separately; Lite and Pro features differ
vs
Usage is subject to fair-use limits; Pro increases search, message, image and storage allowances
SpecializationEnterprise AI Assistant · Knowledge Search · Business Productivity · AWS DevelopmentAI Chat & Assistants · Research · Productivity · Coding
QualityStrong permission-aware enterprise search and citations; separate developer product for codingVersatile multilingual assistant and agentic workspace, with stronger tools on paid plans
FeaturesCited Enterprise Q&A · File Analysis · 40+ Connectors · Amazon Q Apps · Custom Plugins · SSOWeb Search · Deep Research · Canvas · File Analysis · Skills · Connectors · Coding Agents

Key comparison

SpecificationAmazon QMistral Le Chat
Starting PriceBusiness Lite from $3/user/month · Business Pro from $20/user/month; index capacity billed separately. Developer has a separate Free tier.Free $0/month · Pro from $14.99/month (US list price, excluding taxes)
AI ModelsAWS-managed foundation models via Amazon Bedrock; Amazon Q Business does not expose a universal user-facing model selector.Mistral models; Mistral Medium 3.5 announced as default for Vibe Work/Code in 2026. Models may change by mode and deployment.
Context WindowNot published as one user-visible token limit; retrieval/indexing and response length depend on service configuration and subscription.No single published Vibe app context limit; underlying Mistral Medium 3.5 has 256K-token model context, not necessarily the app allowance.
Advanced ReasoningAnalysis and reasoning over enterprise sources; agentic retrieval-augmented generation supported in Q Business.Fast/think conversational toggle; Vibe Work executes longer multi-step reasoning and tool workflows.
Web SearchAmazon Q Web Crawler can index configured websites; no universal live public-web search feature comparable to consumer search assistants.Search public web and open URLs; search quotas differ by Free, Pro and Team plans.
Deep ResearchMulti-source enterprise synthesis with cited responses; a separately branded Deep Research mode with published report quotas is not documented.Deep Research Skill in Vibe Work synthesizes web and connected documents into sourced analysis; no universal monthly quota disclosed.
Image UnderstandingExtracts insights from visual elements in PDFs, Word, PowerPoint, Google Docs and Slides; image understanding depends on source and ingestion.Image upload and visual analysis of screenshots, photographs and diagrams; limits depend on plan.
Image GenerationNative text-to-image generation is not a standard Amazon Q Business chat capability; AWS offers separate image-generation services.Text-to-image generation and editing; Pro allowance up to 40× Free, subject to fair use.
Voice InputNative consumer-style voice input is not listed as a standard Amazon Q Business web chat feature.Voice mode supports recording or uploading audio for transcription and question answering.
Voice ConversationsContinuous real-time spoken conversations are not documented as a standard Amazon Q Business feature.Voice mode available in Vibe; specific real-time two-way voice availability and language limits not uniformly disclosed.
Video UnderstandingCan answer questions from indexed multimedia content including video through supported data sources; direct video upload support is not universally documented.General video-file analysis capability and limits not explicitly documented in current Vibe specifications.
Conversation MemoryMaintains context within an existing chat and allows users to continue previous conversations; long-term cross-chat personal memory not generally documented.Legacy Memories mapped to Vibe Knowledge Base; reusable context from files and prior saved information.
File AnalysisUpload files into chat for summaries, questions and data analysis; supported types and size caps depend on the web experience configuration.Documents, spreadsheets, images and code; PDF, DOC/DOCX, PPT/PPTX, XLS/XLSX, CSV, JSON, XML, TXT and other supported formats.
Integrations40+ managed enterprise data connectors, including S3, SharePoint, OneDrive, Google Drive, Slack, Jira, Salesforce and ServiceNow.Email, calendar, Slack, Notion, GitHub, Google Drive, SharePoint and additional connectors; availability varies by account.

Pricing

2 specifications +
SpecificationAmazon QMistral Le Chat
Free PlanNo permanent free Amazon Q Business seat plan documented. Amazon Q Developer offers a separate Free tier for IDE/CLI assistance and limited advanced requests.Free tier: web/mobile chat, limited messages and web searches, limited coding sessions, image generation, document uploads and up to 5 scheduled tasks.
Usage LimitsBusiness Lite: permission-aware answers of about one page; Pro: answers up to about seven pages plus Q Apps, plugins and advanced integrations. Index capacity billed separately.Pro: up to 6× Free messages and 5× Free web searches, up to 40× Free image generations, up to 15 GB file library; fair-use applies. Team: up to 30 GB per user.

Overview

3 specifications +
SpecificationAmazon QMistral Le Chat
Primary Use CaseEnterprise knowledge assistant for permission-aware search, cited Q&A, document summaries and business actions.Conversational AI, research, productivity automation and coding; Le Chat was renamed Mistral Vibe in August 2026.
Best ForEnterprise employees / Internal knowledge bases / IT and HR help desks / Secure document research / AWS teams.Research, document drafting, software development, connected-app workflows, privacy-conscious organizations.
PlatformsAmazon Q Business web app, embedded web experiences, Chrome/Firefox/Edge extensions, Slack and Microsoft Teams integrations; Developer separately supports IDE/CLI.Web, iOS, Android, CLI and IDE integrations (VS Code / JetBrains); interfaces differ by Vibe Chat, Work and Code.

AI & Models

3 specifications +
SpecificationAmazon QMistral Le Chat
Model SelectionManaged by AWS for Business chat; model selection not offered as a standard consumer-style dropdown.Vibe routes tools/models by task; explicit fast/think toggle in chat; precise manual model choices vary by mode.
Knowledge CutoffDepends on managed underlying models; indexed company content refreshes through connector synchronization.Varies by Mistral model; live web search and connected sources supply more recent information.
Real-time Web AccessEnterprise data retrieval from synchronized connectors; optional web crawler indexes configured sites. Not a general-purpose live public web search assistant.Web search and Open URL in Vibe Work; Pro web-search allowance up to 5× Free.

Chat & Reasoning

3 specifications +
SpecificationAmazon QMistral Le Chat
General ChatConversational question answering, summaries, brainstorming and follow-up questions grounded in enterprise content.Vibe Chat supports turn-based questions, writing, summaries, planning and conversations.
Citations / SourcesIn-text citations, source titles, clickable links and contextual snippets from indexed company documents.Web-backed research can reference sources; sourced analysis and reports in Vibe Work.
Custom InstructionsAdmins configure answer restrictions, blocked topics, relevance and app settings; Pro supports custom action plugins.Custom instructions and reusable Skills for task-specific behavior, templates and workflows.

Productivity

5 specifications +
SpecificationAmazon QMistral Le Chat
Coding AssistanceAmazon Q Developer (separate product) provides IDE/CLI code suggestions, debugging, code transformation and AWS development assistance.Vibe Code in CLI, IDE and web; Devstral-powered coding workflows, remote agents, code changes and debugging.
Data AnalysisAmazon Q Business can analyze uploaded files and connected business data; Pro includes Amazon Q in QuickSight Reader Pro for natural-language analytics.Analyze spreadsheets and connected databases; paid Work sandbox/code interpreter for more advanced processing.
Document CreationGenerate text summaries, reports and emails; Q Apps Pro can produce reusable structured business workflows, not a universal DOCX/PPTX export suite.Generate and edit reports, PDFs, presentations, spreadsheets, documents and code through Work and Canvas.
Canvas / WorkspaceAmazon Q Apps (Business Pro) offers a visual no-code builder with form, input, output and plugin cards for reusable AI-powered apps.Canvas editor for editable documents, presentations, code and mockups; available across plans with usage limits.
Projects / WorkspacesAdmin-managed enterprise Q Business applications, indexed knowledge repositories and organization-wide Q Apps sharing.Project folders for context-rich chats; up to 1,000 on Pro and Team; Team adds shared administration.

Customization

2 specifications +
SpecificationAmazon QMistral Le Chat
Custom AssistantsQ Apps (Pro) enables reusable tailored AI applications from natural-language descriptions; custom plugin-based workflows require Pro.Reusable Skills and workflows; legacy Agents have transitioned to Skills. Not a universal public assistant marketplace.
Extensions / AppsAmazon Q Apps, built-in/custom action plugins, browser extensions and embedded chat experiences; Pro required for plugins.100+ connectors advertised, plus custom MCP connectors (beta); integrations and permissions vary.

Developer & Business

4 specifications +
SpecificationAmazon QMistral Le Chat
API AccessAmazon Q Business service APIs support enterprise app/index and chat integrations; billed via user subscriptions and index capacity, not bundled general LLM token credits.Mistral Studio API billed separately; Free plan advertises $10/month API credits, Pro $15/month and education Pro $30/month credits.
Team PlanAmazon Q Business Lite $3/user/month and Pro $20/user/month; per-user subscriptions plus index capacity.Team from $24.99/user/month (excluding taxes); up to 30 GB storage per user, domain verification and data export.
Enterprise PlanManaged AWS enterprise deployments with permission-aware retrieval, SSO, connectors, custom plugins and Amazon Q Apps on Pro.Enterprise custom pricing; private/on-premises or cloud deployments, custom models, agents and workflows.
Enterprise SecurityIAM Identity Center SSO, SAML federation, document-level permissions, AWS CloudTrail audit logs, PrivateLink VPC endpoints and FIPS endpoints.Enterprise offers audit logs, SAML SSO, private deployments, custom access controls; paid plans can opt out of model training.

Languages

2 specifications +
SpecificationAmazon QMistral Le Chat
Multilingual SupportLanguage support depends on Amazon Q Business regional features, source languages and model; not all workflows have equal coverage.Multilingual text understanding and generation across languages; accuracy varies by model and task.
Supported LanguagesMultiple languages supported for enterprise search and chat; a single guaranteed all-feature language count is not published.Multiple languages including English, French, Spanish and Arabic; exact current Vibe-wide language count not disclosed.

Explore more comparisons

Compare each model with other close options in the same AI category.

Amazon Q
Amazon QAmazon Web Services (AWS)
Grok
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Mistral Le Chat
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Perplexity
PerplexityPerplexity AI
VS
Amazon Q
Amazon QAmazon Web Services (AWS)
Microsoft Copilot
Microsoft CopilotMicrosoft
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