Choosing the Right AI Platform¶

This work is licensed under a Creative Commons Attribution 4.0 International License.
This comprehensive guide helps you choose the right AI platform for your needs. All pricing information has been verified as of January 2026.
Platform Comparison Tables¶
Below are tables that rank popular AI platforms by use case, organized by Chat, Research, Code, and Image/Video generation capabilities.
Best for Chat¶
| Platform | Strength | Weakness | Cost | Interface | Docs |
|---|---|---|---|---|---|
| Claude (Anthropic) | - Fast, coherent dialogue - Large context window - Strong reasoning |
- API can be expensive - Limited third-party integrations |
Free, $20/mo (Pro), $100-200/mo (Max), $30+/seat (Team) | Claude | Anthropic Docs |
| Gemini (Google) | - Multimodal (images + text + video) - Strong Google integration |
- Some features Beta/experimental - Pricing tiers complex |
Free, $19.99/mo (AI Pro), $249.99/mo (AI Ultra) | Gemini | Gemini Docs |
| ChatGPT (OpenAI) | - Strong reasoning (o-series) - Extensive plugin ecosystem - Multi-turn conversation |
- Subscription required for best models - Usage caps on free tier |
Free, $8/mo (Go with ads), $20/mo (Plus), $200/mo (Pro), Team/Enterprise | ChatGPT | OpenAI Docs |
| DeepSeek (Open Source) | - Extremely affordable API - Open source models |
- Smaller dev community - Data stored in China |
Free (Web Chat) / Free (Open Source) / API from $0.28 per 1M tokens | DeepSeek Chat | DeepSeek Docs |
| Microsoft 365 Copilot | - Deep MS Office integration - Enterprise features |
- Requires M365 license - Premium pricing |
Free (Chat), $21/mo (Business), $30/mo (Enterprise) | Copilot | Copilot Docs |
| Grok (xAI) | - Multimodal capabilities - X platform integration |
- Premium pricing - Content restrictions |
Free (limited), $40/mo (X Premium+), API from $0.20 per 1M tokens | Grok | xAI Docs |
| HuggingFace Chat | - 113+ open source models - Free access |
- Quality varies by model - Some features need Pro |
Free, $9/mo (Pro), $20/user/mo (Team), $50+/mo (Enterprise) | HF Chat | HF Docs |
| Jasper | - Marketing-focused - Content workflows |
- Expensive for individual use - Less technical depth |
$59/mo (Pro), $69/mo (monthly billing) | Jasper | Jasper Docs |
| Perplexity | - Research + search - Citation backing |
- Subscription for advanced features | Free, $20/mo (Pro), $200/mo (Max), $4.99/mo (Education) | Perplexity | Perplexity Docs |
| NotebookLM (Google) | - RAG capabilities - Google Drive integration |
- Still evolving features | Free, $19.99/mo (Plus via Google One AI Premium) | NotebookLM | NotebookLM Docs |
| Vicuna | - Open source - Free to use |
- Smaller than GPT-4 - Self-hosting required |
Free (self-host) or free demos | Vicuna Demo | Vicuna GitHub |
| Pi (Inflection AI) | - Empathetic conversation style - Personal AI |
- Rate limited - No coding support |
Free (personal use, rate limits) | Pi | N/A (Enterprise API only) |
| Poe (Quora) | - Access to multiple models - Single subscription |
- Usage caps on free tier | $5/mo (10k points), $19.99/mo (1M points), $250/mo (12.5M points) | Poe | Poe Docs |
| Mistral AI | - European LLMs - Multilingual |
- Still evolving ecosystem | Free + API from \(0.02-\)6 per 1M tokens, Le Chat Pro $14.99/mo | Mistral | Mistral Docs |
| Latimer | - Diversity-focused training - Inclusive perspective |
- Smaller user base | Free (100 interactions), $9.99/mo (Individual) | Latimer | Email: support@latimer.ai |
| Meta AI (Llama) | - Open source - Llama 4 available |
- Self-hosting requires resources | Free (self-host) or enterprise | Llama | Meta GitHub |
| Apple Intelligence | - iOS/macOS integration - Privacy-focused |
- Apple ecosystem only | Included on Apple devices (iOS 18.1+, M1+ Macs) | Apple Intelligence | Apple Dev Docs |
| Amazon Titan | - AWS ecosystem - Bedrock integration |
- Enterprise-focused | Pay-per-use on Bedrock | Titan | AWS Docs |
| Amazon Bedrock | - Multi-model platform - 100+ models |
- Requires AWS account | Pay-per-use (varies by model) | Bedrock | Bedrock Docs |
| Azure OpenAI Service | - Enterprise security - Azure integration |
- Azure subscription required | Pay-per-use (Azure pricing) | Azure OpenAI | Azure Docs |
| Merlin AI | - Multi-function tool - Browser extension |
- "Unlimited" has hidden caps | Free (limited), $19/mo (Pro with $100/mo usage cap) | Merlin | Merlin Help |
Best for Research¶
| Platform | Strength | Weakness | Cost | Interface | Docs |
|---|---|---|---|---|---|
| Perplexity | - Citation-backed answers - Web search integration |
- Subscription for Pro searches | Free, $20/mo (Pro), $200/mo (Max), $4.99/mo (Education) | Perplexity | Perplexity Docs |
| Gemini (Google) | - In-depth analysis - Chain-of-thought reasoning |
- Can be slow for complex queries | Free, $19.99/mo (AI Pro), $249.99/mo (AI Ultra) | Gemini | Gemini Docs |
| ChatGPT (OpenAI) | - Advanced reasoning - Multi-step problems |
- Requires Plus/Pro subscription | $20/mo (Plus), $200/mo (Pro) | ChatGPT | OpenAI Docs |
| Claude (Anthropic) | - Strong analysis - 200K context window |
- Higher API costs | Free, $20/mo (Pro), $100-200/mo (Max) | Claude | Anthropic Docs |
| ScholarAI | - 200M+ papers - Academic focus |
- Requires ChatGPT Plus or standalone subscription | Free (5 credits), $9.99/mo (Basic), $18.99/mo (Premium) | Scholar AI GPT / Web App | ScholarAI Docs |
| Scholar GPT | - Academic database access - ChatGPT integration |
- Requires ChatGPT Plus | $20/mo (ChatGPT Plus required) | Scholar GPT | User Guide |
| Semantic Scholar | - 232M+ papers - Free API |
- Not a conversational AI - Search-focused |
Free | Semantic Scholar | API Docs |
| Elicit | - AI literature review - 138M+ papers |
- Premium features expensive | Free (limited), $12/mo (Plus), $49/mo (Pro), $79/seat/mo (Team) | Elicit | Elicit Support |
| Consensus | - AI research summaries - 200M+ papers |
- Limited free tier | Free (limited), $12-15/mo (Pro), $12.99/seat/mo (Teams) | Consensus | Consensus Help |
| Scite | - Smart Citations - 1.5B citations analyzed |
- Subscription required for full access | Free (limited), $20/mo | Scite | Scite API |
| Ai2 OpenScholar | - 45M+ open-access papers - Citation accuracy |
- Open-access content only | Free | OpenScholar Demo | GitHub |
| Polymathic AI | - Scientific research focus - 72 models on HuggingFace |
- Specialized for STEM | Free (Open Source) | Polymathic AI | GitHub / HuggingFace |
| You.com | - Multi-model access - Customizable AI agents |
- Paid subscription for advanced | Free, $20/mo (Pro), $200/mo (Max) | You.com | You.com Docs |
| OpenResearcher | - arXiv integration - Open source |
- arXiv-only corpus - Requires self-hosting |
Free (Open Source) | arXiv Paper | GitHub |
Best for Code¶
| Platform | Strength | Weakness | Cost | Interface | Docs |
|---|---|---|---|---|---|
| Claude Code (Anthropic) | - CLI/IDE integration - Strong code generation |
- Requires Pro+ subscription | Included with Pro ($20/mo) or higher | Claude | Anthropic Docs |
| Gemini (Google) | - Code + text synergy - Fast responses |
- Less specialized than dedicated coding tools | Free, $19.99/mo (AI Pro) | Gemini | Gemini Docs |
| GitHub Copilot | - Seamless IDE integration - Code completions |
- Subscription required for unlimited | Free (students/OSS), $10/mo (Pro), $39/mo (Pro+), $19/user/mo (Business) | GitHub Copilot | Copilot Docs |
| ChatGPT (OpenAI) | - Interactive code execution - Good for learning |
- Requires Plus/Pro for best experience | Free, $20/mo (Plus), $200/mo (Pro) | ChatGPT | OpenAI Docs |
| Continue.dev | - Open source - Multiple model support |
- Requires technical setup - Users pay LLM API costs |
Free (Open Source, users pay API costs) | Continue.dev | Continue Docs |
| Codeium (Windsurf) | - Free tier available - IDE integration |
- Rebranded to Windsurf - Credit-based limits |
Free (25 credits/mo), $15/mo (Pro), $30/mo (Teams), $60/mo (Enterprise) | Windsurf | Codeium Docs |
| Phind | - Code search + AI chat | - Inconsistent pricing | Free, Paid tiers $10-40/mo (verify on site) | Phind | Phind Help |
| Replit AI | - Cloud IDE + AI - Multi-language support |
- Subscription for full features | Free tier, $20/mo (annual) or $25/mo (monthly) | Replit AI | Replit Docs |
| StarCoder | - Open source - Multiple model sizes |
- Self-hosting required | Free (Open Source) | StarCoder2 | BigCode |
| Code Llama (Meta) | - Specialized for coding - Multiple variants |
⚠️ Repository archived July 2025 - consider StarCoder2 instead | Free (Open Source, archived) | Code Llama | Meta GitHub |
Best for Image/Video¶
| Platform | Strength | Weakness | Cost | Interface | Docs |
|---|---|---|---|---|---|
| Veo (Google) | - High-quality video - Up to 4K resolution |
- Limited daily generation | $0.15-$0.60/second (API) or $19.99-$249.99/mo (subscription via AI Pro/Ultra) | Veo | Veo Docs |
| Midjourney | - Exceptional image quality - Web interface available |
- Subscription required | $10/mo (Basic), $30/mo (Standard), $60/mo (Pro), $120/mo (Mega) | Midjourney | Midjourney Docs |
| ChatGPT Image (OpenAI) | - Native integration - Multi-turn refinement |
⚠️ DALL-E 3 being sunset May 2026 - GPT-4o Image is replacement | $20/mo (ChatGPT Plus) or API pricing | ChatGPT | OpenAI Image Docs |
| Stable Diffusion | - Open source - Highly customizable |
- Requires technical knowledge | Free (Open Source) or API services | Stability AI | Stable Diffusion |
| Adobe Firefly | - Creative Cloud integration - Commercial-safe |
- Subscription required | $9.99-$29.99/mo (standalone) or $70/mo (CC Pro) | Firefly | Firefly Docs |
| Sora (OpenAI) | - Text-to-video - Up to 1080p |
⚠️ NOT available in EU/UK | $20/mo (ChatGPT Plus), $200/mo (ChatGPT Pro) | Sora | Sora Research |
| Runway ML | - Advanced video tools - Gen-4.5 available |
- Higher-res requires paid plans | $15/mo (monthly), $12/mo (annual) to $95/mo | Runway | Runway Docs |
| Imagine with Meta | - Free image generation - Meta AI integration |
- Quality less advanced | Free, $30/mo (Meta AI+ optional) | Meta AI | Meta Help |
| Craiyon | - Simple free tier - Unlimited base quality |
- Lower quality on free tier | Free (unlimited Base w/ ads), $5-12/mo (Supporter), $20-24/mo (Professional) | Craiyon | FAQ on site |
Image and Video Generation Models
Image Generation Models¶
The image generation landscape includes both commercial platforms and open-source options:
Commercial Platforms:
- Midjourney: Known for exceptional artistic quality and aesthetics. Discord and web interface available.
- ChatGPT Image Generation (OpenAI): Native integration with ChatGPT, good text rendering, iterative refinement.
- Google Imagen: Strong photo-realism and text rendering. Available via Gemini API.
- Adobe Firefly: Commercial-safe training data, Creative Cloud integration.
- Ideogram: Strong text rendering and style references.
- Leonardo: Versatile with multiple style options.
- Recraft: Vector art generation and extended text capabilities.
Open-Source Options:
- Stable Diffusion (Stability AI): Highly customizable, can run locally. Available on HuggingFace.
- FLUX (Black Forest Labs): Multiple variants for different use cases, Apache-licensed options available.
- HiDream: Open-source (MIT license).
Video Generation Models¶
Video generation AI has advanced rapidly with several platforms offering text-to-video and image-to-video capabilities:
Commercial Platforms:
- Sora (OpenAI): Text-to-video with native audio. Available to ChatGPT Plus/Pro subscribers. Not available in EU/UK.
- Veo (Google): High-quality video with native audio. Available via Gemini API and Google AI Studio.
- Runway: Professional video tools with world consistency features.
- Pika: Keyframe-based video creation.
- Kling AI: Strong motion handling.
- Luma: Fast generation with draft mode.
Avatar and Presenter Platforms:
- HeyGen: AI avatars with multilingual support.
- Synthesia: AI avatars with dubbing capabilities.
- Hedra: Full-body animation with speech.
Open-Source Options:
- Hunyuan Video (Tencent): Large open-source model on GitHub/HuggingFace.
- Stable Video (Stability AI): Open-source video generation.
- Mochi (Genmo): Apache 2.0 licensed.
Related Capabilities¶
Image and Video Understanding:
- Segment Anything Model (SAM 2) (Meta): Image and video segmentation
- CLIP (OpenAI): Vision-language understanding
- LLaVA: Open-source visual instruction tuning
3D Generation:
- DreamGaussian: Text/image to 3D
- Meshy: Text to 3D mesh generation
- Luma Genie: Text to 3D model generation
Additional Platforms & Resources¶
Open Source & Self-Hosted¶
| Platform | Description | Cost | Link |
|---|---|---|---|
| Amplify GenAI | Open source multi-model platform from Vanderbilt | AWS usage + model costs (~$3/user/mo) | Amplify GenAI / GitHub |
| Ollama | Run LLMs locally | Free | Ollama |
| LM Studio | Desktop app for local LLMs | Free | LM Studio |
Educational AI Platforms¶
These platforms provide AI-powered tutoring and learning support across various subjects:
| Platform | Subject Areas | Target Audience | Pricing | Key Features |
|---|---|---|---|---|
| IXL | Math, Language Arts, Science, Social Studies, Spanish | Pre-K to 12th Grade | $9.95/mo (single subject), $19.95/mo (all subjects) | Personalized learning, adaptive questions, real-time diagnostics, progress tracking |
| Khan Academy | Math, Science, Economics, Arts & Humanities, Computing, Test Prep | K-12, College, Adults | Free | Video lessons, practice exercises, personalized dashboard, progress tracking |
| Duolingo | Languages (40+ languages) | All ages | Free (Duolingo Plus for premium) | Gamified learning, bite-sized lessons, spaced repetition, pronunciation practice |
| Quizlet | User-Generated Content (all subjects) | All ages | Free (Quizlet Plus for premium) | Flashcards, study games, practice tests, AI-powered study sets |
| EdX | University-Level Courses | Adults, Professionals | Free to audit, paid certificates | Courses from top universities, professional certificates, MicroMasters, online degrees |
| Coursera | University-Level Courses | Adults, Professionals | Free to audit, paid certificates | Courses from leading universities, specializations, professional certificates, degrees |
| Google Career Certificates | Data Analytics, Cybersecurity, IT, Project Management, UX, Marketing, AI | Adults, Career Changers | $49/mo via Coursera, 7-day free trial | Industry-recognized certificates, no degree required, 3-6 month completion, access to Employer Consortium (150+ companies) |
| Udemy | Skills-Based Courses (business, tech, personal development) | Adults, Professionals | Courses priced individually | Wide range of topics, frequent discounts, lifetime access to purchased courses |
| MasterClass | Expert-Led Courses (creative, professional skills) | Adults | $120/year (individual), $180/year (duo), $240/year (family) | Video lessons from renowned experts, downloadable workbooks, community access |
| Codecademy | Programming, Data Science, Web Development | Teens, Adults | Free (basic), Pro: $239.88/year or $39.99/mo | Interactive coding lessons, projects, quizzes, skill paths, career paths |
| Brilliant | Math, Science, Computer Science | Teens, Adults | $149/year or $24.99/mo | Interactive problem-solving, conceptual understanding, guided learning paths |
| Google Classroom | Platform for any subject | K-12, Higher Education | Free for schools using Google Workspace | Assignment distribution, grading, integration with Google services |
| Kahoot | Gamified content for any subject | K-12, Higher Education, Corporate | Free (basic), paid plans for features | Game-based learning, quizzes, trivia, real-time engagement |
| Grammarly | Writing improvement | K-12, Higher Education, Professionals | Free (basic), paid plans | AI writing assistant, grammar checking, style suggestions, tone detection |
For more information on using AI for tutoring and education, see AI Tutoring: Student's Guide.
Important Notes¶
About This Guide
- Verification Date: All pricing verified January 2026
- Updates: AI platforms change rapidly. Check official websites for current pricing
- Free Tiers: Many services offer free tiers with usage limits
- Student Discounts: Check for education pricing (Perplexity, Google AI Pro, GitHub Copilot, etc.)
- API vs Subscription: Some platforms offer both subscription and pay-per-use API options
⚠️ Deprecated/Archived Platforms
- SearchGPT - Merged into ChatGPT (no longer standalone)
- Code Llama - Repository archived July 2025 (consider StarCoder instead)
- DALL-E - Version 3 being sunset May 2026 (replaced by GPT-4o Image Generation)
Best Options for Students & Educators
Free/Low-Cost:
- GitHub Copilot - Free for students, teachers, OSS maintainers
- Perplexity Education - $4.99/mo with verification
- Google AI Pro - Free for university students (1 year)
- Khan Academy - Completely free
Best Value Paid:
- ChatGPT Plus - $20/mo (good all-rounder)
- Claude Pro - $20/mo (excellent for research and writing)
- Gemini AI Pro - $19.99/mo (great multimodal capabilities)
Security & Research Considerations: For research use, consult your institution's AI policies. Some platforms (DeepSeek, Qwen) have restrictions for US-based researchers. See Important Restrictions below for details.
Agentic Browsers (AI-Powered Web Browsers)¶
Agentic browsers integrate AI directly into your web browsing experience, enabling autonomous task execution, intelligent search, and productivity enhancements.
| Browser | Plan | Price (per month) | Details |
|---|---|---|---|
| Perplexity Comet | Free | $0 | AI-powered browser with sidecar assistant, Perplexity AI search, tab management, content summarization |
| Perplexity Max | $200 | Background Assistant for multi-tasking, autonomous task execution (booking flights, sending emails), mission control dashboard | |
| Dia Browser | Free Beta | $0 (Invite-only) | AI-first browser, URL bar = AI chat, tab conversations, Skills system, browsing history context (opt-in) macOS 14+ M1+ only |
| Dia Pro | $20 | Unlimited AI chat and Skills, multi-step reasoning, task automation Acquired by Atlassian ($610M) |
|
| Fellou | Free | $0 | 1,000 Sparks (~4 tasks), Deep Search, autonomous web actions, Shadow Workspace for background tasks |
| Plus | $19 | 2,000 Sparks (~8 tasks), 3 scheduled tasks, priority support | |
| Pro | $39.90 | 5,000 Sparks (~20 tasks), 5 scheduled tasks, Image/Code/Music agents | |
| Ultra | $199.90 | Unlimited Sparks, unlimited scheduled/concurrent tasks, exclusive support | |
| Opera Neon | Subscription | $19.99 (Waitlist) | Neon Do (autonomous browsing), Neon Make (AI creation), Cards system, Tasks workspaces, local processing |
| Genspark AI Browser | Free | $0 | 100 credits daily, Super Agent Everywhere, Autopilot Mode, 700+ MCP tool integrations |
| Plus | $24.99 | 10,000 credits monthly, priority AI agent access, top-tier models, AI Slides/Sheets/Docs | |
| Pro | $249.99 | 125,000 credits monthly, full Super Agent access, phone calls, video generation | |
| Microsoft Edge Copilot Mode | Free (Experimental) | $0 | Cross-tab awareness, task automation, in-page assistance, browser history/credentials access Windows/Mac, opt-in |
| Opera One + Aria | Free | $0 | Free AI assistant, real-time web access, page context mode, image generation, tab commands, local AI models No account required |
| Brave + Leo AI | Free | $0 | Privacy-first AI, Llama 3.1 8B, Mixtral, Claude Haiku, Qwen, content awareness, zero data retention |
| Leo Premium | Varies | Claude Sonnet 4, DeepSeek R1 reasoning models, Bring Your Own Model (BYOM) |
Notes on Agentic Browsers:
- True Agentic Capabilities: Comet, Fellou, Opera Neon, Dia, and Genspark can autonomously perform multi-step tasks (booking, purchasing, form filling)
- AI-Enhanced: Microsoft Edge Copilot Mode, Opera One, and Brave Leo provide AI assistance but with less autonomous action
- Platform Availability: Most are Chromium-based; Dia is macOS only (M1+); Others support Windows/Mac/Linux
- Privacy Considerations: Check each browser's data policies - some use cloud AI, others offer local processing
- Coming Soon: OpenAI browser expected late 2025 with ChatGPT integration and Operator agent
API Pricing for Developers¶
For developers building with AI APIs, here's detailed token-level pricing:
| Service | Plan | Pricing | Details |
|---|---|---|---|
| Claude API | Pay-As-You-Go | Varies | Claude 4.5 Sonnet: $3/1M input, $15/1M output Claude 4.5 Opus: $15/1M input, $75/1M output Claude 4.5 Haiku: $0.25/1M input, $1.25/1M output Batch: 50% discount, Prompt caching: 75-90% savings |
| Gemini API | Pay-As-You-Go | Varies | Gemini 2.5 Flash: $0.30/1M input, $2.50/1M output Gemini 2.5 Pro: $1.25/1M input, $10/1M output Gemini 2.5 Flash-Lite: $0.10/1M input, $0.40/1M output Batch: 50% discount |
| OpenAI API | Pay-As-You-Go | Varies | GPT-4o: $2.50/1M input, $10/1M output GPT-4o mini: $0.15/1M input, $0.60/1M output o1: $15/1M input, $60/1M output o3-mini: $1.10/1M input, $4.40/1M output |
| Mistral API | Pay-As-You-Go | Varies | Medium 3: $0.40/1M in, $2/1M out Nemo: $0.30/1M Large 2: $3/1M in, $9/1M out Codestral: $1/1M in, $3/1M out |
| DeepSeek API | Pay-As-You-Go | ~200x cheaper | DeepSeek Chat: $0.28/1M in, $1.12/1M out Reasoner (R1): $0.28/1M in, $1.12/1M out ⚠️ NOT ALLOWED for US researchers |
| Cohere API | Pay-As-You-Go | Varies | Command R: $0.50/1M in, $1.50/1M out Command R+: $2.50/1M in, $10/1M out Command-light: $0.30/1M in, $0.60/1M out |
| Together AI | Serverless | Pay-As-You-Go | Text/Vision: \(0.02-\)3.50/1M tokens Images: \(0.0027-\)0.08/MP GPU Clusters: \(1.76-\)5.50/GPU hr |
| Groq | Developer | Pay-As-You-Go | 10x rate limits vs free, 50% batch discount |
| Replicate | Pay-As-You-Go | Varies | CPU: $0.36/hr T4 GPU: $0.81/hr 8x H100: $43.92/hr |
| Amazon Bedrock | On-Demand | Varies | Multi-model platform (Claude, Llama, etc.) - model-specific pricing |
| Google Vertex AI | On-Demand | Varies | 130+ models - refer to Gemini API pricing + model-specific costs |
| Azure AI Studio | On-Demand | Varies | GPT-4o, Claude, Llama, Mistral - refer to OpenAI API pricing + Azure markup |
⚠️ Important Restrictions for US-Based Researchers¶
DeepSeek AI - Federal and State Restrictions¶
PAID CLOUD SERVICE NOT ALLOWED:
DeepSeek's paid API and cloud services are prohibited for US-based researchers at many institutions due to:
Federal Restrictions:
-
H.R. 1121 - "No DeepSeek on Government Devices Act" (Introduced Feb 2025)
-
House Select Committee Report - "DeepSeek Unmasked: Exposing the CCP's Latest Tool For Spying, Stealing, and Subverting U.S. Export Control Restrictions"
-
Federal Agency Bans: NASA, U.S. Navy, Department of Defense (DOD), Department of Commerce have banned DeepSeek
-
Owned by High-Flyer (Chinese company with CCP control)
-
Data stored in China and accessible to Chinese government
-
Content manipulation to align with CCP propaganda
State-Level Bans:
-
Texas (Jan 31, 2025), Virginia (Feb 11, 2025), New York (Feb 10, 2025)
-
Additional states: Iowa, South Dakota, Kansas, Tennessee, North Carolina, Nebraska, Arkansas, North Dakota, Oklahoma, Alabama, Georgia
University Bans:
-
All Virginia public universities (George Mason, UVA, Virginia Tech, William & Mary, JMU)
-
North Dakota University System
SELF-HOSTED OPEN-SOURCE MAY BE PERMITTED:
Open-source DeepSeek models can be downloaded and run on-premises, but researchers MUST:
-
✅ Check with institutional IT and security teams first
-
✅ Ensure compliance with federal grant requirements (NSF, DOD, DOE)
-
✅ Never upload sensitive, proprietary, or controlled data
-
✅ Document usage for research security compliance
Qwen (Alibaba) - Data Sovereignty Concerns¶
NOT SPECIFICALLY BANNED, BUT NOT RECOMMENDED:
Qwen is not subject to specific federal bans like DeepSeek, but has serious concerns for US researchers:
Key Issues:
-
Owned by Alibaba (Chinese company subject to CCP control)
-
Data stored in China under Chinese data sovereignty laws
-
No GDPR compliance or EU data protection representative
-
Potential surveillance under Chinese national security laws
-
Congressional scrutiny (Senators urged sanctions in 2023, not yet implemented)
Regulatory Framework:
-
NSF Research Security - Requires disclosure of foreign support and affiliations
-
Treasury Outbound Investment Restrictions - Limits US investments in Chinese AI companies (affects funding, not use)
-
No Entity List designation (as of Oct 2025)
SELF-HOSTED OPEN-SOURCE MAY BE PERMITTED:
Qwen's Apache 2.0 licensed models (40M+ downloads on HuggingFace) can be run on-premises, but researchers MUST:
-
✅ Check with institutional IT and security teams first
-
✅ Verify compliance with federal grant terms
-
✅ Avoid uploading to Chinese cloud services
-
✅ Document AI tool usage in research security plans
Recommendations for Researchers¶
✅ SAFE FOR RESEARCH (US-based alternatives):
-
OpenAI (ChatGPT, GPT-5 API) - US company
-
Anthropic (Claude) - US company
-
Google (Gemini) - US company
-
Microsoft (Copilot) - US company
-
Mistral AI - French company (EU-based)
-
Cohere - Canadian company
⚠️ USE WITH EXTREME CAUTION (Chinese companies):
-
DeepSeek - BANNED at many institutions
-
Qwen - Not banned, but data sovereignty concerns
-
Check institutional policies BEFORE use
✅ SELF-HOSTED OPEN-SOURCE (May be acceptable):
-
Meta Llama (US company, Apache 2.0)
-
DeepSeek open-source (with institutional approval)
-
Qwen open-source (with institutional approval)
-
Mistral open-source (EU company, Apache 2.0)
ALWAYS:
-
Check your institution's AI usage policy
-
Review federal grant terms (NSF, NIH, DOD, DOE)
-
Consult with IT security and research compliance offices
-
Never share sensitive, proprietary, or controlled data with foreign AI services
-
Document all AI tool usage for research security requirements