Hugging Face

Excellent

by Hugging Face · founded 2016 · updated Jul 2026

Hugging Face hosts millions of models, datasets and demo Spaces, and its Transformers library is the backbone of open ML. Inference endpoints, enterprise hubs and hardware partnerships make it the center of gravity for open-weight AI.

ML PlatformsFreemiumMatureFrom Free / Pro $9 per month / Enterprise from $20 per user
87.5TIP Score
Excellent

The score, taken apart

Fixed weights, sources attached, the formula

Cap 88Val 91Sec 83Int 93Mat 87Mom 82
Capability(30%)88
Value for Money(15%)91
Security & Compliance(15%)83
Integrations & Ecosystem(15%)93
Maturity & Reliability(10%)87
Momentum(15%)82

Best for

  • Open-model discovery & hosting
  • ML research & prototyping
  • Teams building on open weights

Key integrations

Transformers/DiffusersPyTorch/TensorFlow/JAXAWS/GCP/AzureInference EndpointsGradio Spaces

Strengths

  • Canonical hub for open models and datasets, everything lives here
  • Free hosting for models, datasets and demos
  • Enterprise hub adds SSO, audit logs and private storage

Limitations

  • Inference performance/cost trails specialized serving providers
  • Discovery quality varies; many hub artifacts are low quality
  • Enterprise support is newer than traditional ML vendors

Evidence behind this score

Every TIP Score is backed by verifiable claims. Data is a curated snapshot, always confirm current terms with the vendor.

ClaimSourceAs of
Hosts over 1.5 million public modelsHugging Face hub metricsOct 2025
SOC 2 Type 2 and GDPR compliance for enterprise hubHugging Face security docsMay 2025
Transformers library exceeds 140K GitHub starsGitHub repositorySep 2025

Intelligence on Hugging Face

Pricingmedium impactJun 17, 2026

Groq deprecates four workhorse open models on free and developer tiers

Groq is retiring llama-3.1-8b-instant, llama-3.3-70b-versatile, qwen3-32b and llama-4-scout-17b, recommending migration to gpt-oss-20b/120b or qwen3.6-27b. Enterprise committed-spend contracts are exempt. If your stack pins these model IDs, schedule the migration now.

Hugging FaceOllamaGroq deprecation notices

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