Hugging Face
87.5Excellent
The GitHub of machine learning: models, datasets, Spaces and inference.
ML PlatformsFreemiumMature
From Free / Pro $9 per month / Enterprise from $20 per user
Groq
Excellentby Groq · founded 2016 · updated Jul 2026
Groq serves open models like Llama, DeepSeek and Qwen at hundreds of tokens per second on its custom Language Processing Units. With an OpenAI-compatible API and aggressive pricing, it is the go-to inference platform when latency and cost per token matter most.
ML PlatformsUsage-basedEstablishedFrom Free tier / pay per token
85.0TIP Score
The score, taken apart
Fixed weights, sources attached, the formula
Capability(30%)84
Value for Money(15%)92
Security & Compliance(15%)80
Integrations & Ecosystem(15%)86
Maturity & Reliability(10%)82
Momentum(15%)86
Best for
- ◆Latency-sensitive AI apps
- ◆Cost-efficient high-volume inference
- ◆Real-time agents and voice
Key integrations
OpenAI-compatible APILlamaDeepSeek / QwenLangChainVercel AI SDK
Strengths
- ＋Fastest mainstream inference (hundreds of tok/s)
- ＋Very low cost per token
- ＋Drop-in OpenAI API compatibility
Limitations
- －Open-weight models only, no frontier closed models
- －Model catalog is curated and limited
- －Rate limits on free tier
Evidence behind this score
Each score is built from the claims below. This is a snapshot, so check the current terms with the vendor before you commit to anything.
| Claim | Source | Checked |
|---|---|---|
| LPU inference serves open models at several hundred tokens per second | Groq benchmark publications | Jun 2026 |
Alternatives in ML Platforms
Compare them →Ollama, Inc.
83.5Excellent
Run open LLMs locally with one command.
ML PlatformsOpen SourceEstablished
From Free
Together AI
80.6Strong
Fast inference and fine-tuning for open-source models.
ML PlatformsUsage-basedEstablished
From Pay-as-you-go per token / per GPU-hour