What is Groq?
Groq is an AI infrastructure company that has developed the Language Processing Unit (LPU), a revolutionary processor designed specifically for ultra-low latency AI inference. Founded by former Google engineer Jonathan Ross, Groq's LPU delivers unprecedented performance, running Llama 2 70B at 300 tokens per second—10x faster than NVIDIA H100 clusters.
💡 Key Innovation: Unlike GPUs that are general-purpose parallel processors, LPUs are purpose-built for deterministic, high-speed token generation using a tensor streaming architecture.
Groq's technology powers some of the fastest AI deployments in production:
Enterprise AI
Automotive AI
Gaming AI
Llama API
LPU Architecture
The Language Processing Unit is fundamentally different from traditional AI accelerators:
Tensor Streaming
Deterministic dataflow architecture
No caches, no speculation
Assembly Line
Programmable execution model
Predictable timing
Single Purpose
Optimized for inference
No training overhead
LPU vs GPU: Key Differences
| Aspect | LPU (Groq) | GPU (NVIDIA) |
|---|---|---|
| Architecture | Deterministic dataflow | Parallel processing cores |
| Design Focus | Inference-only | Training + inference |
| Latency | Sub-millisecond | Variable, higher |
| Throughput | 300 tokens/sec (70B) | 30 tokens/sec (70B) |
| Flexibility | Specialized | General-purpose |
| Energy Efficiency | Up to 10x better | Higher consumption |
Tensor Streaming Processor (TSP)
The TSP is the core technology behind Groq's LPU. It eliminates the non-determinism found in traditional CPUs and GPUs by removing features like speculative execution, caches, and dynamic resource partitioning.
Deterministic Execution Benefits
Guaranteed timing for real-time applications
Eliminates cache thrashing and race conditions
Static scheduling for maximum efficiency
Linear performance scaling across chips
Performance Benchmarks
🚀 Record Breaking: Groq LPU delivers up to 18x faster LLM inference performance compared to top cloud providers on Anyscale's LLMPerf leaderboard.
Llama 2 70B Performance
Latency Comparison
GroqCloud Platform
GroqCloud is the cloud platform that provides access to Groq's LPU infrastructure. With over 1.9 million developers using the platform, it has become the go-to solution for production AI applications requiring ultra-low latency.
Cloud API
Developer Tools
Monitoring
Enterprise
Key Features
- OpenAI-Compatible API: Drop-in replacement for existing AI applications
- Multiple Models: Support for Llama, Mistral, Mixtral, and custom models
- Global Infrastructure: Edge deployments for minimal latency
- Enterprise Security: SOC 2 compliance and private deployments
- Cost-Effective: Up to 10x better price-performance than GPUs
Ideal Use Cases
Real-time Chatbots
Gaming AI NPCs
Voice Assistants
AI Agents
Code Generation
Real-time Translation
Recent Developments (2025-2026)
🤝 Meta Partnership
April 2025: Meta partners with Groq to power the official Llama API with LPU inference.
💰 NVIDIA Deal
December 2025: $20B agreement with NVIDIA for IP licensing and team acquisition.
📈 Developer Adoption
1.9M+ developers using GroqCloud with enterprise deployments growing rapidly.
⚡ Performance Records
Continued benchmark dominance on LLMPerf and Artificial Analysis leaderboards.
Learn More
Related Topics
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