Groq
Fast LLM inference on custom LPU chips
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Groq provides fast, affordable LLM inference on custom LPU chips with integrated infrastructure and control.
- for
- Developers and teams needing high-throughput, low-latency AI inference.
- pricing
- contact sales
Key features
- Custom LPU hardware — Runs inference on Groq’s proprietary LPU chips for low latency.
- LPX hybrid acceleration — Combines LPU with NVIDIA next-gen GPUs for enhanced throughput.
- Integrated platform — Offers infrastructure, inference engine, and control in one service.
- Scalable capacity — Provides hundreds of megawatts of compute capacity, expandable on demand.
- Cost-effective performance — Delivers fast inference without the typical trade-off of higher cost.
Use cases
- Real-time LLM serving for chatbots and virtual assistants
- Batch inference for large-scale token generation
- High-frequency model inference in recommendation systems
- Cost-sensitive AI workloads requiring low latency
- Scaling AI services during traffic spikes
Groq vs alternatives
 Groq |  OpenRouter |  Replicate | |
|---|---|---|---|
| Best for | High-performance LLM inference at scale | Unified model access | Model execution and fine-tuning |
| Pricing | Contact sales | Subscription | Subscription |
| DevHunt upvotes | 0 | 0 | 0 |
| Launched | — | — | — |
- Groq vs OpenRouter: Provides a single API to many AI models but runs on third-party infrastructure
- Groq vs Replicate: Runs and fine-tunes models via API, focused on model hosting rather than custom hardware
Groq FAQ
What is an LPU?+
LPU is Groq’s custom inference processor designed to accelerate large language model workloads.
How does Groq achieve fast inference?+
By running models on LPU chips and optionally pairing them with NVIDIA GPUs via the LPX architecture.
Is Groq’s service affordable?+
Groq states that fast inference is no longer a trade-off with cost, offering affordable pricing at scale.
Can I use Groq with existing GPU workloads?+
Yes, Groq’s LPX works alongside NVIDIA’s next-generation GPUs.
How does Groq handle scaling?+
Groq builds hundreds of megawatts of compute capacity and adds more as demand grows.
Summarized by DevHunt from groq.com · Nov 7, 2026. Details may change; check the official site.
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