SpecialistHigh-efficiency open-weight and hosted reasoning AI powered by DeepSeek-V4 and R1 at ultra-low token costs.
SpecialistHigh-efficiency open-weight and hosted reasoning AI powered by DeepSeek-V4 and R1 at ultra-low token costs.
Cerebrium records 26,974 monthly visits with -50.8% month-over-month growth and Free Trial, Paid pricing. Groq records 3,987,936 monthly visits with +10% growth and Paid pricing.

Serverless GPUs for real-time AI with sub-second cold starts
| Dimension / Metric | ![]() | ![]() |
|---|---|---|
| Official Domain | cerebrium.ai | groq.com |
| Pricing Model | Free Trial, Paid | Paid |
| Monthly Visits | 26.97K (26,974) | 3.99M (3,987,936) |
| MoM Traffic Delta | -27.82K (-50.8%) | +362.74K (+10%) |
| Primary Market & Share | 🇺🇸 United States (22.3%) | 🇮🇳 India (19.3%) |
| Direct Visits / mo | 15.05K | 1.7M |
| User Rating | 4.3 | 4.7 |
| Supported Platforms | Website | Website |

Serverless GPUs for real-time AI with sub-second cold starts
Memory and GPU snapshotting restores containers in roughly 2–4 seconds, which is essential for voice agents and other interactive workloads.
Access thousands of GPUs across 12+ GPU types and multiple clouds with no reservations or lock-in, scaling automatically on traffic bursts.
Deploy LLMs, voice pipelines, and image or video models from your own code or Dockerfile, with REST, WebSocket, and streaming endpoints.
Real-time logs, metrics, and scaling events with native OpenTelemetry support for plugging into existing monitoring tools.

Ultra-fast AI inference on the LPU and LPX platform
Custom accelerators designed specifically for inference rather than training, tuned for very low latency.
Hosted access to popular open models including Llama, Mixtral, Gemma, and Whisper speech models.
An API broadly compatible with common OpenAI-style request formats for quick integration.
Automatic speech recognition with Whisper plus text-to-speech capabilities for voice applications.
SpecialistHigh-efficiency open-weight and hosted reasoning AI powered by DeepSeek-V4 and R1 at ultra-low token costs.
SpecialistHigh-efficiency open-weight and hosted reasoning AI powered by DeepSeek-V4 and R1 at ultra-low token costs.

SpecialistProprietary frontier models with powerful reasoning and multimodal features, but lacking open-weight model hosting and custom inference speeds.
SpecialistProprietary frontier models with powerful reasoning and multimodal features, but lacking open-weight model hosting and custom inference speeds.

SpecialistGoogle's rapid prototyping IDE and developer API workbench for building multimodal applications with Gemini models.
SpecialistGoogle's rapid prototyping IDE and developer API workbench for building multimodal applications with Gemini models.
Unified API gateway aggregating hundreds of models across providers, but acting as a router rather than direct hardware host.
Unified API gateway aggregating hundreds of models across providers, but acting as a router rather than direct hardware host.
The AI developer cloud for GPU pods, serverless inference and clustering

Robust cloud platform for open-source model inference, offering extensive fine-tuning support but slightly slower raw speeds.
Robust cloud platform for open-source model inference, offering extensive fine-tuning support but slightly slower raw speeds.
Rent cloud GPUs by the second from a global marketplace
Rent cloud GPUs by the second from a global marketplace
Serverless cloud infrastructure for AI and data workloads
Serverless cloud infrastructure for AI and data workloads
An AI-native cloud built from silicon to API for training, tuning, and serving models
An AI-native cloud built from silicon to API for training, tuning, and serving models

Distributed GPU cloud that orchestrates the world's idle consumer GPUs
Distributed GPU cloud that orchestrates the world's idle consumer GPUs

Wafer-scale hardware cloud delivering ultra-fast token generation speeds comparable to Groq, but supporting a more specialized model catalog.
Wafer-scale hardware cloud delivering ultra-fast token generation speeds comparable to Groq, but supporting a more specialized model catalog.
High-throughput serverless inference for open models, featuring excellent speed and fine-tuning capabilities with broad API compatibility.