Cognitora records 0 monthly visits with — month-over-month growth and Open Source pricing. Groq records 3,987,936 monthly visits with +10% growth and Paid pricing.
Open-source distributed LLM inference orchestration for your own fleet
Ultra-fast AI inference on the LPU and LPX platform
| Dimension / Metric | | |
|---|---|---|
| Official Domain | cognitora.dev | groq.com |
| Pricing Model | Open Source | Paid |
| Monthly Visits | 0 (0) | 3.99M (3,987,936) |
| MoM Traffic Delta | 0 (—) | +362.74K (+10%) |
| Primary Market & Share | 🌐 Global (—) | 🇮🇳 India (19.3%) |
| Direct Visits / mo | 0 | 1.7M |
| User Rating | 4.6 | 4.7 |
| Supported Platforms | Website | Website |
Open-source distributed LLM inference orchestration for your own fleet
Routes each request to the node whose cache holds the longest matching prompt prefix, using longest-prefix overlap of BLAKE3 sequence digests to avoid repeated prefill work.
One OpenAI-compatible API in front of vLLM, SGLang, llama.cpp, Apple MLX and a TRT-LLM spawn driver, so you can mix engines inside a single cluster.
Runs prefill and decode on separate replica pools with KV handoff through NixlConnector, letting each phase use hardware suited to it.
Folds Redfish and NVML power readings into routing scores, applies soft per-node watt caps, and drains hot nodes automatically to cut energy per token.
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.
Free / Open-sourceBrowser agents and stealth cloud browsers for real web tasks
Free / Open-sourceBrowser agents and stealth cloud browsers for real web tasks
Free / Open-sourceServerless cloud infrastructure for AI and data workloads
Free / Open-sourceServerless 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
Free / Open-sourceDistributed GPU cloud that orchestrates the world's idle consumer GPUs
Free / Open-sourceDistributed 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.
