The AI developer cloud for GPU pods, serverless inference and clustering
boat records 66,870 monthly visits with +520.8% month-over-month growth and Free Trial, Paid pricing. Cognitora records 0 monthly visits with — growth and Open Source pricing.

Open-source distributed LLM inference orchestration for your own fleet
| Dimension / Metric | ![]() | ![]() |
|---|---|---|
| Official Domain | boat.dev | cognitora.dev |
| Pricing Model | Free Trial, Paid | Open Source |
| Monthly Visits | 66.87K (66,870) | 0 (0) |
| MoM Traffic Delta | +56.1K (+520.8%) | 0 (—) |
| Primary Market & Share | 🇺🇸 United States (76.3%) | 🌐 Global (—) |
| Direct Visits / mo | 37.78K | 0 |
| User Rating | 4.6 | 4.6 |
| Supported Platforms | Website | Website |

Persistent Ubuntu cloud VMs built for AI agent factories
Each sandbox is a complete Ubuntu machine with systemd, Docker, databases, and cron, so anything that runs on Linux runs here.
Clone a configured sandbox from a disk snapshot in seconds to launch large fleets of identical parallel agents.
Connect over SSH and SCP or open a 60fps virtual desktop and browser to inspect web apps, IDEs, and 3D scenes.
Drive everything programmatically through the boat CLI (with --json output), an HTTP API, or Python and TypeScript SDKs.

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.
The AI developer cloud for GPU pods, serverless inference and clustering

Free / Open-sourceTogether AI is the AI Native Cloud — a full-stack platform for running, fine-tuning and training open-source models. It spans serverless inference APIs, dedicated endpoints, GPU clusters, post-training and storage, all backed by in-house systems research.
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