Crusoe vs Decart
Relationship
Crusoe Managed Inference and Cogito do comparable work on model hosting; both also serve buyers who need to serve a model in production; smaller scale (private).
Assembled from the recorded fields for this pair, not hand-checked. The comparison below is read from each company’s own profile.
3 of 7 capabilities — Shares model hosting, model inference and model training.
Ludbee capability tags · from the product recordsShared product type — Both ship API service and infrastructure service.
Ludbee product recordsSmaller scale — Decart: $4B valuation, against Crusoe's $10B valuation.
Ludbee scale figures · valuation, market cap or revenue estimateAligned comparison
Capability overlap
Shared · 3
Not verified for Decart · 4
Recorded for Crusoe. Decart’s product records say nothing either way — a missing record is not a missing capability.
Not verified for Crusoe · 5
Recorded for Decart. Crusoe’s product records say nothing either way — a missing record is not a missing capability.
Products, side by side
Algorithmic pairing — assembled from recorded fields, not hand-checked
Crusoe
API service
Hosted endpoints serving open-weight and customer-supplied models on Crusoe's own hardware, billed per token or as dedicated hourly deployments.
Managed LoRA-based fine-tuning of open-weight models, billed per token of training data rather than per GPU-hour.
Infrastructure service
GPU cloud running on Crusoe's own energy-colocated data centres, rented by the hour.
Crusoe Cloud GPU capacity delivered at edge and sovereign locations via prefabricated Crusoe Spark modular units.
Decart
API service
Interactive world model for Physical AI, generating realistic, controllable real-time simulation environments for training autonomous systems, distributed as an API/SDK product built on Decart's Optimization Stack (DOS) infrastructure.
Infrastructure service
The Decart Optimization Stack (DOS) is Decart's inference and training optimization infrastructure, spanning hardware-aware model design, kernel tooling, proprietary compilers and inference optimization. It is sold to hardware providers and AI teams as engagements covering benchmark optimization, customer-defined kernel and compiler work, cross-workload efficiency gains, and profiler and simulator licensing, and is marketed as hardware-agnostic across GPUs, TPUs, Trainium and AMD accelerators.
No counterpart
Crusoe sells these in a stack layer with no product recorded for Decart yet — nothing on the other side to compare them against.
Developer tool
Unified operations and observability console for GPU fleets running AI workloads on Crusoe Cloud.
Hardware
Prefabricated modular AI data centre integrating power, cooling, fire suppression and GPU racks for deployment at a customer site.
Decart sells these in a stack layer with no product recorded for Crusoe yet — nothing on the other side to compare them against.
Application
Delulu is Decart's consumer mobile app for AI photo transformation, published on iOS and Android by Decart.AI, Inc. Its store listing describes it as a way to 'Turn any photo into something fun, weird, or just really good-looking, with a single tap', browsing preset styles and creating stickers to share.
Real-time video editing platform that edits and transforms live video at streaming speed, for enterprises, brands, creators and live/streaming/gaming use cases; built on Decart's DOS infrastructure.
Model API
Cogito is Decart's OpenAI-compatible LLM inference API, serving frontier open-weight models including Kimi K2.6, Kimi K2.7 Code, GLM-5.2, Qwen3 235B and GPT-OSS 120B across Trainium, TPU and GPU capacity. A self-serve Standard tier is billed per token, while an ultra-fast reserved tier advertises 1,000+ tokens per second. It is built on Decart's own DOS optimization stack.