Decart vs Meta Platforms
Relationship
Cogito and Meta Model API do comparable work on model hosting; both also serve buyers who need to build on a hosted model API and serve a model in production; larger scale (public).
Assembled from the recorded fields for this pair, not hand-checked. The comparison below is read from each company’s own profile.
3 of 8 capabilities — Shares model hosting, model inference and text generation.
Ludbee capability tags · from the product recordsShared product type — Both ship application and model API.
Ludbee product recordsLarger scale — Meta Platforms: $1.5T market cap, against Decart's $4B valuation.
Ludbee scale figures · valuation, market cap or revenue estimateAligned comparison
Capability overlap
Shared · 3
Not verified for Meta Platforms · 5
Recorded for Decart. Meta Platforms’s product records say nothing either way — a missing record is not a missing capability.
Not verified for Decart · 11
Recorded for Meta Platforms. Decart’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
Decart
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.
Meta Platforms
Application
Meta's assistant, available on its own site and inside WhatsApp, Instagram, Messenger and Facebook.
AI-driven ad-campaign automation suite in Meta Ads Manager that automates targeting, creative testing and budget allocation for advertisers.
Model API
Meta's self-serve hosted inference API for its Muse models, with OpenAI-SDK-compatible endpoints and published per-token rates.
No counterpart
Decart sells these in a stack layer with no product recorded for Meta Platforms yet — nothing on the other side to compare them against.
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.
Meta Platforms sells these in a stack layer with no product recorded for Decart yet — nothing on the other side to compare them against.
AI agent
AI agent businesses deploy across WhatsApp, Messenger and Instagram to answer customer questions, recommend products, book appointments and qualify leads.
Meta's personal AI agent: given a goal it builds a plan, takes tasks like email, bookings, forms and purchases off a user's plate, and keeps working after the app is closed.
Terminal-based multi-agent AI coding agent that plans, writes, reviews and validates code changes across large repositories.
Agent platform
Existing AI characters on Meta's apps stay active, but since 10 August 2026 people can no longer create new AI characters or edit existing ones.