Adobe vs Decart
Relationship
Adobe Firefly and Delulu (by Decart) do comparable work on image editing; both also serve buyers who need to create images and video; 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.
6 of 21 capabilities — Shares image editing, model inference, model training and 3 more.
Ludbee capability tags · from the product recordsShared product type — Both ship API service and application.
Ludbee product recordsSmaller scale — Decart: $4B valuation, against Adobe's $115.9B market cap.
Ludbee scale figures · valuation, market cap or revenue estimateAligned comparison
Capability overlap
Shared · 6
Not verified for Decart · 15
Recorded for Adobe. Decart’s product records say nothing either way — a missing record is not a missing capability.
Not verified for Adobe · 2
Recorded for Decart. Adobe’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
Adobe
Application
An AI assistant inside Adobe Acrobat that answers questions about PDFs and generates summaries, insights, and content with citations from the user's documents.
AI-powered study platform that turns uploaded notes, PDFs or links into flashcards, quizzes, study guides and podcasts, with a cited AI assistant for course questions.
Commercial suite combining document AI, PDF work and content creation.
An AI conversational agent that brands deploy on their digital properties to answer customer questions from approved brand content and feed interaction data back into Adobe Experience Platform profiles.
Applies learned brand standards to AI-generated content and compliance reviews.
In-development Adobe offering (name and job not yet fully public); official heading explicitly states IN DEVELOPMENT.
Coordinates Adobe Experience Platform agents and their reasoning across marketing workflows.
A web and mobile design, photo, and video application whose creation workflow is built around Firefly generative AI for images, text effects, logos, templates, and short-form video.
Generative AI platform for creating and editing images, video, vectors and audio, integrated across Adobe's Creative Cloud apps.
Builds reusable visual workflows for generative creative production within Creative Cloud.
A generative AI application for marketers that produces on-brand ad and email copy, image, and video variants, checks them against brand guidelines, and activates them to channels such as Meta, LinkedIn and Google Campaign Manager 360.
A web application for recording, transcribing, and editing spoken audio, built around AI filters including Enhance Speech, which restores recordings to studio quality.
API service
A set of Adobe APIs for automated content generation and production at scale, spanning Firefly generative APIs, Photoshop APIs, Lightroom APIs, and Content Tagging APIs.
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.
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.
No counterpart
Adobe sells these in a stack layer with no product recorded for Decart yet — nothing on the other side to compare them against.
AI agent
Executes coordinated audience, journey and marketing workflows as an enterprise 'coworker' agent within Adobe Experience Platform.
Platform
A generative engine optimization system, formerly Adobe LLM Optimizer, that monitors how AI assistants represent a brand and deploys site optimizations to improve that representation.
Fine-tuned Firefly generative models trained on a company's own brand assets so that generated imagery stays on-brand — distinct from Firefly Foundry, in which Adobe trains proprietary models for a customer.
An enterprise offering in which Adobe trains proprietary, IP-protected Firefly generative models on a company's own brand or franchise assets to produce image, video, audio, vector, and 3D content.
Governed, agentic workflow builder for enterprise creative production -- coordinates Firefly and third-party generative models, creative actions, reviews and delivery steps across a production pipeline, distinct from the raw Firefly Services API.
Decart sells these in a stack layer with no product recorded for Adobe yet — nothing on the other side to compare them against.
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.
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.