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Side-by-side features, use cases and pricing — because the right pick depends on your job and budget, not just the ranking.

Dify.ai logo
Dify.ai
✓ verifiedFreemium

Open-source platform to build, deploy and monitor agentic AI workflows and RAG apps, with cloud, self-host and enterprise options.

1.1M visits/mo
Glean logo
Glean
✓ verifiedPaid

Enterprise Work AI platform for company-wide search, an AI assistant and building governed agents across 250+ connectors.

3.2M visits/mo
Weights & Biases logo
Weights & Biases
✓ verifiedFreemium

Weights & Biases is a widely used MLOps platform for experiment tracking, model management and evaluating AI applications.

2.5M visits/mo
SeaArt logo
SeaArt
✓ verifiedFreemium

All-in-one AI platform for generating images, videos, and character chat, for creators wanting one tool spanning multiple AI models.

18M visits/mo
Fotor AI logo
Fotor AI
✓ verifiedFreemium

Online photo editor and design platform with AI image/video generation, retouching, background removal and templates.

9.2M visits/mo12K saves
Pricing
Sandbox: Free (200 message credits)
Professional: $590/workspace/year
Team: $1,590/workspace/year

No public pricing

No public pricing

No public pricing

No public pricing

Core features
  • Visual workflow studio for agents
  • RAG knowledge pipelines
  • Agent runtime with tools and memory
  • Marketplace of models and plugins
  • Publish as app, API or MCP tool
  • Logging, analytics and monitoring
  • Enterprise search across company apps
  • Personal AI assistant grounded in work data
  • Agent builder, orchestration and governance
  • 250+ connectors and actions
  • Enterprise knowledge graph and hybrid search
  • Security controls for scaling AI
  • Experiment tracking and visualization for ML training runs
  • Model and artifact versioning and management
  • Hyperparameter optimization tooling
  • Collaborative dashboards and reports for ML teams
  • LLM application tracing and evaluation tooling
  • Text-to-image and image-to-video generation
  • Access to multiple AI models (Veo, Sora, Kling, Seedream, Flux, and others) in one place
  • AI character chat with roleplay personas
  • Image editing tools including upscaler, eraser, and background remover
  • Motion control and camera movement effects for video
  • Community feed for exploring and remixing creations
  • AI image generator
  • AI video generator
  • Photo editing and retouching
  • Background removal
  • AI presentation maker
  • Design templates
Use cases
  • Building AI agents and chatbots
  • Creating RAG-based knowledge apps
  • Deploying LLM apps at enterprise scale
  • Search across all company knowledge
  • Answer employee questions with grounded AI
  • Build and deploy custom AI agents
  • Automate cross-system workflows
  • ML engineers tracking and comparing training experiments
  • Research teams versioning datasets and model checkpoints
  • Teams building and evaluating LLM-powered applications
  • Organizations collaborating on machine learning projects
  • Creators wanting one interface to try multiple AI image/video models
  • Hobbyists generating art, avatars, or short videos
  • Users interested in AI character chat and roleplay
  • Content creators making short-form video effects for social media
  • Editing and enhancing photos
  • Generating AI images and video
  • Creating social and marketing visuals
  • Making presentations and designs
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