Dify vs Fireworks

A side-by-side comparison built from both listings. Blank cells mean the company has not given that detail; we never guess.

Dify compared with Fireworks
Detail	Dify	Fireworks
What it does	The Platform for Production-Ready Agentic Workflows	Own Your Specialized Intelligence
Stage	Established	Not given
Founded	Not given	Not given
Based in	US	Not given
Pricing model	freemium	freemium
Pricing	Sandbox (free), Professional ($590/year per workspace), Team ($1,590/year per workspace), and custom Enterprise pricing. Message credits included monthly.	Serverless inference with per-token pricing (pay for output, input, and cached tokens). Training pricing from $0.50 to $10.00 per 1M training tokens depending on model size and fine-tuning type. On-demand deployments at $0.134 to $0.334 per minute ($8 to $20 per hour) for various GPU types.
Key features	Workflow Studio - Visual builder for agentic workflows Agent builder - Create agents with skills, tools, and knowledge Knowledge Pipeline - Prepare searchable knowledge bases Marketplace - Explore tools, models, and integrations Multi-deployment options - Cloud, VPC, or self-hosted Publish and monitor - Ship as app, API, or tool Visual execution path - Turn prompt logic into visible workflows Unified workspace - Bring AI stack into one platform Enterprise features - SSO, SAML, RBAC, audit logs	Guided training runs Configuration-led training Custom training logic Serverless inference On-demand dedicated deployments Reserved capacity OpenAI compatible API Model library with latest open models Reinforcement learning support Multi-region deployments
What makes it different	No-code platform that democratizes AI agent development for beginners Deploy from prototype to production without rebuilding the stack Unified workspace for agents, workflows, and knowledge pipelines Enterprise-ready with SSO, RBAC, audit logs, and compliance certifications	Drop-in replacement for closed-model APIs with cost savings of 50-75% Instant production deployment from any training checkpoint in seconds Optimized inference engine for industry-leading throughput and latency Elastic and global RL inference scaling Own the complete learning loop for specialized intelligence
Free plan	Not given	Not given
Open source	Not given	Not given
Platforms	Not given	Not given
Public API	Not given	Not given
Community votes	0	0
DR (Domain Rating by Ahrefs)	78 no change since last check	79 no change since last check
Trust Flow (Majestic)	33	33
Citation Flow (Majestic)	52	52
Referring domains (Majestic)	6338	5608

5 details filled in for both companies.

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