Modal vs Fireworks

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

Modal compared with Fireworks
Detail	Modal	Fireworks
What it does	The platform for production AI	Own Your Specialized Intelligence
Stage	Not given	Not given
Founded	Not given	Not given
Based in	US	Not given
Pricing model	usage-based	freemium
Pricing	Starter plan is free with $30/month compute credits. Team plan is $250/month plus compute. Enterprise plan is custom. Compute is billed per second for CPU, GPU, and memory with no charges for idle time.	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	Serve LLMs, image, video, and audio models Isolated environments for coding agents and RL rollouts Fine-tune and train models on GPUs Autoscale compute from zero to thousands of GPUs Distributed storage for models and weights Global capacity across 20+ clouds Serverless functions with HTTPS endpoints Out-of-the-box observability and 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	Custom infrastructure built for AI including container runtime, storage, and scheduler Sub-second container startup times for GPU workloads Pay only by the second with no idle charges Programmatically create millions of concurrent sandboxes	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)	80 no change since last check	79 no change since last check
Trust Flow (Majestic)	33	33
Citation Flow (Majestic)	53	52
Referring domains (Majestic)	6174	5608

5 details filled in for both companies.

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