Fireworks vs Opengeni

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

Fireworks compared with Opengeni
Detail	Fireworks	Opengeni
What it does	Own Your Specialized Intelligence	Cloud computer for every agent, with your tools and team.
Stage	Not given	Not given
Founded	Not given	Not given
Based in	Not given	NO
Pricing model	Freemium	Freemium
Pricing	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.	Free: $10 monthly usage credit. Pro: $20/month for $100 monthly usage credit. Max: $100/month for $500 monthly usage credit. Enterprise: custom volume pricing. All plans include 5× usage credit for model calls at provider's API price with no markup. Pay-as-you-go top-ups available.
Key features	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	Each agent gets its own dedicated computer in the cloud Agents keep working after you close your laptop Run many tasks in parallel, each on its own computer Encrypted vault for credentials and secrets Connect tools once, all agents can use them Support for any AI model including your own subscriptions Multiplayer chats teammates can continue Scheduled recurring work on a schedule Approval controls for risky actions Start tasks from Slack, web app or phone
What makes it different	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	Open source under Apache 2.0, self-hostable or run on managed cloud Same harness works for team agents, software development automation, and embedding in your product No markup on model API costs; credits give 5× value Agents run real terminal commands, tests and git operations Teams share one workspace with shared integrations and role-based access
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 +1 (up) since last check	11 −1 (down) since last check
Trust Flow (Majestic)	33	11
Citation Flow (Majestic)	52	30
Referring domains (Majestic)	5608	76

5 details filled in for both companies.

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