Skip to main content
NexoraLaunch home

Build log live

Fireworks vs Oberik

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 Oberik
Detail FireworksOberik logo Oberik
What it doesOwn Your Specialized Intelligence Agent layer for SaaS with grounded answers, sandboxed tools, and per-customer isolation
StageNot given Not given
FoundedNot given Not given
Based inNot given Not given
Pricing modelFreemium Free
PricingServerless 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 during launch period. Customers pay their LLM provider directly for model usage at provider rates; Oberik does not markup or resell tokens. No credit card required, no usage meters tracked by Oberik itself.
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
  • Document-grounded answers with page and quote citations
  • Linux sandbox environment for agent execution
  • Per-customer cost tracking and billing
  • Memory and wiki persistence across sessions
  • Scheduled and recurring work with durability
  • Capability-scoped JWT tokens enforced per-request
  • Support for custom tools and MCP servers
  • Multi-model support with bring-your-own-keys
  • Server-side prompt injection and PII screening
  • SSH dashboard interface for programmatic configuration
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
  • Hard isolation between customers with no shared state or tenant leakage
  • Citations with document, page and quote provided automatically with every answer
  • Only two API calls needed to integrate grounded AI into any SaaS product
  • Customers never charged by Oberik; direct billing from their own LLM provider keys
Free planNot given Not given
Open sourceNot given Not given
PlatformsNot given Not given
Public APINot given Not given
Community votes00
DR (Domain Rating by Ahrefs)80 +1 (up) since last check1 no change since last check
Trust Flow (Majestic)332
Citation Flow (Majestic)5221
Referring domains (Majestic)560819

5 details filled in for both companies.

More alternatives to Fireworks More alternatives to Oberik

Ask a question