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Fireworks vs BrainDog

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 BrainDog
Detail FireworksBrainDog logo BrainDog
What it doesOwn Your Specialized Intelligence A workspace for projects, decisions and money that every agent reads and updates
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. Not given
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
  • Connect coding agents via MCP protocol (Claude Code, Cursor and others)
  • Centralized project tracking with decisions and money
  • Audit trail with every change signed and undoable
  • Approval controls for money, deletions and key access
  • Learning system that reduces approval requests after 10 similar actions
  • Team collaboration with email invitations and role-based access
  • Built-in Slash assistant with 20 questions per month on free plan
  • 1,000 automation runs per month on free plan
  • Full data export available anytime
  • Sealed backups every night with secure key storage
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
  • Works with any agent that speaks MCP protocol, not vendor-locked to one tool
  • Integrates work tracking and financial management in one place agents automatically read
  • Full audit trail and undo capability for every change
  • Learns from agent behavior to reduce approval overhead over time
  • Free tier includes all features with no credit card required
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 check12 +12 (up) since last check
Trust Flow (Majestic)330
Citation Flow (Majestic)520
Referring domains (Majestic)56080

4 details filled in for both companies.

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