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Fireworks vs Aster

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 Aster
DetailFireworksAster
What it doesOwn Your Specialized Intelligence Intelligent Auto Routing
StageNot given Growing
FoundedNot given Not given
Based inNot given Not given
Pricing modelfreemium usage-based
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. aster-work: $0.40 input / $0.80 output per million tokens. aster-code: $0.80 input / $1.60 output per million tokens. No subscription or seat fees. Prepaid credits start at $5 with no expiry. Routing included in product rates.
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
  • Task-aware model routing
  • Curated model collection
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
  • Reinforcement learning router trained on real task data
  • 97.5% lower token cost vs frontier models
  • Same product name regardless of underlying model
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)79 no change since last checkNot checked yet no change since last check
Trust Flow (Majestic)330
Citation Flow (Majestic)5211
Referring domains (Majestic)560823

5 details filled in for both companies.

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