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Fireworks vs Cogni

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 Cogni
Detail Fireworks Cogni
What it doesOwn Your Specialized Intelligence Memory that reasons
StageNot given Not given
FoundedNot given Not given
Based inNot given US
Pricing modelFreemium Freemium
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 plan at $0 USD; Pro plan at $5 USD per month.
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
  • Entity-graph spreading activation for cross-vocabulary retrieval
  • Works with any LLM model
  • No LLM or GPU in retrieval path
  • Point-in-time and windowed recall
  • Timestamped memories
  • Fixed recall cost as memory grows
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
  • Reaches answers across unrelated documents that share no keywords, where vector search scores zero
  • Deterministic retrieval with no model in the path, so results never vary between queries
  • Constant per-query cost regardless of memory size, even at 32,000 words
  • No infrastructure to run—no vector database, cluster, or GPU needed
  • Works with any model, so small local models gain the most from better retrieval
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 check4 no change since last check
Trust Flow (Majestic)332
Citation Flow (Majestic)5221
Referring domains (Majestic)560834

5 details filled in for both companies.

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