Fireworks vs memsprout

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 memsprout
Detail	Fireworks	memsprout
What it does	Own Your Specialized Intelligence	Shared AI-context layer for teams
Stage	Not given	Startup
Founded	Not given	Not given
Based in	Not given	Not given
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.	Individual: $10/month. Team: $15 per user per month. Enterprise: Custom pricing. All plans start with 14-day free trial.
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 any MCP client Space-based access control with owner, editor, and viewer roles Version history on every memory Per-memory attribution and provenance tracking Row-level security in Postgres Topic-based organization within Spaces Works with Cursor, Claude Code, Copilot, ChatGPT Priority support on Team and Enterprise plans Personal and Shared Spaces
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	Tool-agnostic across mixed AI stacks instead of locked to one vendor Works across teams without copy-paste or re-explaining context Person-first design where everyone maintains their own knowledge slice Single-team pricing with no enterprise minimum Shared control through role-based permissions and governance
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	3 −1 (down) since last check
Trust Flow (Majestic)	33	1
Citation Flow (Majestic)	52	27
Referring domains (Majestic)	5608	71

5 details filled in for both companies.

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