What it sells
Diffusion models for code and text.
Business model breakdown
Buyer: who owns the budget?
Engineering/AI product teams at enterprises (claims Fortune 500 deployments).
Trigger: what makes them buy now?
Latency and cost of autoregressive LLMs in multi-step agents and high-volume apps.
Workflow: what inputs become what output?
Call Mercury diffusion LLMs via API as a drop-in for existing LLM workflows (sub-300ms time to first token, 5-7x throughput).
Economics: what it saves and how it charges
Model API and enterprise deployments; claims up to 70% lower cost per task.
Distribution: how it reaches customers
Self-serve "Try API" plus "Contact Sales" for enterprise.
Funding history and coverage
| Round date | Stage | Amount | Investors | Source |
|---|---|---|---|---|
| 2025-11-06 | — | $50M | — | news.google.com |
Profiles summarize public reporting and company websites. Business-model notes are MaxBC's reading of that material, not confirmed facts; unknowns are left blank rather than guessed. Updated 2026-10-12.