What it sells
An 'AI token factory' providing high-quality inference token production for enterprises.
Business model breakdown
Buyer: who owns the budget?
UnverifiedCTO/head of AI infrastructure at enterprises with GPU clusters or private deployments.
Trigger: what makes them buy now?
Data cannot go to cloud, private deployment costs millions, too little AI talent, and GPU utilisation is low (cases cite under 40%).
Workflow: what inputs become what output?
ATaaS platform aligns compute scheduling with business SLOs; Token Machine inference appliances run multiple models per box; AI Studio covers data to deployment.
Economics: what it saves and how it charges
Token-as-a-service / appliance and platform sales; cases claim 85% lower cost via 6 models on one workstation and 6x throughput on 16 x 8-GPU H200 cluster.
Distribution: how it reaches customers
Direct enterprise sales plus open-source communities (KTransformers, Mooncake) and hardware/model-vendor ecosystem partners.
Funding history and coverage
| Round date | Stage | Amount | Investors | Source |
|---|---|---|---|---|
| 2026-07-13 | Series A | 未披露 (半年累计超10亿元) | 河南投资集团汇融基金 (lead); 真知资本; 尚势资本 | stcn.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 2026-10-13.