AI Solution
Model distribution & inference, unified
Built for AI companies: global model distribution, edge inference next to users, and API abuse protection — fast, stable, economical.
SOLUTION FLOWinference 8ms
Model hub
Edge distribution
Nearby inference
Industry Challenges
The delivery problem of AI services
GB+ model size
Slow rollout
Pushing large models worldwide takes hours.
300ms+ round trip
High latency
Centralized inference crosses oceans; real-time apps break.
35% abusive calls
API abuse
Bots and abuse burn your compute budget.
10x cost variance
GPU economics
Peaky demand makes resident GPUs expensive.
Our Solution
A security system in four steps
01
Model distribution
Delta sync + P2P: GB-scale models reach every region in minutes.
Delta syncMinutes
02
Edge inference
300+ edge GPUs answer nearby — 8ms end to end.
8ms300+ GPU
03
API protection
Key governance and behavior detection refuse abuse at the edge.
Anti-abuseRate limits
04
Elastic compute
Scale with request volume; 500µs cold starts; pay per use.
500µsPay per use
Customer Outcomes
8ms
Avg inference latency
-70%
Model rollout time
-45%
Inference compute cost
“Model rollouts went from hours to minutes, and overseas inference latency fell from 320ms to 9ms. The product feels completely different.”
Scenarios
Typical AI scenarios
Chat / Copilot
Streaming responses generated nearby
Session context cached at edge
Per-key rate limiting