AI Inference Exchange
AI Inference, Powered by Spot GPUs
Run inference faster and at lower cost.
Monetize spare GPU capacity with trusted, production-ready execution.
Live Execution Liquidity
Match live inference demand against verified execution supply.
Demand
Production inference traffic
Trust
Verified and failover-ready
Singapore supplier
ap-southeast-1
Frankfurt supplier
eu-central-1
Virginia supplier
us-east-1
Verified
3/3 qualified lanes
Price
$0.0014-$0.0031
Latency
146-216 ms
Failover-ready
Continuity path active
3
Active supply regions
<220ms
Avg routing latency
97%+
Avg supply health
100%
Failover-ready lanes
Why this exists
AI inference supply is fragmented, inconsistent, and hard to trust
AI teams want lower-cost inference. GPU owners have spare capacity. The market lacks an easy, trusted way to connect both.
For AI Teams
Access qualified global supply through one API without node-level operational drag.
- One API instead of node shopping
- Better economics than fixed provider rate cards
- Verified, failover-ready execution supply
For GPU Owners
GPU owners have spare capacity but no standardized path to production demand.
- Secure onboarding without opening inbound ports
- Standardized access to live inference demand
- Monetize idle GPUs instead of leaving cycles unused
SpotNode turns fragmented GPU capacity into production-grade inference liquidity.
For AI Teams
Stop overpaying for limited provider rate cards
Access qualified global inference supply without taking on fragmented infrastructure or vendor lock-in.
- One API to qualified global inference supply
- Better economics without managing GPU infrastructure
- Verified performance and routing based on live conditions
- Built-in continuity and failover for production traffic
For GPU Owners
Turn idle GPU capacity into secure automated revenue
Bring spare GPU capacity into a standardized execution market instead of waiting for one-off rentals or manual infra deals.
- Monetize idle GPU capacity without waiting for ad hoc deals
- Zero-inbound agent with no open inbound firewall ports
- Standardized onboarding into production inference demand
- Earn from recurring live demand, not one-off infrastructure rentals
How it works
SpotNode turns fragmented supply into easy, trusted inference execution.
Step 01
Connect supply
GPU owners connect spare GPU or endpoint capacity through a zero-inbound agent.
Step 02
Evaluate, benchmark, and score supply
SpotNode benchmarks, verifies, and scores model-serving supply. Only trusted, high-scoring supply enters the active execution catalog.
Step 03
Route live inference traffic
AI teams send requests to one SpotNode API. SpotNode routes traffic to the best-fit qualified supply based on economics, health, latency, and policy.
Step 04
Maintain continuity
If a supply lane degrades or drops, SpotNode uses failover paths and controlled execution logic to keep production traffic moving.
What SpotNode is built for
Built for Inference, Not Training
Training moves large data in bulk over long-running GPU jobs. Inference routes live requests in sub-200ms. SpotNode is designed for the latter.
Training workloads
- Moves large datasets between storage and compute
- Long-running GPU jobs measured in hours or days
- Batch processing — no live user traffic
- Optimised for throughput and compute saturation
Inference workloads
- Routes live requests to qualified execution supply
- Sub-200ms response paths with built-in failover
- Continuous production traffic — latency is the metric
- Optimised for reliability, routing quality, and cost
Get started
Enter the Global Market
for AI Inference
One API for AI teams. One onboarding path for GPU owners. One exchange for inference execution.
spotnode.ai
SpotNode.ai Pte. Ltd.
The global exchange for AI inference, connecting AI teams to qualified execution supply and helping GPU owners monetize idle capacity.
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