Per-Flow SLA Enforcement
WAN-AI enforces granular performance targets on every individual data connection — guaranteed minimum throughput and maximum latency, per traffic class, in real time. No averaging. No best-effort. Every flow, every packet.
Fully Autonomous Operation
The Intelligent Packet Scheduler closed loop senses live traffic, predicts demand, optimises scheduling parameters with Physics-AI, and acts — every ten seconds, with no human intervention. Level 5 autonomy for your network.
Programmable for Any Use Case
Built on a PIFO packet scheduler running at line rate on commodity hardware, IPS is not limited to fixed scheduling algorithms. Any business use case, any SLA structure, any traffic profile — the scheduler adapts to your requirements, not the other way around.
How it works
AI for the Self-Driving Network
Four closed stages, continuously executing
WAN-AI IPS is the unique combination of a physics-accurate simulation engine and AI — purpose-built for the autonomy demands of enterprise 5G.
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Sense. flow_monitor captures live traffic — flow counts, payload characteristics and arrival rates — every five seconds.
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Predict. flow_predictor applies exponential moving-average forecasting to produce one-step-ahead connection rate estimates, written to the network state in real time.
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Optimise. The WAN-AI net_modeler — a Concurrent Event Processing simulation engine running 250× faster than conventional tools — computes 46 physics-accurate performance metrics. params_dnn, trained on these simulations, infers optimal scheduler parameters in 5 milliseconds.
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Act. The IPS programmable packet scheduler applies new cap, burst, PIE active queue management and weighted fair queuing parameters to every packet, on every flow, at line rate.
The result: a network that reads its own conditions, forecasts what comes next, computes the optimal response, and applies it — entirely autonomously. No engineer touching a config file. No service degradation while you wait.
