Track A
Route
How do we compose many models and providers behind one reliable interface?
AI-Pass is the infrastructure layer the other tracks plug into.
Why it matters
Organizations need one reliable interface across many models and providers, with rules they can inspect.
Directions
1. Routing as a learned policy over predicted quality, cost, latency, data sensitivity and jurisdiction.
Routing as a learned policy over predicted quality, cost, latency, data sensitivity and jurisdiction.
2. Provider heterogeneity: schema drift, failure modes and silent model updates.
Provider heterogeneity: schema drift, failure modes and silent model updates.
3. Sovereignty constraints as first-class routing rules with verifiable enforcement.
Sovereignty constraints as first-class routing rules with verifiable enforcement.
4. Measured modularity: cost of adding a provider and overhead versus direct calls.
Measured modularity: cost of adding a provider and overhead versus direct calls.
Routing decision (conceptual)
Request in, constraints for privacy, jurisdiction, cost and latency, a policy engine, then provider options out.
View as table
| Stage | Detail |
|---|---|
| Request in | Inbound request |
| Constraint | Privacy |
| Constraint | Jurisdiction |
| Constraint | Cost |
| Constraint | Latency |
| Policy engine | Provider options |
Planned metrics
Values show Pending until measurements exist.
Routing regret
Pending
Gap between the chosen route and the best feasible route after the fact
Cost per request
Pending
Monetary cost of a routed request, including overhead
Latency overhead
Pending
Added latency versus a direct provider call
Policy-violation rate
Pending
Share of requests that breach privacy, jurisdiction or other routing rules
Time to onboard a provider
Pending
Elapsed time to add a provider behind the same interface
Connects to
The lab designs and studies five research objects. They are planned artifacts on the agenda, not products with published measurements.
Work with HOPN Lab
Enterprise buyers, academic collaborators, students and funders in Europe can write to us.