inference routing policies become board level controls

Organizations are formalizing model routing policies to balance quality, cost, and compliance as request volumes scale across business units (NIST AI RMF).

see also: inference cost compression changes product bets · ai safety evals move into procurement checklists

why routing became strategic

Routing decisions now determine gross margin exposure, data handling boundaries, and incident frequency. What looked like an infra detail is now a capital allocation mechanism.

operating signal

• High risk requests are increasingly forced through stricter model paths.
• Low sensitivity workloads are moved to lower cost tiers.
• Policy exceptions require explicit approval trails.

decision boundary

Routing policy only works when quality and safety telemetry are tied to each route class.

my take

Inference routing is becoming the control plane for both economics and trust.

linkage

• [[inference cost compression changes product bets]]
• [[ai safety evals move into procurement checklists]]
• [[open telemetry for llm traces matures]]

ending questions

which routing metric should trigger immediate policy review in production?