Question 1

What is an AI Workforce Management System?

Accepted Answer

An AI Workforce Management System governs the software agents and robots a company runs the way an HR and finance system governs people: it tracks outcomes and cost per worker, enforces compliance and security policy, and manages the intelligence each worker uses. Tuning Engines provides compliance (GRC), security, observability, and intelligence management in one control plane.

Question 2

What is the difference between proxy mode and sidecar mode?

Accepted Answer

Proxy mode routes traffic through Tuning Engines so policy, budgets, routing, and runtime security are enforced inline. Sidecar mode captures traces out of band via SDK, OpenTelemetry, or gateway analytics for observability, intelligence management, and asynchronous compliance and security. Robots and embodied AI start in sidecar mode today.

Question 3

How does Tuning Engines reduce AI costs?

Accepted Answer

Tuning Engines tracks spend per agent, enforces budgets and guardrails inline, caches and routes eligible workloads to cost-efficient infrastructure, and turns production traffic into fine-tuned smaller models — typically cutting inference spend by more than 20%.

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