Start from a goal or start from a problem. You'll discover the use cases worth pursuing, what to measure, what could go wrong, and how your team has to change.
Start from a business goal — grow revenue, cut cost-to-serve — and discover which use cases get you there.
Start from a pain point — slow RFPs, manual research, slipping win rate — and we'll ladder it up to the outcome it serves.
One primary anchors the map. Add a secondary only if it genuinely competes.
Lagging tells you if it worked. Leading tells you early — before the lagging number can. Operational tracks the cost, latency and accuracy of the agent itself.
Tick what you already have. Essentials gate go-live; helpful data raises quality. Your readiness score updates live.
AI-specific risks apply to every LLM-based agent — paired with use-case-specific failure modes and the controls that contain them. These feed your deployment gates.
What has to change for the value to be real — and stay real.