A field guide to implementing AI in business

Turn AI ideas into useful, governed business workflows.

Learn how models, context, workflows, and human oversight turn an AI idea into a measurable business capability.

The business AI loop
ModelsReason, generate, classify
ContextGround, retrieve, remember
Business systemDecide → use tools → review → learn
WorkflowsPeople, systems, handoffs
OversightPermissions, metrics, governance
A practical lens

Model choice is only one decision.

01 · GoalWhat outcome should improve: speed, quality, cost, safety, or access?
02 · ContextWhich internal facts, documents, records, and policies does the system need?
03 · ActionIs the right shape a search tool, copilot, workflow, or agent?
04 · ControlWho approves actions, handles edge cases, and audits what happened?
Put the method into practice

Use the AI Implementation Canvas

Turn one use case into a bounded pilot with a clear decision owner, evidence, controls, and success criteria.

Open the Canvas ↗