Start with a recurring decision
The work begins by identifying the decision, the people accountable for it, the evidence they need, and the points where context or trust currently breaks down. Technology choices follow from that map.
Pattern 01
Agentic weekly reporting
Workflow: recurring performance readouts must explain week-on-week change, year-on-year change, and variance against forecast.
Treatment: separate evidence gathering from narrative generation. A context layer assembles traceable business evidence; a reporting layer drafts the interpretation; a human owner verifies claims and decides the recommendation.
Proof to establish: stronger source coverage, fewer unsupported explanations, faster preparation, and clearer stakeholder action.
Pattern 02
Business context packs
Workflow: analysts repeatedly reconstruct the same commercial and operational context before they can interpret a metric movement.
Treatment: create a reusable, dated context pack with source hierarchy, known caveats, decision history, and explicit gaps. Reporting systems consume the pack rather than searching from scratch.
Proof to establish: less duplicated research, more consistent narratives, and clearer provenance for important claims.
Pattern 03
AI readout quality control
Workflow: AI-supported analysis reaches stakeholders without a consistent check for source quality, assumptions, or narrative leaps.
Treatment: add a verification layer that tests claim-to-source links, confidence, counter-evidence, privacy, and approval ownership before publication.
Proof to establish: fewer factual corrections, visible evidence trails, and higher confidence in the final recommendation.
Pattern 04
Workflow allocation
Workflow: teams know they want to use AI but have not decided which parts of the work must remain human-owned or deterministic.
Treatment: map the workflow step by step using the Human / Tool / AI model, then define controls, fallbacks, and the owner of every consequential decision.
Proof to establish: a bounded pilot with explicit accountability, testable quality criteria, and a credible parallel-run plan.
Your workflow
Bring the decision and the friction.
We can map the workflow, identify the right intervention, and define what evidence would prove it works.