Integrating new technology without chasing novelty.

Start from operational pain and measurable lift — not press releases — when prioritizing adoption.

A sane adoption sequence

1. Name the workflow failure mode you need to eliminate.
2. Pilot with reversible integration boundaries and defined rollback.
3. Measure cycle time or defect rate — not tool enthusiasm.

Governance matters

New tech introduces compliance and operational surface area. We pair adoption decisions with who owns incidents, upgrades, and vendor review.