Engagements are shaped around the problem and its evidence—not around a predetermined platform, model, or package.
Turn document collections, institutional material, and domain knowledge into governed retrieval and synthesis workflows.
Replace fragmented manual steps with explicit lifecycle, ownership, review, and reporting without losing operational control.
Use external or local models behind stable service boundaries so products remain testable, observable, and provider-independent.
Test feasibility before committing to a large implementation, with clear assumptions, acceptance scenarios, and evidence.