Each practice runs the same delivery model: fixed-scope assessment, instrumented build, documented handover.
Agents scoped to one job, with explicit tool permissions, evaluation sets built from your real cases, and a human gate on any action that carries external consequence.
We start from the work as it is actually done, not the process diagram. Intake, routing, reconciliation, and reporting come out of inboxes and spreadsheets and into systems that log what they did.
Custom models trained and evaluated on your data, with baselines you can compare against, error analysis on the cases that matter, and a retraining path defined before the first version ships.
ETL pipelines consolidating scattered sources into one governed warehouse, with lineage documented and data-quality checks that fail loudly instead of silently passing bad rows downstream.
Assessment against your compliance regime, then hardening wired into the deploy pipeline so findings surface at commit time rather than during an audit six months later.
CI/CD, environment parity, and observability, so shipping is routine and incidents are diagnosable by whoever happens to be on call that night.
Bring the problem rather than the category. The assessment tells you which of these six applies to it, and which ones do not.