Seattle permitting evaluation separates check accuracy from eliminating review cycles

The customer problem is repeated corrections that delay intake. Bring together the permitting director, applicants, frontline reviewers, IT and procurement. Ask which missing items actually cause another cycle and how much reviewer time is available for a pilot. A credible value hypothesis is fewer avoidable resubmissions in one permit category. Offer a bounded baseline and prescreening assessment with jointly agreed quality measures. Do not promise faster issuance or extrapolate check accuracy into housing production. A small department may need shared evaluation support; establish that capacity before qualifying a larger rollout.

Fit the tool around existing submission and review systems, preserving staff authority. Prerequisites include current rules, representative historical files, correction labels and an agreed scoring rubric. Use a holdout set and track false alarms, missed corrections and complete-case coverage separately. Record model and configuration versions. Restrict file access, isolate applicants and test malicious document content before any connector receives write privileges.

Proposed proof of value

compare assisted and ordinary intake on prospective cases, including net reviewer effort and review cycles. The inaccessible technical report prevents relying on this source for a complete benchmark design.

Have the permitting service owner lead rule clarification and evaluator training, with IT responsible for identity and monitoring. Dependencies include reviewer capacity, approved data handling and applicant-support channels. Run a limited intake pilot and review disagreements before increasing volume. Train staff and applicants using realistic incorrect flags.

Proposed acceptance

every consequential flag has a traceable requirement and escalation route, no unresolved severe access defects remain, and prospective results report both cycle counts and review effort against baseline. Stop expansion if rework rises. Keep a manual route available during outages and code changes.