Case File

The Case of the Vanishing Caseworker Hours

A service team handling evidence-heavy public casework was losing experienced staff time to routing, summarising, and preparing files instead of progressing decisions.

Baker Street 30 January 2025 Central Government
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What landed on our desk

Context: The pressure was familiar: growing volumes, aging backlogs, and a workflow split across inboxes, guidance packs, and legacy systems. Everyone knew the caseworkers were overloaded. No one agreed where AI could help without creating new governance trouble.

The real problem: A careless build would only move the problem around. If the workflow could not show what evidence had been used, how a recommendation had been formed, and when a human had stepped in, the service would reject it regardless of speed gains.

How we worked the case

What changed once the facts were in

Which package fit the case

2-3 weeks

Foundation Sprint

A fixed-scope sprint that turns one qualified workflow into a client Sherlock workspace, working prototype, evaluation baseline, and build-ready implementation plan.

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Monthly, after deployment

Operating-Memory Retainer

A workflow-tied retainer for clients or partners with a deployed AI system that needs evaluation, changes, provider/model swaps, governance updates, and new workflow expansion.

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If public-sector teams are buried in evidence-heavy administration, start where preparation work is repetitive, reviewable, and easiest to defend under governance.

Share the workstream, pressure point, and timeline. We will come back with a scoped recommendation within one business day.