With DocAssist, staff now complete reports in less than half the time. Nearly 3,000 hours returned means more time to serve the Valley.
At a Glance
(Observed over 01/01/26-08/31/26)
Staff hours returned
Equivalent to approximately 74 forty-hour work weeks.
Faster than established baseline
Across measured DocAssist report workflows.
Average time saved per report
Nearly three hours of staff capacity returned on average.
Pearl-generated drafts
Nearly three hours of staff capacity returned on average.
About The Agency
Located in California’s Central Valley, the San Joaquin County Probation Department plays an important role in keeping local communities safe and strong.
Its officers and staff work across the courts, detention system, and community to support public safety and help people move forward. That work depends on close collaboration with law enforcement, schools, community organizations, and residents across San Joaquin County.
But required report writing was taking valuable staff time away from that work.
The Challenge
Critical reports, hours of staff time.
Before working with Cognisen, report writing was taking a significant share of San Joaquin County Probation Department’s staff time. Across the workflows measured, a single report could take over 24 hours to complete.
That means more than two full workdays just to put the case on paper.
The challenge added up quickly. 2 reports could mean roughly 48 hours of deskwork, while staff still had supervision, client interactions, court responsibilities, and other casework to manage. And every report still needed to be accurate, timely, and ready for review.
How could they reduce report writing time without sacrificing quality or practitioner judgment?
The Solution
Building AI Around the Report Workflows
Working with San Joaquin County, the Cognisen team identified two major opportunities: restitution and investigation reports. Both required significant staff time, making them strong candidates for a more efficient workflow.
Cognisen worked to tailor DocAssist around how staff actually developed reports. Cognisen’s focus did not solely remain on providing efficiencies for the report writers, but also across the department, from practitioners to leadership and IT. Case information could move into a DocAssist-supported draft, while practitioners remain responsible for reviewing, refining, and approving the final report:
Case information → DocAssist-supported draft → practitioner review → final report
Together, the teams continue refining the workflow, with Cognisen providing ongoing support beyond launch.
Agency Results With DocAssist
58% Less Time Spent Writing Reports
Nearly 3,000 Staff Hours Returned
From January through August 2026, the results were clear. Across measured workflows, San Joaquin County’s staff completed reports 58% faster, saving an average of 2 hours and 54 minutes per report.
Those savings added up to 2,946 staff hours returned, equivalent to roughly 74 forty-hour work weeks. During that period, staff generated 2,677 DocAssist drafts.
And in some of the Department’s most time-intensive reports, the time savings were even greater:
Investigation Reports
More Than 11 Hours Returned Per Report
Investigation reports were among the Department’s most time-intensive workflows. With DocAssist, average staff time dropped from a 24-hour baseline to 12 hours and 59 minutes.
Returned per report
Across the measured period, those savings added up to more than:
Returned to staff
For practitioners managing complex case histories and court-facing documentation, that meant significant time back for other casework.
Restitution Reports
From Over 2 Hours to Just 34 Minutes
DocAssist also made a significant difference in shorter, frequently completed reports. Restitution reports went from a 2-hour, 19-minute baseline to an average of just 34 minutes.
Returned per report
Across the measured period, those savings added up to more than:
Returned to staff
More Than Faster Reports
Returning Time to San Joaquin Officers, For the People They Serve.
Nearly 3,000 hours returned means more capacity for the work at the heart of community supervision:
Field work: More time in the community, with better preparation for routes and officer safety.
Field Visit Preparation: More time to prepare and capture case information accurately.
Court preparation: Less last-minute pressure, with more time to review critical details.
Case planning: More time to review information, plan next steps, and coordinate supervision.
Leadership: Better information for reports, presentations, trends, and agency results.
Client interactions: Hands off recording and preparation allows you to be prepared to be present with your client.
Two principles of how DocAssist helped improve San Joaquin County report writing workflows:
We Kept Practitioners in Control
San Joaquin County Probation's staff review, refine, and approve every report, bringing the context, professional judgment, and accountability that community supervision requires. AI supports the work, but practitioners remain responsible for it.
We Built for Department-Wide Use
With 2,677 Pearl-generated drafts from January through August, the impact extended across the Department’s everyday reporting work, from complex investigation reports to shorter, frequently completed restitution reports.
Conclusion: Looking Ahead
In just eight months, San Joaquin County saw measurable results: 58% less time spent writing reports, adding up to nearly 3,000 staff hours returned.
But those numbers translate into something more valuable: more practitioner time for the people and communities they serve.
For Department leadership, they also show what’s possible when staff capacity is redirected toward the work that matters most.