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Customer Spotlight: A Nairobi Law Firm Cut Filing Time by 70%

How a 24-advocate Nairobi law firm reclaimed 8 billable hours per advocate per month by turning email into auto-filed matter records.

Customer Spotlight: A Nairobi Law Firm Cut Filing Time by 70%

This is the long-form version of the case study. It includes the parts that didn't fit there.

The starting numbers

24 advocates, 18 support staff, and a Managing Partner who'd been tracking non-billable time for six months before approaching us. His finding:

  • Advocates billed an average of 1,650 hours/year (target: 1,800)
  • The gap was non-billable administrative work — and 70% of that was document operations

If he could recover 8 hours/advocate/month, the firm would hit its billable target without working anyone harder.

What we did

The intervention was unglamorous:

  1. Inbox routing: Every email forwarded to matters@firm.papyrus.io got AI-classified to the right matter
  2. Templates with merge fields: Standard letters, retainers, NDAs instantiated with one click
  3. Court bundle builder: Select documents, click “Build Bundle”, get a hyperlinked PDF
  4. Conflict-check workflow: Before any new matter, a compliance partner reviews and approves the no-conflict opinion

The technical migration took 6 weeks. The behaviour migration took another 8.

What we measured

Before / after (from the firm's time-tracking system):

Activity Before (hr/advocate/month) After
Filing emails 3.2 0.4
Drafting standard docs 2.1 0.6
Bundle assembly 2.0 0.3
Conflict checks 1.0 0.1
Total non-billable 8.3 hr 1.4 hr
Recovered 6.9 hr (83%)

The firm rounded up to “8 hours” in their internal communications. We rounded down. Either way: meaningful.

The Managing Partner's quote

"I budgeted for 18 months to see ROI on the implementation cost. We hit it in 5. The cost wasn't even the issue at that point — it was the advocates' time we got back."

What didn't work the first time

Two things failed initially:

Failure 1 — Voice dictation

We tried integrating a voice-to-text feature for advocates dictating notes after meetings. Accuracy was 75% on Swahili-English code-switching; advocates complained about cleanup time. We pulled the feature after 3 weeks and recommended dedicated dictation software for that workflow.

Failure 2 — Auto-assign court bundles to senior advocate

The first version of the bundle builder auto-assigned the resulting PDF to whoever was listed as “senior advocate” on the matter. Several matters had outdated senior-advocate assignments, leading to wrong-person notifications. We changed to propose assignment with one-click confirmation.

Where they're going next

The firm is now considering rolling Papyrus to:

  • Client billing (currently in a separate practice-management system)
  • Trust account reconciliation
  • KYC and AML evidence
  • Internal HR

The MP's reasoning: “If 8 hours per advocate is recoverable from email and filing, what's recoverable from the rest?”

Generalisable lessons

For law firms considering Papyrus:

  1. The biggest non-billable savings are from email routing, not workflow design
  2. Templates with merge fields pay back disproportionately for high-volume standard documents (NDAs, retainers)
  3. Conflict checks done right become a system feature rather than a process burden
  4. The MP-level enthusiasm matters more than the advocate-level enthusiasm. Senior buy-in pulls the firm along.

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