# Billing Narrative Cleanup for Criminal Defense Attorneys with CourtListener

> AI rewrites narratives to match each client's outside-counsel guidelines in MyCase, flags block-billing, and pre-validates against the portal — write-down rate drops from 12% to under 3%. Purpose-built for teams running CourtListener — uses the native API or agent integration so nothing leaves the system of record.

- **Tool:** [CourtListener](https://calish.com/workflows/tool/courtlistener/)
- **Role:** [Criminal Defense Attorney](https://calish.com/workflows/for/criminal-defense-attorney/)
- **Specialty:** Criminal Defense
- **Category:** Finance & Accounting
- **Canonical URL:** https://calish.com/workflows/with/billing-narrative-cleanup-for-criminal-defense-attorney-with-courtlistener/

## The Problem

LEDES bills for Criminal Defense matters get kicked back by clients and e-billing portals for vague narratives — realization drops and the billing coordinator chases lawyers for rewrites.

## What We Build in CourtListener

AI rewrites narratives to match each client's outside-counsel guidelines in MyCase, flags block-billing, and pre-validates against the portal — write-down rate drops from 12% to under 3%. Purpose-built for teams running CourtListener — uses the native API or agent integration so nothing leaves the system of record.

## CourtListener Integration Approach

1. **Audit your CourtListener configuration.** We map the specific CourtListener objects, custom fields, and workflows the automation needs to touch for your criminal defense practice.
2. **Build on the CourtListener API or agent.** Integration happens inside CourtListener — no data leaves the system, no parallel tool for your team to learn, no license changes.
3. **Human-in-the-loop handoff.** Every automation routes exceptions back to a human in CourtListener with full context — AI handles the 80%, your team owns the judgment calls.

## About This Workflow

- [Billing Narrative Cleanup for Criminal Defense Attorneys](https://calish.com/workflows/billing-narrative-cleanup-for-criminal-defense-attorney/)
- AI rewrites narratives to match each client's outside-counsel guidelines in MyCase, flags block-billing, and pre-validates against the portal — write-down rate drops from 12% to under 3%.

## Other CourtListener Automations

- [Court Deadline & Docket Tracking for Criminal Defense Attorneys](https://calish.com/workflows/with/court-deadline-and-docket-tracking-for-criminal-defense-attorney-with-courtlistener/)

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