Billing Narrative Cleanup for Real Estate Attorneys with Qualia
The Problem
LEDES bills for Commercial Real Estate Law 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 Qualia
AI rewrites narratives to match each client's outside-counsel guidelines in Qualia, flags block-billing, and pre-validates against the portal — write-down rate drops from 12% to under 3%. Purpose-built for teams running Qualia — uses the native API or agent integration so nothing leaves the system of record.
Qualia Integration Approach
Audit your Qualia configuration
We map the specific Qualia objects, custom fields, and workflows the automation needs to touch for your commercial real estate law practice.
Build on the Qualia API or agent
Integration happens inside Qualia — no data leaves the system, no parallel tool for your team to learn, no license changes.
Human-in-the-loop handoff
Every automation routes exceptions back to a human in Qualia with enough context to act — AI handles the 80%, your team owns the judgment calls.
See this running in your Qualia instance
30-minute call. We'll look at your actual Qualia setup and show exactly how this workflow fits.