The volume problem
Eight hours of work before the case even starts.
Before an attorney can evaluate liability, discuss settlement, or prepare for trial, someone has to read and organize the entire case file. In CA WC, that work is unavoidable and uncompensated on its own.
A standard applicant matter with a represented claimant includes: the claim form and employer's report, treating physician notes across months or years of care, one or more QME or AME reports (often 80 to 140 pages each), vocational rehabilitation records, deposition transcripts, all DWC filings, and any prior claim history. Defense matters add billing records, coverage analysis, and panel physician correspondence.
The average attorney spends six to eight hours constructing a working understanding of a case file before they can have a productive settlement conference or prepare a meaningful brief. That time is not billable in any way that covers its cost. It is overhead absorbed by the practice.
For applicant attorneys working on contingency, this overhead comes directly out of recovery on every case. For defense attorneys billing hourly, it creates carrier friction and rate pressure. Neither side has a good answer under the current model.
The forms problem
Fifty-plus mandatory DWC forms. Each one a liability risk.
California Workers' Compensation requires specific DWC forms for nearly every procedural step. Many of them pull information directly from the case file: dates, diagnosis codes, impairment ratings, apportionment factors, wage information, treatment dates.
Filling them correctly requires having already read the file carefully enough to locate those facts, cross-reference them, and enter them accurately. An error on a C&R or a NOA is not just a clerical issue. It can affect the enforceability of a settlement, trigger an audit, or give opposing counsel a procedural opening.
The forms problem compounds the volume problem. An attorney who has spent hours on a file still has to spend additional time on the forms themselves, cross-checking facts, calculating dates, and verifying that each field is consistent with the others.
Staff can help, but staff make errors at a higher rate than attorneys on the same material. And staff cannot substitute for attorney judgment on the substantive fields: impairment, apportionment, permanent disability ratings, and dispute positions.
The cost problem
Legal defense costs per claim rose 29% between 2021 and 2024.
From $9,800 to $12,600 per claim. That increase is not random. It tracks with attorney hours per matter, which track with case file complexity.
What drives legal defense costs (ALAE)
- Defense attorney fees: 45 to 50% of total legal defense costs, the largest single component
- Medical-legal costs: rising at 7.7% per year, double the prior seven-year average
- Cumulative trauma claims now represent 24% of all filings, an all-time high
- 91% of CT lost-time claims involve attorney representation, double the rate for specific injuries
- California combined ratio: 127%, the highest in more than 20 years (WCIRB 2025)
Source: WCIRB 2025 State of the California Workers' Compensation Insurance System Report
The practice cannot grow its way out of this. More cases at the same hours-per-case model means more overhead at the same rate. The only durable solution is reducing the hours required to process each matter at the same quality level. That is what Adjudica does.
The AI problem
Generic AI makes the liability worse.
General-purpose AI tools produce plausible-sounding answers without citations. In CA WC practice, a plausible answer to a question about apportionment, causation, or a DWC form field is exactly as dangerous as a wrong answer. Attorneys are responsible for every output they file, and "the AI said so" is not a defense before the WCAB.
Adjudica is not a general AI. It is a CA WC-specific system that cites every fact to the page it came from, shows every calculation formula, and treats attorney review as a required step, not an optional one. The output is only as useful as the evidence behind it, and the evidence is always visible.