After 15 years practicing California Workers' Compensation law, I've seen what happens when attorneys rely on tools they can't verify. Bad ratings go unchallenged. Apportionment errors compound. Clients lose money because the software said so — and nobody questioned the software.
The Black Box Problem
Most legal AI tools today operate as black boxes. You feed in a medical report, and out comes a number. Maybe a rating. Maybe a recommendation. But you can't see how it got there. You can't verify the reasoning. You can't explain it to a judge, to opposing counsel, or to your client.
For California Workers' Compensation attorneys, this isn't just inconvenient — it's a professional liability. The California Labor Code requires specific procedures, specific forms, specific calculations. A black box that gets it wrong doesn't just waste your time — it costs your client money.
The Glass Box Standard
We built Adjudica on a different principle: every AI output must show its work. When Adjudica calculates a PD rating, it shows you:
- The specific impairment code from the AMA Guides
- The PDRS conversion applied
- The age and occupation adjustments with their statutory basis
- The apportionment calculation with the specific medical report page cited
- The final rating with every step visible and verifiable
Six Pillars of Transparency
Our Glass Box framework is built on six pillars that govern every feature we ship:
- Source Citation — Every AI output references its source document, statute, or case law
- Reasoning Visibility — The logic chain from input to output is always accessible
- Human Override — Attorneys can modify, challenge, or reject any AI recommendation
- Audit Trail — Every AI decision is logged with timestamp, inputs, and outputs
- Confidence Scoring — AI indicates its certainty level, flagging areas that need human review
- Explainability — Any output can be explained in plain language to a judge, client, or opposing counsel
Why This Matters for Your Practice
When you use Adjudica, you're not trusting a black box. You're using a tool that shows you exactly what it did and why. If the AI makes a mistake — and AI will make mistakes — you can see it, catch it, and correct it before it affects your client.
That's not just better technology. It's better lawyering.
Try It Yourself
Our free PD Ratings Calculator is the simplest demonstration of the Glass Box standard. Calculate a PD rating and see every step of the math — no signup, no cost, no black box. That's the standard we hold ourselves to, from a free calculator to the full Adjudica platform.