Judges Don't
Speak Python.
The danger isn't just the error; it's losing the narrative. We are your translators. We turn complex code into winning verdicts.
> RECONSTRUCTING MODEL STATE...
> INPUT VECTOR: [0.23, 0.91, -0.04]
> OUTPUT: 'DENIED'
> CAUSALITY: STATISTICAL ANOMALY (p < 0.01)
"The error was a statistical anomaly, not negligence."
The Expert Witness Gap
Academic experts fail under cross-examination because they don't ship code. They crumble on practicalities.
MOZG Role
Our experts are practitioners who build and break systems daily. We know where the bodies are buried.
Forensic Reconstruction Service
We rebuild the "Crime Scene"—the exact model state and data context at the moment of the alleged error.
MOZG Role
We prove the error was an unavoidable statistical edge case, not a systemic failure of care.
Building Your Defense
We provide the technical ammunition your legal team needs to win
Bias & Discrimination
Defending against "Disparate Impact" claims requires rigorous math, not just good intentions.
MOZG Role
We provide the statistical evidence proving your intent was fair and your testing was thorough.
Copyright Infringement
Did your model "memorize" the plaintiff's work? Or did it learn the style? The difference is millions in damages.
MOZG Role
We run "Substantial Similarity" tests to disprove direct copying and prove transformative use.
Reasonable Measures
The law doesn't demand perfection; it demands "Reasonable Measures." Can you prove you took them?
MOZG Role
Our audit reports serve as your timestamped proof of industry-standard due diligence.
Cross-Examination Prep
Your lawyers know the law, but they don't know the tech stack. We help them destroy the opposing expert.
- We identify the flaws in the plaintiff's technical methodology.
- We write the specific technical questions that expose their ignorance.
- We prepare your CTO for the "Gotcha" questions.
Settlement Valuation
Knowing when to fight and when to settle is a technical calculation, not just a legal one.
- We assess the probability of a successful technical defense.
- We quantify the potential exposure based on data volume.
- We give you the brutal truth about your odds so you don't waste millions.
Authority Under Fire
Our most senior witnesses are court-ready. They combine deep technical expertise with the composure required for high-stakes litigation
MOZG Role: We lock in your defense team before the plaintiff does.