AI you can deploy — and defend.
The Defensible AI Assessment tells you which AI use cases to deploy, which to pilot, and which to hold until the foundations are fixed. With proof that survives a regulator, an auditor, a board, or a donor.
Too cautious to move, or moving blind
Wherever decisions face scrutiny, a model is only as deployable as the data beneath it, and only as safe as your ability to explain, evidence, and reconstruct its decisions. Most organizations are either too cautious to move, or moving on foundations they can't audit.
Business value
What the use case is actually worth: revenue, cost, risk reduction, measured against your numbers.
Data & technical feasibility
Whether the data beneath the use case can support it today, and what it costs to close the gap.
Regulatory defensibility
Can you explain, evidence, and reconstruct the decision for whoever examines it? If not, value doesn't matter yet.
Fixed scope. Fixed fee. 2–4 weeks.
From one team to institution-wide and board-ready. Every use case leaves with a verdict and the evidence behind it, delivered by a senior principal who does the work.
See the full assessmentBuilt by an operator
20 years building these systems, and a hard-won map of where they fail. Deep data-foundation expertise in entity resolution, reconciliation, and lineage. Counterparty credit risk at Fidelity, systematic strategies as a portfolio manager, LLM risk detection as a principal data scientist. Miami-based, remote-capable, and on-site when the work requires it.
The Verifiability Gradient
Why human oversight breaks when AI output stops being checkable. A framework for CROs and model-risk leaders.
AVAILABLE SOON More on the Insights pageStart with a focused assessment.
A free 30-minute intro call. You'll leave knowing whether the assessment fits, even if we never work together.
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