I bridge the gap between technical innovation and the rules of institutional capital. I structure the handshake that turns a "Maybe" from a bank into a signed contract.
Request a Diagnostic TriageIn the current market, brilliant technical solutions are hitting a wall. They pass the pilot phase but fail the final board approval.
The reason is simple: Founders build for accuracy, but institutions buy accountability.
A Bank Director or a Chief Risk Officer will not sign off on a "Black Box" they don't understand, no matter how well it works. Faced with a risk they cannot audit, their only safe move is a slow "No." This protects their reputation but kills your sales and bleeds your capital.
I don't offer general advice. I perform a structural realignment of the deal's logic.
I move the focus away from trying to prove the AI is "smart" and toward proving the results are verifiable. I build a parallel layer of logic that connects the new technology to the existing rules the institution is legally required to follow.
I provide the Deterministic Logic Specification—the blueprint that shows the bank's Risk Committee exactly how to audit the results.
I act as the "Sense-Maker" for M&A lawyers, debt providers, and VCs. When a transaction is stuck in the final audit or a portfolio company is facing a capital haircut, I identify the logic fracture and provide the fix.
I don't need months to learn your business. I am here to verify its integrity and provide the technical covenants required for legal and risk sign-off. I move the deal from "Stalled" to "Done."
120 Minutes
A clinical look at why your deal is stuck. I identify the specific logic-gap preventing sign-off and provide a clear "Go/No-Go" report.
€2,500
48 Hours
A high-intensity sprint to architect the handshake. I provide the implementation roadmap for your engineers and the auditable evidence your buyers need to see.
€15,000
Aryeh combines the analytical rigour of an MSc in Quantum Chemistry with two decades of institutional experience at Citibank in London and Investec Bank.
He specialises in fixing the logical failures that prevent new technology from being "bankable." He doesn't just look at the tech; he understands the mind of the person who has to sign the check.