AI Systems Validation & Governance

Architect,
The PROVE
Framework

26 years building and validating AI systems across regulated enterprise environments. Independent specialist in operational AI governance for financial institutions.

Explore the framework
Nitin Warrier
IBM GBS Outstanding Technical Achievement Award
MIT xPRO Postgraduate Certificate in Cybersecurity, 2024
26 years across IBM, Wipro, and enterprise QA leadership
Based in Bangalore · Available for UAE/GCC engagements
The Framework

PROVE — Operational AI Governance
for Regulated Financial Institutions

"Every institution has an AI governance policy. PROVE answers the question regulators are now asking: how do you know your policy was working, before the thing that went wrong went wrong?"

PROVE is an original operational AI governance methodology — not a policy framework, not a compliance checklist. It converts governance intent into signed, dated, auditable commitments that hold under regulatory examination.

Mapped against eight global regulatory frameworks including CBUAE, EU AI Act, SR 26-2, MAS, FCA, RBI, APRA, and OSFI. First published June 2026.

P
Performance
R
Requirements
O
Outcomes
V
Value
E
Evidence
Regulatory Mapping

Mapped Against Eight
Global Frameworks

PROVE principles address the governance obligations these frameworks impose on regulated financial institutions. Applicable globally — calibrated to the CBUAE February 2026 AI guidance for UAE/GCC institutions.

CBUAE
EU AI Act
SR 26-2 / NIST AI RMF
MAS
FCA / PRA
RBI
APRA
OSFI

"Mapped against" means PROVE principles address the governance obligations these frameworks impose — not that the framework has been formally certified or assessed by any regulatory body.

Published Work

Writing & Research

LinkedIn Article When AI Governance Fails, It Does Not Fail Quietly On the gap between AI governance policy and operational proof — and what regulated institutions must build before a regulator asks for it. Read on LinkedIn → Position Paper The Unfinished Layer — The PROVE Framework The founding position paper introducing PROVE as an operational AI governance methodology for regulated financial institutions. Submitted to Dubai Future Foundation. Read on LinkedIn → LinkedIn Article Your Chatbot Speaks. The Company Courts Are Listening. On the legal and regulatory exposure created when AI systems communicate on behalf of institutions — and what governance frameworks must account for. Read on LinkedIn →
Available for expert advisory, speaking engagements, and consulting in UAE/GCC and globally.
Email nitin@nitinwarrier.com
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