Quantifying AI RiskMeasure your AI risk, mitigate it, and prove you did, before regulators, auditors, or the board askI turn "is our AI safe?" into a defensible number โ for regulated organizations that can't afford to get it wrongO-1A visa for extraordinary ability in AI, data science & bioinformatics ยท ISO 42001 Lead Auditor ยท Master's in Bioinformatics ยท O'Reilly instructor
For leaders accountable for AI
Everyone's "de-risking AI." Can anyone tell you your actual risk โ measured?
Your board asked if your AI is compliant. Could you answer with a number โ or a binder?
You have AI in production. Do you know which systems carry the most risk โ and by how much?
An auditor asks for evidence your AI is safe. How long does that take your team to assemble?
You're accountable for AI you didn't build and can't fully see. Where does that leave you when something fails?
Why now
AI is moving faster than governance. Most organizations can list their AI systems โ few can quantify the risk those systems create. Regulators, auditors, and boards are increasingly asking for evidence, not intentions.
Advisory & consulting
I de-risk your AI โ quantitatively
I provide AI risk advisory and consulting to regulated organizations: measuring where your AI risk sits, advising your leadership, and building governance that's defensible. Not a checklist. A measurement, and a plan.
Advisory engagements
Ongoing guidance for leadership on AI risk and governance.
Risk assessments
A quantified, defensible read of your AI risk posture.
Executive trainingPhase one
Leadership fluency in AI risk, built into every engagement.
Every engagement begins with a conversation.
Why me
You've hired people to build your AI, audit it, and train your team. None of them are measuring whether it's actually safe. That's the gap I exist in.
O-1A Visa โ Extraordinary Ability
in AI, data science, and bioinformatics
ISO/IEC 42001 Lead Auditor
certified to audit AI management systems to the international standard
O'Reilly Live Training โ "Quantifying AI Risk"
101 practitioners, NPS 67 (world-class), zero detractors, acquisitions asked for more
"Absolutely top flight content and lecture. The question I asked on ROI vs VaR and the accompanying answer really hit hard. ROI is often the measure executives focus on but the internal dissonance on the counter metric is just as important. Suneeta is an excellent instructor and I will be attending her future sessions."
First Author, Journal of Clinical Oncology
peer-reviewed clinical research (ASCO 2024)
Author โ The AI-Human Synergy (2024)
Master's in Bioinformatics ยท 25 years across regulated industries (healthcare, finance, insurance, life sciences)
Peer reviewer โ Frontiers in Oncology, Frontiers in Immunology, PLOS ONE
Events
Speaking & Training
O'Reilly Live Training โ "Quantifying AI Risk"
I delivered O'Reilly's live training on quantifying AI risk to 101 practitioners.
101 practitioners ยท NPS 67 (world-class range) ยท zero detractors ยท O'Reilly acquisitions requested more
AI Literacy Session โ WashU Olin Business School
I led an AI literacy session for students in the Olin Business School CEL program โ a well-received session.
"SANJEEVANI AI has participated as a business client through Olin's Business School's Center for Experiential Learning Startup Practicum at Washington University in St. Louis. And has been supported by the WashU School of Law Entrepreneurship and IP Clinic."
"Absolutely top flight content and lecture. The question I asked on ROI vs VaR and the accompanying answer really hit hard. ROI is often the measure executives focus on but the internal dissonance on the counter metric is just as important. Suneeta is an excellent instructor and I will be attending her future sessions."
About
How I came to AI risk โ and why I measure it
I came to AI risk the long way โ through bioinformatics and clinical research, where a wrong number isn't a bug, it's a patient.
That's why I don't treat AI governance as paperwork. I treat it as measurement: what's the actual risk, how big is it, and how do we bring it down โ with rigor a board and an auditor can both trust.
Today I help regulated organizations quantify and de-risk the AI they depend on. I'm an ISO 42001 Lead Auditor, an O'Reilly instructor, a published researcher, and the founder of SANJEEVANI AI.