From risk identified to control effectiveness.
Scenario-driven development brings risk owners closer to modeling, with expectations everyone can review.
Making risk intent testable
Control effectiveness gets lost in handoffs. A risk starts with the person who owns it. By the time a control ships, the original intent has been restated through interpretation, specification, and build.
Scenario Studio enables you to Develop by example with realistic, end-to-end multimodal scenarios. (text, documents, audio, images, and video generation) Capture fraudulent cases and legitimate lookalikes, with customization for research and other domains. Control Studio (coming soon) is focused on scenario-driven control development and model risk review.
Our core focus is financial crime. Scenario Studio also supports telecom and research teams with domain-specific generation needs.
Founding team
Built from years inside banking, AI, and enterprise security.

Mohammed Roondiwala
Co-founder, CEO
17 years at Goldman Sachs, building AI for AML and surveillance.

Sumeet Sahu
Co-founder, CTO
Ex-Amazon, Intuit, and Microsoft. Shipped systems at 1.5B transactions a day.

Srinath Warrier
Co-founder, CPO
Ex-SAP. 14+ years building AI enterprise product and tech.

Shobha Jagathpal
Advisor
Former MD at Morgan Stanley. 25+ years in cybersecurity leadership.