Last updated:
March 16, 2026

The Netflix of Enterprise Data: A Conversation with Suvrat Bansal

Decision Intelligence
Explainable AI

In a recent episode of 101 Talks with Sachin Menon, Suvrat Bansal, the founder and CEO of Clarista, shared his journey from his early days at Citigroup and Morgan Stanley to becoming the Chief Data Officer at UBS and eventually launching Clarista. His story is one of connecting technical expertise with business needs to solve the persistent challenges of enterprise data intelligence  

The Epiphany: From Netflix to Data

The core idea for Clarista was born during a simple commute. Suvrat observed how effortlessly he could stream a movie on his iPhone via Netflix without having to download the entire file. This sparked a realization: while personal technology has moved to seamless streaming, the enterprise world is still trapped in a cycle of moving and copying massive amounts of data just to produce a single report. He questioned why enterprise information couldn't be served like a movie, streamed directly from where it sits, personalized, and in real time.

Solving the Financial AI Gap

Suvrat highlighted a major limitation of general AI tools like ChatGPT for the financial sector. While models like ChatGPT are trained on historical data and may only be updated periodically, finance requires accuracy down to the second. A transaction executed or a price change a minute ago must be reflected immediately for the AI to be useful.

Clarista addresses this through a "zero data footprint" approach. Instead of copying sensitive financial data into an AI model, which creates security risks and latency, the technology goes to the data. Clarista's patented workflow consists of three layers:

  1. Universal Connectivity: Connecting directly to source systems.
  1. Translation & Context: Converting technical data into "business language" as it comes in.
  1. Consolidation & AI Integration: Creating a consolidated, real-time view that the AI can interact with securely.

The Reality of Building a Startup

The journey of an entrepreneur is rarely as smooth as a press release might suggest. Suvrat shared a particularly difficult moment nine months into the company's development when his Head of Technology decided to throw away all their initial work to rebuild a more robust foundation. Rather than seeing this as a failure, Suvrat viewed it as a necessary step to avoid "technical debt" and ensure the long-term viability of their vision. He emphasized the importance of trusting your team and giving them the space to experiment and make those hard calls.

Advice for Aspiring Founders

Suvrat’s advice for those hesitating to start their own journey is simple: don't wait for the "right moment" because it doesn’t exist. He urged aspiring entrepreneurs to:

  • Know your value: Identify what unique skills or capital you bring to the table.
  • Find the right team: Don't carry the burden alone. Finding co-founders with complementary skills, even if it means giving up a larger portion of equity, is far more important than worrying about ownership percentages.
  • Focus on execution: While ideas are important, the ability to build and execute is what truly separates successful firms.

Suvrat’s story serves as a powerful reminder that building responsible, secure, and real-time AI requires more than just advanced technology; it requires a deep understanding of the industry and a commitment to data integrity and trust.

Watch the complete podcast here.

Suvrat Bansal discusses how revolutionizing financial intelligence by creating a secure, real-time streaming model for enterprise data, inspired by Netflix's efficiency.

Don’t Wait for “Someday” Value

Stop paying for complexity you don’t need  See measurable outcomes in weeks, not quarters, with a platform designed to integrate quickly and adapt as you grow.