Structured intelligence: five key points

Source published Wed, Aug 6, 2025

Alternative data lets us nowcast the economy in near real time, public policy is the art of balancing many stakeholders, and in an AI-shaped world the human skill of asking well stays central. Notes from my session with the GCGM cohort at the SP Jain School of Global Management, and the short interview recorded after it.

Session participants

  • Speaker: Akhilesh Tilotia. Co-Founder, Thurro. LinkedIn
  • Interviewer from SP Jain School of Global Management, not named in the video.

My key points

  • Alternative data has become essential. A digital economy produces large volumes of data outside firms as well as inside them – company filings, industry association disclosures, satellite imagery – and it lets us nowcast macroeconomic variables that official indices report only with a lag. The value lies not just in the data but in the analysis layered on it. 1
  • Real-time signals reward creative use. What data was published for and what you can use it for are often different things: FASTag toll collections, published at the plaza level, show how products move within the country and how local economies are doing. You are limited mostly by your own imagination. 2
  • Corporate and public work run on different clocks. A corporate has one stakeholder and one return-on-equity goal; public policy must balance many stakeholders, which stretches time cycles, and in exchange the canvas for change is significantly wider. 3
  • Conversation with AI is the near-term superpower. Getting the right information, analysis and action out of AI still takes good human interaction, and knowing the underlying data the AI runs on matters just as much. 4
  • Creativity with data remains a human trait. AI's access to large data does not by itself produce the best output, and balance among competing priorities – for yourself, your team and your ecosystem – is what the work is directed towards. 5
  1. 0:09 to 1:13↩
  2. 1:13 to 2:54↩
  3. 3:02 to 4:30↩
  4. 4:44 to 6:54↩
  5. 4:44 to 6:54↩

The session: SP Jain interview video · Session write-up

These notes were prepared from YouTube auto-captions and edited into a summary, not a verbatim transcript. Auto-captions have no speaker labels and garble some names (Thurro appears as "Taro"). Figures and claims reflect the remarks at the event and have not been independently verified.

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