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ESG Research demo

Ask a plain question about any issuer; agents read the issuer's own reports and outside sources at once, in the original language, explain where sources disagree, refuse what they cannot cite, and hand the answer to an analyst to save and to the ESG lead to approve into the house view. 1:31

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What the demo shows

Ask anything about an issuer's ESG record in any language; the answer cites its source page

Eight agents work every question. A Planner turns plain words into a reading plan and asks back when the issuer is unclear. The Issuer Reader reads the issuer's own documents in their original language, scans included, while the Outside Sources agent reads NGO reports, public registers and vendor records. The Contradiction agent explains every disagreement, the Checker re-reads each cited passage blind on a second model family and removes anything without a page. The Note Writer drafts the research note and the house-view change; the Watch agent re-runs saved questions on new documents; the Intake agent keeps the source base current. An analyst confirms, edits or rejects each claim and decides each disagreement with a reason; the Head of Sustainable Investing approves the house view, and the drafter never can.

Transcript

  1. ESG Research answers questions about any issuer's ESG record, cited to the page.
  2. ESG ratings agree only 0.38 to 0.71, so analysts re-read reports.
  3. Lena asks about Marquesa Food Soy.
  4. Agents read 14 sources at once.
  5. The verdict committed 71% verified and partly audited.
  6. Each claim sits beside its page, Portuguese next to English.
  7. An agent explains the NGO's 58%, a bigger denominator.
  8. One scanned table waits for Lena.
  9. Nothing unsighted is stated.
  10. Lena saves it and proposes a higher house view risk.
  11. Helen approves. The analyst who drafted it never can.
  12. One question covers all 64 soy buyers at once.
  13. Every answer is cited, signed, and logged with an evidence pack.
  14. The result, minutes, not hours, across 5,000 issuers.
  15. Built on Botminds: agents, data, screens, and governance on one platform.

Transcribed from the film’s narration. Captions are on the player.