AI Product Engineering·Venture Capital & Startups·Shipped·2024

Doriot AI

Prior venture of the founder

Match founders to the right investors

1B+ data points · ~90% match accuracy on product eval criteria

Doriot helps startups find aligned investors and run outreach with an AI copilot, so fundraising is targeted instead of spray-and-pray.

Doriot AI: Match founders to the right investors

Product

Doriot AI

01

Challenge

Founders waste cycles pitching misaligned investors. Spreadsheets and cold email do not encode stage, domain, or traction fit. The product needed real matching quality at data scale, plus a workflow founders would actually use.

02

Approach

We built a full-stack matching platform: ML-driven investor recommendations, founder dashboards, and a copilot for outreach, on production data infrastructure for large profile and preference datasets.

03

Outcome

1B+ data points · ~90% match accuracy on product eval criteria

A shipped matching system on large-scale investor and startup data, with usable match quality against the product's evaluation criteria.

  • ML matching stack on large-scale investor and startup data
  • Outreach copilot and pipeline infrastructure
  • Founder-facing dashboards and CRM

Delivered

  • 01Investor matching engine
  • 02Outreach copilot
  • 03Investor CRM and pipeline
  • 04Founder pitch dashboard

Stack

Next.jsTypeScriptPythonPostgreSQLML modelsVector search
ClientDoriot AI
IndustryVenture Capital & Startups
TypeAI Product Engineering

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