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.

Product
Doriot AI
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.
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.
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
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