2/28/2026

Sieve Data Inc.

AI-powered financial data extraction and validation platform combining LLM-based extraction with consensus human review to deliver investment-grade accuracy for hedge funds via API and Excel add-in.

Disclaimer: This report is based on publicly available information and AI analysis. It does not constitute investment advice. Always conduct your own due diligence before making investment decisions.
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Sieve Data Inc.

AI-powered financial data extraction and validation platform combining LLM-based extraction with consensus human review to deliver investment-grade accuracy for hedge funds via API and Excel add-in.

55
Risk
Execution, regulatory & market risk
72
Team
Experience, domain fit & gaps
60
Market
TAM size, growth rate & timing
45
Traction
Evidence of demand & momentum

Executive Summary

Sieve Data Inc. is a YC X25-backed seed-stage startup (Spring 2025) building an AI + human-in-the-loop financial data extraction platform targeting hedge funds. The founding team has genuine domain credibility — Nicole Lu's Citadel background gives her direct insider knowledge of the pain she's solving — and the product is shipped and functional. However, the claims largely hold up only at the product level: no named customers, no disclosed revenue, and no verifiable accuracy benchmarks exist yet. The single biggest risk is the competitive landscape: Daloopa just raised its third round ($55.9M total as of July 2025), covers the same market with the same Excel add-in approach, and is now integrating with Anthropic's Claude — leaving Sieve fighting for the same hedge fund wallet with a fraction of the capital and no established data moat.

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