2/28/2026

AfterQuery

An applied research lab curating expert-crafted training data solutions — SFT pairs, RL environments, and computer use trajectories — to accelerate foundation model development.

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.
57

AfterQuery

An applied research lab curating expert-crafted training data solutions — SFT pairs, RL environments, and computer use trajectories — to accelerate foundation model development.

38
Risk
Execution, regulatory & market risk
63
Team
Experience, domain fit & gaps
72
Market
TAM size, growth rate & timing
42
Traction
Evidence of demand & momentum

Executive Summary

AfterQuery is a YC W25 pre-seed company building a research-first AI training data business, with a credible thesis that frontier model performance is bounded by data quality — a belief now mainstream among frontier labs. The market timing is genuinely favorable: Scale AI's Meta acquisition has created a neutrality gap, the AI training dataset market is growing at ~23% CAGR, and demand for agentic and computer-use training data is emerging fast. The founding team is unusually well-credentialed for their age, but every major traction claim — including serving "all frontier AI labs" — is self-reported and unverified by any independent source. The single biggest risk is financial: $500K raised against a headcount that implies unsustainable burn, with zero public confirmation of named customers, revenue, or runway. This is a high-potential, high-risk pre-seed bet that lives or dies on its next fundraise and whether those frontier lab relationships are real.

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