Leonis Capital Shares Technical Evaluation Questions
Jenny Xiao and Jay Zhao, cofounders of Leonis Capital, shared the top technical questions they ask AI startup founders with Business Insider. Their five-question framework probes capability thresholds, foundation-model replication risk, proprietary data generation, defensibility against cloning, and which system components become harder to change as companies scale. The founders emphasize founder adaptability and technical moats when making investment decisions.
Key Points
- 1Probe capability thresholds by asking impact of 10–20% model improvements on product workflows
- 2Assess foundation-model replication risk to determine whether incumbents could cheaply replicate features
- 3Identify structural defensibility like system-of-record, compliance embeds, or proprietary data generation over time
Scoring Rationale
Practical, actionable VC framework for assessing AI startups, with broad relevance; limited by single-firm perspective and anecdotal basis.
Sources
Public references used for this report.
Practice with real Logistics & Shipping data
90 SQL & Python problems · 15 industry datasets
250 free problems · No credit card
See all Logistics & Shipping problems

