AI Applications & Data Services
AI Knowledge-Workflow SaaS · Series A US$80M

At the track-selection stage, the platform used counter-scenarios to surface 3 fatal assumptions (data wall, customer implementation cycle, regulatory risk). The founding team pivoted within 6 months and ultimately closed its Series A.
Due-diligence time saved
62%
Valuation multiple
9.3x
ARR at 36 months
$24M
The team kicked off the Deep Program in Q4 2026. Original assumption: a B2C content-creation SaaS.
A 5-dimension track stress test found B2C acquisition cost (CAC) lacked elasticity, and China's Interim Measures for Generative AI Services pushed content-platform compliance costs down on margins by roughly 18-26%.
The platform's Critic Agent produced 12 counter-falsifications; the team pivoted to an 'enterprise knowledge workflow' PMF in 60 days. Across 12K Monte Carlo paths, median ARR rose 4.2x and survival probability 1.7x after the pivot.
Signed for a 5% stake (common shares + anti-dilution protection). Closed Series A in H2 2027 at a $200M valuation.