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AI Applications & Data Services

AI Knowledge-Workflow SaaS · Series A US$80M

2027Shenzhen / San Francisco
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.

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