Inside AsembleAI: DeepTech, AI & Science

Vanessa Larco defines the signals that make AI startups timely

EP 79: The “Why Now” Test for AI Startups | Vanessa Larco, VC & Formerly NEA Partner

The episode offers a practical framework for judging whether AI companies have genuine customer pull, durable advantages, and the right moment to scale.

3 key takeaways
  1. 1Product pull appears when customers depend on a product and actively demand more, especially in enterprise markets.
  2. 2AI opportunity increasingly depends on workflow automation, unstructured data, and whether technology and cultural change align.
  3. 3Exceptional founders combine obsession, urgency, grit, and conviction, while investors must separate those qualities from luck.

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Vanessa Larco explains why watching Robinhood through its IPO reinforced her belief that early-stage investing ultimately comes down to founder obsession, urgency, grit, and conviction.

The brief

Vanessa Larco brings an operator’s view to venture investing, arguing that product roadmaps reveal a founder’s priorities, decision-making, culture, and use of engineering resources.

She prefers “product pull” to product-market fit: the clearest signal is customers depending on a product and actively asking for more, particularly in enterprise markets.

Enterprise AI is attracting capital because agents, unstructured data, workflow automation, and productivity gains create visible opportunities, while consumer and SMB adoption remain more complicated.

Larco’s “why now” test requires a technological unlock and a broader cultural or societal shift; brand and trust alone cannot make an investment compelling.

Her Robinhood experience sharpens the founder test: exceptional teams show unusual passion, urgency, grit, and conviction before outcomes make success look inevitable.

The conversation closes on AI agents becoming a new traffic layer and on venture firms automating sourcing and diligence without surrendering human investment conviction.

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