Venture with Grace Ray Wu, Alumni Ventures Managing Partner on AI, SaaS & Frontier Tech
Jan 24, 2026
Ray Wu, a seasoned VC and former corporate venture lead at HP and Cisco, discusses AI, SaaS and frontier tech. He talks technical defensibility in fast-moving markets. He explains layer-two reasoning that fuses enterprise data with LLMs. He outlines enterprise middleware needs, wedge strategies into platforms, and how corporate VC experience shapes long-term AI investments.
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Build A Reasoning Layer Over LLMs
- Build reasoning layers that integrate internal enterprise data with LLMs to reduce hallucination.
- Optimize context and memory to lower token costs during inference.
Target Enterprise With Domain Expertise
- Founders targeting enterprise should understand enterprise sales, compliance and domain needs deeply.
- Hire people with enterprise experience and optimize for industries valuing correctness like pharma or utilities.
AV's Diversified, Stage-Agnostic Model
- Alumni Ventures runs many separate funds and offers stage-agnostic checks from ~$50k to multimillions.
- Their core product is diversified access to venture for a large base of individual investors.