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Welcome to another Data Driven VC “Insights” episode where we cover the most interesting research & reports about startups and VC from the past week.

Unlocking the Potential of Personal Emails in B2B Signup Flows

Kyle Poyar examines the growing dominance of personal email addresses in B2B signup flows, especially among AI-native products. Based on conversations with growth leaders, he argues that what many GTM teams treat as low-quality leads may actually represent a major untapped pipeline opportunity.

  • 75 to 98 Percent of AI Signups Use Personal Emails: AI-native tools report that 75 to 90 percent of signups come from personal emails, with bolt.new reaching 98 percent. Even traditionally work-oriented categories like AI product management and AI coding apps see rates between 75 and 83 percent.

  • 55 Percent NA Enrichment, 45 Percent Global, 95 Percent Accuracy: North America-focused companies can enrich about 55 percent of personal emails, while global companies see closer to 45 percent. When enrichment is successful, accuracy typically exceeds 95 percent.

  • 3 Drivers Behind the Surge: Poyar highlights three structural shifts. Teams experiment with AI outside procurement processes, consumer-to-work adoption is accelerating as seen with ChatGPT, and social logins like Google and GitHub make one-click signup with personal emails frictionless.

✈️ KEY TAKEAWAYS

Personal emails now dominate AI product signups, often exceeding 75 percent. While many GTM teams ignore them, improving enrichment rates and high accuracy levels suggest these leads can be converted into meaningful pipeline if companies invest in proper de-anonymization workflows.

Do Distributed VC Partnerships Generate More Alpha?

Dan Gray analyzes whether geographic concentration in VC still drives performance, or whether distributed partnerships may now have an edge. Drawing on multiple academic studies across the US, Europe, and China, he argues that non-local investing, syndication, and connectivity increasingly outperform proximity.

  • 28,434 Deals Show 17% Non-Local vs 14.5% Local Success: A study covering 28,434 investments across 2,039 VC firms finds that local deals in a firm’s main office region succeed at 14.5%, while branch and non-local investments succeed at roughly 17%. Hub-based firms show a 4.4 percentage point overall edge, but most of that advantage comes from non-local deals.

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