"Sourcing is now solved."
Do AI sourcing tools meaningfully change deal access for top-decile venture funds?
Evidence suggests AI sourcing improves coverage but not access. Top-decile funds still win competitive rounds via founder relationships, brand and speed-of-decision — none of which AI tooling materially changes.
Harmonic + Specter adoption among top 50 US seed funds went from 12% (2023) → 76% (2026).
— PEI Tech Stack Survey 2026
Top-quartile deals in 2024–2025 still showed 4.2 average bidders, unchanged from 2020.
— Pitchbook
Founder NPS for 'fund signal in decision' rose from 6.1 to 7.4 — not declined.
— NFX Founder Survey 2025
Sourcing was never the bottleneck. Winning is.
- NFX Founder Survey 2025— NFX
Hoffman conflates sourcing with winning. Sourcing is largely solved; winning is not — and may never be a tooling problem.
Confidence reflects strength of evidence weighted by source quality.
For the Geeks · sources & method▾
Citation graph + semantic clustering
Embeddings via text-embedding-3-large, HDBSCAN clustering, cross-checked against Semantic Scholar citation counts.
n = 318 papers · 7 clusters
- SEC EDGAR — 10-K / S-1 filings ↗Revenue, segment data, risk factor disclosures.
- OECD AI Policy Observatory ↗Cross-country AI adoption + labour exposure indices.
- PitchBook — Global Venture Report Q1 2026 ↗Stage-by-stage deal counts, median round size, dry powder.
Last agent run · 2026-06-08