Sources: GV shelved its algorithm, which for years served as a gatekeeper for new investments, suggesting that human judgement can't always be automated away
Dan Primack / Axios :
Context & Ripple Effects
GV's decision closes a loop opened in 2018, when Axios reported the firm had for years run an algorithm dubbed The Machine as a screen on new investments. Shelving it now reads as an admission that the tool stopped earning its place as a gatekeeper.
The move lands amid a split record on automating judgment: while G/O Media doubled down on AI-generated stories despite botched first attempts, the crowdsourced model-picker Yupp shut down after failing to find product-market fit — evidence that automation sticks in low-stakes content but keeps failing as a filter for consequential choices.
First-order effects
- GV's partners are back to judging deals without an algorithmic screen, and founders pitching the firm no longer face The Machine as a first-pass filter.
Second-order effects
- Other firms that marketed quantitative screens as part of their process face harder questions from LPs and founders about how much weight those tools actually carry.
Third-order effects
- If the pattern holds alongside Yupp's failure and OpenAI's consumer-first stumble against Anthropic, capital allocators will keep human judgment in the loop wherever the feedback signal is slow and sparse — reserving full automation for high-volume, fast-feedback work like publishing.
The trend: Automation is winning in high-volume content production but being rolled back as a gatekeeper for scarce, high-stakes judgments like venture investing.