Convergence
Rory Woodbridge (GTM), Kevin Indig (growth), and Maja Voje (GTM strategy) each arrived at the same claim independently in May 2026: when AI handles output volume, human judgment becomes the binding constraint, and the correct response is elimination, not optimization. Woodbridge applied it to launch triage. Indig grounded it in METR's agentic productivity research. Maja named it as the operating principle for AI-native GTM and curated three independent operator confirmations of it.
Operators
- Rory Woodbridge, Engineering ships every 2.8 weeks on average now. Without a tier system, every release becomes a launch debate.. Tiered launch systems remove the per-release debate, concentrating human judgment on tier assignment and letting everything downstream run as execution.
- Kevin Indig, The cost to produce AI output is falling. The cost to verify it is rising. Judgment is the binding constraint.. Judgment is the only thing that does not compress. Verification cost trends opposite to production cost.
- Maja Voje, The 2026 GTM AI playbook is not about doing more things faster. It is about stripping everything that does not compound.. The 2026 GTM AI playbook strips what does not compound, not speeds up everything.
Variation
- Woodbridge: applied to launch operations. Tier assignment is the human judgment point. Criteria decide everything downstream.
- Indig: applied to knowledge work broadly. Scarcity is verification capacity, not production capacity.
- Maja Voje: applied to GTM strategy. The question is compounding effect, not speed or volume.
- Convergence: when AI handles volume, the scarce resource shifts to human judgment. The response is concentration, not expansion.
Implication
For any team using AI to produce more content, more code, or more outreach: the return on volume is falling. The return on verified, compounding actions is rising. Rank your current GTM motions by compounding effect. AI belongs where volume is the lever. Human judgment belongs where verification is the gate. If you cannot rank your motions on that axis, start there before adding more AI tools. The diagnostic question for any first call: show me your current GTM motions ranked by compounding effect.
Sources
- ins_rory-woodbridge-launch-tier-not-debate, Rory Woodbridge (How to tier your product launches, 2026-05-05)
- ins_kevin-indig-verification-cost-rising, Kevin Indig (AI changed my work and yours too, 2026-05-04)
- ins_maja-voje-strip-what-doesnt-compound, Maja Voje (3 big ideas for the AI-first GTM, 2026-05-08)