You can't measure Tokens per Outcome without the right denominator
AI token spend needs a better denominator than requests, tickets, or merged PRs: the business decisions those tokens helped move.
Answers for VPs, operators, and builders asking what AI still cannot automate, where strategy drifts from execution, and how to review agent work with context.
Join the waitlistAI token spend needs a better denominator than requests, tickets, or merged PRs: the business decisions those tokens helped move.
Enterprise AI needs shared product judgement so humans can trust, review, and coordinate agent proposals.
AI can automate most SaaS work, but the remaining judgement layer is where enterprise teams win or drift.
VPs set strategy at the top, but execution drifts in tickets, reviews, meetings, and agent sessions.
Teams need to know which decisions can move fast and which one-way calls require stronger human review.
Ask The W is the judgement layer for teams using AI tools: why, what, who, how, when, and where around decisions, outcomes, and next moves.