😿 AI is coming for billable hours
The Neuron · Grant Harvey · 2026-06-30
The Neuron newsletter examines how AI is forcing professional consulting firms including Deloitte and McKinsey to abandon hourly billing for outcome-based pricing, warning that without careful incentive design the shift will accelerate AI-driven layoffs rather than create shared gains for workers.
Extraction
Topics: ai-economicsprofessional-servicesoutcome-based-pricingai-labor-marketwork-archetypes
Claims
- Consulting firms are moving away from hourly billing as AI accelerates project completion, with clients demanding outcome-based or fixed-fee pricing.
- McKinsey already derives more than 30% of its global fees from pricing tied directly to client outcomes.
- Deloitte reportedly showed consultants a chart suggesting traditional labor-based consulting could shrink sharply as a share of the market by 2035.
- Outcome-based consulting risks accelerating AI-driven layoffs because headcount reduction is the easiest measurable savings metric for clients to target.
- Boris Cherny of the Claude Code team proposed five archetypes for AI-era tech roles—Prototyper, Builder, Sweeper, Grower, and Maintainer—suggesting stage-of-work will matter more than job title.
Key quotes
AI probably kills selling time as a proxy for value over the long run. But the replacement, paying for outcomes, gets messy if it's not measured correctly.
Without proper alignment of pay and incentives, 'AI productivity' becomes a very clean way to say: fewer people, higher quotas, same paycheck.
AI will probably make stage-of-work more important than title or position. The valuable question becomes less 'What department are you in?' and more 'Are you good at inventing, shipping, cleaning, growing, or maintaining?'