The consensus is loud. The counterpoint is sourced.
Adoption is near-universal; P&L impact is rare. Across a pillar and two deep dives, Counterpoint presses the controversial, news-pegged case for closing that gap — measure AI like capital, price outcomes instead of hours, and reprice the seat. It is the companion to The Harness Era, which lays out the orchestration architecture underneath.
The debate has moved from adoption to accountability. Five conversations where a sourced point of view wins the room.
AI's most under-covered disruption isn't inside the enterprise — it's the pricing model of everyone who advises it.
Seats are dying. Software isn't. The unit of pricing is what's collapsing — and the negotiation window is now.
Three arguments this series deliberately does not re-run — they are already made in full elsewhere in the KokoAI canon. Follow each to the source.
The ROI reckoning in full: value cards, the value spine, and the fund-by-lever / kill-by-metric portfolio.
The control document every production agent needs: owner, tools, risk tier, evals, and value linkage.
Why advantage sits in the layer around the model, argued across 22 verified enterprise-AI studies.