Executive summary

Five conclusions the paid report turns into operating assumptions.

1. The break-even chain is the starting point.The report models what an AI agent workflow, user, or customer account costs when every layer is priced economically. The paid report includes the calculation floor and sensitivity ranges.
2. The cost wedge does not sit in one obvious place.Tool pricing, model serving, cloud infrastructure, hardware depreciation, datacentre cost, and utilities each behave differently. Treating "AI cost" as one blended number leads to bad procurement and budget decisions.
3. Subsidy is an operating assumption, not a footnote.Consumer plans, enterprise seats, vendor credits, cloud commitments, and infrastructure capex can all hide usage economics. The report separates those mechanisms rather than treating them as one subsidy story.
4. Seat-based planning is becoming fragile.The market is moving toward more explicit usage controls. Buyers should plan agentic systems around consumption scenarios rather than assuming flat monthly seats behave like fixed human salary.
5. Timing is the commercial question.The paid report converts uncertainty about when the subsidy gap closes into planning scenarios and budget guardrails.