“AI earns 180 dollars from 1 dollar” / How 4 global investors view Anthropic’s IPO... A must-watch.

An independent exercise, not a statement by the video creator or verification of every claim in the video.

Does an 85% incremental margin mean retaining 85% of total revenue?

Consider a hypothetical business over the same period and cost scope. Existing revenue of 100 and cost of revenue of 90 leave gross profit of 10 and an overall gross margin of 10%. Additional revenue of 20 with additional cost of revenue of 3 produces incremental gross profit of 17 and an incremental margin of 17 ÷ 20 = 85%. Yet combined revenue of 120 less combined cost of 93 leaves profit of 27, so the overall margin is 27 ÷ 120 = 22.5%. Applying the high incremental margin to all revenue erases baseline costs. This is still not net income after research, selling, administrative and financing expenses, nor an estimate based on a particular company’s reported figures.

Check for yourself

1. Is the ratio based on total or additional revenue, and what baseline costs and cost scope are used?
2. Have research, selling, administrative and financing expenses excluded from gross profit, and cash investment spending, been checked separately?

Limits of application

All amounts and cost structures are hypothetical. This does not reconcile Anthropic’s actual incremental and overall margin definitions or cost allocation, nor calculate customer value or investment returns. Comparisons must be revisited when periods, cost scope or product mix change.