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What AI actually returns in a software business.

Research notes on AI strategy, budgeting and adoption for SaaS teams — what a capability costs to run, what it pays back, and where the money reliably goes in without coming out. Working notes, not marketing assets.

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What each new capability costs to run and what it pays back in a software business — the same arithmetic we run for ourselves. Roughly monthly, and you can leave any time.

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