AI ROI, computed honestly.
Most ROI calculators flatter the business case. This one includes run costs, adoption reality, and a 3-year view — the same arithmetic we put in front of CFOs. Adjust the sliders; numbers update live.
If payback exceeds 18 months, narrow the scope before killing the idea — most AI initiatives fail on breadth, not on the core use case. A thinner workflow with 80% adoption beats a platform with 30%.
If the model only works at 100% adoption, it doesn't work. Adoption is an engineering deliverable (latency, UX, trust), not a training-session outcome. Budget for it.
If run costs dwarf savings, the unit economics need design work — model routing, caching, and right-sizing routinely cut inference costs 40–70% (we've published the ledger on our blog).