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Performance

Performance

100x a Year Is a Compounding Claim, Not a Benchmark

2 June 2026 · 7 min read

Here is the number that should make you stop and check the math: once an AI-native digital twin of a workflow is running and improving itself, the expected performance gain is 100x or more per year. Stated concretely — a task that took 100 days collapses to one. Not 100 days to 80, not a tidy doubling. Two orders of magnitude, every twelve months, from a single rebuilt process.