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Consulting, legal, accounting, design — knowledge work where AI tooling reshapes margin structure.
professional services exposure
21/100
matches cross-industry baseline
avg AI capability
50%
vs human baseline
professional services deployment
0%
avg companies running AI for these tasks
velocity (QoQ)
0.00pts/Q
deployment growth rate
We track 20 adoption signals and 243 capability evidence items across 20 tasks that define a software engineer’s work. Filtered to Professional Services, the data shows moderate exposure: significant headroom before AI replaces a meaningful share of tasks.
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