Knowledge Management in the Legal Profession

Legal Operations

The 17 percent problem exposes the hidden KM gap

iManage’s Knowledge Work 2026 framing says 85% of professional services firms are piloting or implementing AI, but only 17% have embedded it into daily operations.

BY KM DESK · MAY 18, 2026 · 1 MIN READ

iManage’s Knowledge Work 2026 framing says 85% of professional services firms are piloting or implementing AI, but only 17% have embedded it into daily operations. Cat Carroll argues the gap is mostly a data readiness problem, with inconsistent metadata, poor classification and fragmented repositories blocking scale. This is a direct mandate for KM: the unglamorous work of normalization, taxonomy and remediation is now a measurable AI-readiness issue.

AI x KM

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