OneAdvanced: Six-Month Check-In — Law Firms Still Struggling with Data Foundation for AI

OneAdvanced hosted a mid-year review webinar for its tenth annual Legal Trends Report, examining progress against the five key challenges it identified for the legal sector in January 2026. A separate TalkingTech webinar on July 7, also hosted by Legal IT Insider, featured Elite's CTO John Machado addressing "one of the most pressing challenges facing law firms today: how to build from data chaos to AI readiness." The consistent theme across both events is that AI deployment is being blocked upstream — not by model capability or tool availability but by the data and content infrastructure that AI needs to function reliably. For KM directors, the data foundation conversation is the 2026 version of the governance conversation: firms that did not invest in metadata, taxonomies, and document management discipline in 2022–24 are now finding that their AI tools produce unreliable outputs because the knowledge layer is fragmented, inconsistently tagged, and inaccessible to retrieval systems. The practical implication is that KM budget requests for data quality, taxonomy standardization, and DMS hygiene now have a direct AI ROI argument rather than a compliance or risk argument — a materially stronger case to make to partnership committees.