Thinklytics

White Paper · 18 min read · April 2026

The 2026 Enterprise Data Readiness Report

By Thinklytics Research, Analytics & AI Practice

Based on patterns across 47 enterprise engagements, this report identifies the five data-layer failures that prevent AI from reaching production and the architectural decisions that separate organizations that ship from those that pilot forever.

Topics covered

  • AI readiness benchmarks
  • Data foundation gaps
  • Governance blockers
  • The $4M pilot trap

Thinklytics

Data and AI consulting for Fortune 500s, health systems, and growth-stage companies. Clean data, governed metrics, analytics ready for AI.

Austin, TX · United States

[email protected]