Research

Documents Are the Overlooked Layer of Enterprise AI Strategy

Documents Are the Overlooked Layer of Enterprise AI Strategy

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AI budgets keep flowing to models, agents, and the infrastructure that runs them, yet the documents that hold a company’s knowledge rarely get the same attention. Contracts, playbooks, specs, and records show how a company really works, but they stay invisible to AI until someone connects them. And while 62% of enterprises now run AI for enterprise search or knowledge management in production or pilot, according to ETR, access alone does not make an answer trustworthy.

Trust has not kept pace with adoption. Among companies building their own AI, 67% name data quality as their biggest barrier, according to ETR, and Futurum Research finds only 15.8% of organizations report sustained ROI at scale from AI built in-house. An AI answer needs context: where it came from, how current it is, and whether it matches the original text. Without that context, more documents just mean more work to check.

In our latest thought leadership brief, Documents Are the Overlooked Layer of Enterprise AI Strategy, completed in partnership with Adobe, Futurum Research examines why AI strategies rarely reach the documents they depend on, and how Adobe Acrobat Studio helps enterprises reason across whole document sets, trace every answer to its source, and carry that trusted intelligence into new content and the systems where work already happens.

In this brief, you will learn:

  • Why AI adoption is outpacing trust in the data and documents behind it
  • How fragmented, unverified documents create cost, risk, and unrealized value
  • How Adobe Acrobat Studio, PDF Spaces, and Knowledge Base help teams reason across many documents with every answer traced to its source
  • How Analyzer moves trusted document intelligence into the ERP, CRM, and CLM systems teams already use

If you are interested in learning more, be sure to download your copy of Documents Are the Overlooked Layer of Enterprise AI Strategy today.

Author Information

Keith Kirkpatrick is VP & Research Director, Enterprise Software & Digital Workflows for The Futurum Group. Keith has over 25 years of experience in research, marketing, and consulting-based fields.

He has authored in-depth reports and market forecast studies covering artificial intelligence, biometrics, data analytics, robotics, high performance computing, and quantum computing, with a specific focus on the use of these technologies within large enterprise organizations and SMBs. He has also established strong working relationships with the international technology vendor community and is a frequent speaker at industry conferences and events.

In his career as a financial and technology journalist he has written for national and trade publications, including BusinessWeek, CNBC.com, Investment Dealers’ Digest, The Red Herring, The Communications of the ACM, and Mobile Computing & Communications, among others.

He is a member of the Association of Independent Information Professionals (AIIP).

Keith holds dual Bachelor of Arts degrees in Magazine Journalism and Sociology from Syracuse University.

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The vision behind everything in Futurum’s Custom Research practice is this: research should show you what is happening, what comes next, and what to do about it. It should be personal to each audience, easy for people to grasp, and structured so LLMs can reason over it accurately. And it should be fast and turnkey; you want answers now, not another project to carry for quarters.

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If any of this is useful, I would love to talk.

Benjamin Brown, VP Custom Research, Futurum Research

Benjamin Brown

VP, Custom Research · The Futurum Group

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