
When Companies Start Using AI to Build Their Own CRMs
A Head of Capital Markets sat across from me a few months ago, frustrated that his team was trying to
CRM problems don’t show up at go-live. They show up months later when leadership stops trusting the data, teams build shadow systems, and your platform becomes compliance infrastructure instead of a decision engine.
These insights are based on 22+ years of Fortune 500 operations experience (GE Aviation, Dell, Chase, Farmers) and direct work with mid-market financial services, nonprofits, healthcare, and professional services firms navigating CRM implementation, AI governance, and digital transformation challenges.

A Head of Capital Markets sat across from me a few months ago, frustrated that his team was trying to

A CEO sat across from me last week, visibly exhausted after a board meeting. “They’re asking why we’re not deploying

A CIO asked me to audit their CRM six months after go-live. On paper, everything looked fine. Salesforce was live, users were trained, adoption was at 87%. But when I asked to see their actual workflows, the real story emerged. The system they built didn’t match how the team actually worked, and nobody had the authority to change it.

A CRO stopped opening CRM dashboards and started asking for pipeline reports in Excel instead. His forecast accuracy was declining, deals marked 90% probable weren’t closing, and the numbers didn’t match what his VPs said in meetings. That’s the moment a CRM stops being a system of record and becomes performance theater.

Sales reps reference spreadsheets during customer calls. Leadership asks for “the real numbers” instead of pulling CRM reports. Top performers have built their own tracking systems that nobody talks about in meetings. That’s a shadow CRM—and it’s a symptom, not the problem.

Last week I wrote about what we got wrong with AI in 2025. The patterns I saw companies repeat. The

I noticed a pattern in 2025, most of my conversations with executives at growing companies had a similar theme. There

You made the right decision. You invested in enterprise software: a CRM, ERP, or project management platform. Your team uses

Welcome to this edition of The Digital Enterprise, where we explore how companies can turn digital ambition into measurable outcomes.
TDEOS™ – The Digital Enterprise Operating System: Business and technology consulting services for enterprise-wide digital transformation.
Cincinnati, Ohio • Serving clients across the U.S.
© 2026 TDEOS. All rights reserved.