#TrailBlazerConsulting

Your Data Is Lying To You: Why Reconciliation Has To Come Before AI – E132

Episode 132 – Most organizations are being pushed to adopt AI-powered workflows before their data is anywhere close to ready. In this episode of What Counts, Maura and Lee pick up where they left off — diving deep into the concept of data reconciliation and why it must happen before AI ever touches your records. Using a real-world example built across multiple systems — a customer database, a work order system, and a contract management platform — they break down what it means to have duplicate, overlapping, and contradictory counterparty data, and why humans, not algorithms, are the ones who can resolve it. Maura introduces the concept of the golden record, explains the role of metadata mapping and fuzzy matching, and walks through the governance framework — policy, process, and system-of-record designation — that prevents the mess from coming back. If your organization is facing an AI initiative, a system migration, or growing pressure around data privacy and right-to-be-forgotten compliance, this episode gives you the foundational framework you need to start doing it right.

Episode length: 00:26:36

Learn more by visiting our website, or by sending TrailBlazer an email at info@TrailBlazer.us.com.

Contract Data Governance: Why AI Alone Won’t Fix Conflicting Terms – E130

Episode 130 – When a company acquires another business, it inherits a tangled web of contracts — each with its own payment terms, clauses, and conditions. Contract one says 30 days, contract two says 45, and contract three says you never have to pay. So what happens when you point AI at this mess? In this episode of What Counts, we explore why contract data governance must come before AI deployment. AI is a powerful governance accelerator, but only when organizations harmonize their terms, configure their systems, and maintain human oversight every step of the way.

Episode length: 00:17:12

Learn more by visiting our website, or by sending TrailBlazer an email at info@TrailBlazer.us.com.

Solving the Growth-Governance Tension: How to Accelerate Without Losing Control – E129

In this episode of What Counts, Lee and Maura move beyond diagnosing the tension between growth and governance and dive into what real solutions look like. From the “records police” stereotype to the engineering metaphor of an ungoverned engine ready to blow, they unpack why organizations struggle to balance speed with safety—and how cross‑functional coalitions can change everything. Through stories about generators, pencils, rogue sales promises, and the realities of legal, IT, compliance, and business teams working in silos, they reveal how governance becomes a true accelerator when everyone solves the problem together instead of alone.

Episode length: 00:13:12

To find out more about TrailBlazer Consulting, LLC, please visit our website at www.TrailBlazer.us.com.