Weaving Intelligence
August 2026
Enterprise Data Governance
Before It Had a Name: How Master Data Ended Up at the Bottom of Every Governance Framework
Master data sits near the floor of every current governance framework, described as foundational, and no council ever voted it there. Catherine D. files a proposal: that a framework naming master data as a foundational domain must also name the seat that signs each enterprise definition inside it.…
Read more →AI + BI
Ideally, Nothing: What Agentic AI Actually Changes About Trusted Master Data
Everyone asks what master data has to become once agents arrive, braced for a list. Jordan M. put the question to his co-author and got two words back: ideally, nothing. What actually changes is the bill, a capital project turned into a metered tap, and the packaging, which costs more than anyone…
Read more →MDM + AI
Filed Under Plants: Differentiator, Cost Centre, and the Question Neither Label Asks
For most of two centuries a mushroom was filed as a plant, and the quarrel that finally moved it was never about the specimen: it was about which question the label answered. Maya R. reads the differentiator-or-cost-centre argument the same way. Both labels sort AI-enhanced master data management…
Read more →PMDM
Nobody Wins a Sponsor in Flight
You do not win an executive sponsor in flight. You start with one, or you do without until you are in production and bidding phase two from a system that already works. Isabel B. builds that conclusion out as a sequence: part one of a Profisee implementation that contains no configuration at all,…
Read more →General MDM
One Sponsor Is a Single Point of Failure: Sustaining Executive Support for an MDM Program
Executive sponsorship is a standing agreement that one senior person will spend their own capital when spending it costs them something. Elias K. takes the role apart section by section: the two objects that sign the same page and how two meetings tell them apart, what the role carries (budgeting…
Read more →Enterprise Data Strategy
Does Being Named the Foundation Get a Master Data Programme Funded?
The enterprise data strategy document is a genuinely new artifact, and most writing about it narrates the same tidy maturity curve — five stages, a rising arrow, an organisation moving deliberately from siloed to strategic. Marcus B. argues that almost nobody walked that arrow. The functions…
Read more →AI + BI
The Number Was Never Doing the Work: AI, BI, and the Limits of Better Evidence
Jordan M. has spent about a decade saying that a number never changed anybody's mind. This is the essay where he goes looking for the place that claim fails — and finds it three times, in sources he had not read carefully enough, none of them hostile.
Read more →MDM + AI
Costing the Promise: The Parts of an AI-MDM Business Case You Can Actually Check
Almost everyone costing an AI-augmented master data management program right now is costing something they have not yet run — and Maya R. starts there rather than hiding it. Her playbook builds the case out of the two things you can actually check before you spend: the mechanism and the price.…
Read more →Profisee MDM
The Business Case, Priced in Days
Almost every MDM business case ever written was reverse-engineered from a demo — and a demo is honest about what it is. It shows you the capability of the product; the fit between that capability and your business is the part somebody still has to build. Isabel B. looks back at how we justified an…
Read more →General MDM
The Case Was Already Assembled
In Weaving Intelligence's Monday piece opening the week, Elias K. traces two decades of the enterprise master data management business case — how the argument shifted from Sarbanes-Oxley compliance, to hard-dollar data-quality ROI, to business-outcome capability, and now to "AI-ready data." His…
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