An itemised look at AI pilot cost: what a fixed-price $2,500 pilot delivers, how long it runs, what sits outside the price and the signs you should fix the process before paying for any pilot.
— Blog · The Discipline Layer for AI
Field notes on doing AI the disciplined way.
Contrarian, data-grounded essays on the three things that decide whether AI pays: a sharper problem, governed data, and demand that survives the answer-engine age.
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Growth · Featured essay
AI Content Generation: From Caves to Code
The first content strategists painted on cave walls. The newest ones orchestrate agents. This essay traces the whole arc — and shows how a disciplined content engine drove 359% organic traffic growth for a B2B client by treating generation as a system, not a shortcut.
Frank Shines & Umer Qureshi · Read the essay →
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Every post strengthens one of the three foundations — Problem, Data, or Growth.
A Data Governance Framework for a 400-Person Company
A data governance framework sized for a 400-person company: who owns what, which decisions need a forum, which Unity Catalog controls enforce them, and how to measure whether governance is working.
Unity Catalog ABAC in Practice: Tags, Policies, Masks
A build order for Unity Catalog attribute-based access control: classify the data, define governed tags, write row filter and column mask policies, and prove them with a test that must fail.
An AI Consulting RFP Template for Mid-Market Buyers
A neutral, copy-ready RFP template for buying AI consulting work, with the sections, the questions to put to every bidder and a weighted evaluation table you can score proposals against.
Data Lineage Tools for a Lakehouse: Unity Catalog vs the Rest
Where native Unity Catalog lineage ends on a Databricks lakehouse, where external lineage, OpenLineage and third-party catalogs pick up, and the selection criteria that decide which you need.
The HIPAA Security Rule Update Is Still Proposed
The HIPAA Security Rule update proposed in January 2025 is not final. Here is what the NPRM would change, what covered entities owe under the current rule today, and the data work that serves both.
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