Your AI pilot didn't fail. Your data did.
Why AI value depends on the data you engineer underneath it.
Real stories and practical advice
Articles, guides and checklists from what we see on real projects: why reports disagree, how to trace a number back to its source, and where AI earns its keep.
Why your two dashboards disagree (and which one is lying)
The most common data pain, and how lineage settles it.
What car validation taught us about trusting data
Our founder story and how it shapes the way we engineer data.
What the EU AI Act means for your data team
Documentation, lineage and controls, in practical terms.
5 signs your data isn't ready for AI
A quick self-check that leads into the maturity assessment.
How to build a data business case your board will sign
For leaders planning investment.
About these insights
What do you write about?
What we see on real projects: why reports disagree, how to trace a number back to its source, where AI earns its keep and where it doesn't.
Can I reuse your articles?
Yes, share and quote them freely with a link back.
How do I hear about new pieces?
Follow DataWorks Labs on LinkedIn. That's where we post first.
Let's look at your data together
Book a free 30-minute discovery call with one of our founders. Tell us what you're trying to build, and we'll show you where your data and AI can go further.