Blog

Insights on AI data readiness, data quality, and getting reliable results from AI tools.

July 22, 2026

4 min read

Why AI Gives Wrong Answers From Your Data (Without Any Error Message)

AI doesn't fail loudly on bad data — it fails silently, returning confident answers built on guesses. Here's what silent AI failure looks like, why it's a data problem, and how to catch it before it happens.

July 2, 2026

2 min read

The Demo Looked Perfect. Nobody Checked the Data.

There is a proliferation of AI tools that are impressive. But here’s what most of these tools leave out: a serious look at the quality of the data they’re being given.

June 23, 2026

2 min read

The Datasets Your Enterprise Governance Tool Isn't Covering

Your governance platform covers your enterprise data assets. It doesn't cover the file your analyst downloaded last Tuesday and is about to connect to Copilot.

June 22, 2026

4 min read

Scope Creep Is a Feature

I set out to build a simple tool. Upload a CSV, get a score that tells you if your data is ready for AI. That was the whole spec. Three weeks later it does considerably more than that.

June 19, 2026

4 min read

Your Nulls Are Lying to Your AI

There's a problem hiding in your data that your BI team learned to handle years ago. Your AI tools haven't. It's your null values. And they're more dangerous now than they've ever been.

June 19, 2026

4 min read

Why Your Team Needs a Data Dictionary (And How to Generate One in Under Two Minutes)

Most organizations have a data dictionary somewhere. The problem is that it lives inside a tool that requires access privileges, may not be current, and almost certainly doesn't cover the datasets analysts actually work with day to day.

June 16, 2026

3 min read

Fast Doesn't Have to Mean Sloppy: How We Built a Statistically Defensible AI Data Assessment

There's an assumption baked into most data tools: if it's fast, it's cutting corners. If it's rigorous, it takes time. We built AI Data Maturity to prove that's a false choice.

June 16, 2026

3 min read

How Do You Use AI to Find PII Without Showing AI the PII?

To find PII, you need to look at the data. But to protect PII, you can't send it to AI. So how do you use AI to assess PII risk without exposing PII to AI? That's the contradiction we had to solve before we could launch.

June 9, 2026

6 min read

Everyone Is Asking If Their Organization Is Ready for AI. They're Asking the Wrong Question.

Search "AI data readiness" and you'll find pages of organizational maturity assessments. By the time the committee report lands, AI is already operating in your organization — on data that was never assessed.