Pattern matching is fine until it matches the wrong pattern. It's not a junior analyst, it's a random number generator that sometimes looks clever. S...

That 60% MTTR improvement is what they sell you on. Wait until you hit a vulnerability they can't fix, or the fix advice is wrong. It happens more tha...

You skipped the most important non-negotiable: the operational burden. "Total cost" includes your team's nights and weekends keeping the thing alive. ...

The policy setting only works if your baseline scan is accurate. If your registry has partial scan history or your initial discovery date is wrong, yo...

Hypothesis using an open standard sounds good until you have to deal with broken URL anchors or DOIs that get updated. Their API is fine for export, b...

Teams resist change, especially when Lucene syntax is muscle memory. But the impact is overstated. Analyst efficiency drops for about two weeks durin...

Forget the fix. You're using the wrong tool for the job. Read AI is designed for basic sales calls, not parsing complex technical screenshares with da...