Two new demo videos: see Pulse run an audit, and the Modules behind every verdict

Reading about a fairness audit is one thing. Watching one happen is another. So we recorded two short demo videos that show the platform actually working — not slides, not mockups, the real product in motion.

Fairness tooling has a credibility problem: most of it is described, rarely shown. We wanted to close that gap. These two demo videos sit at opposite ends of the same workflow — the fast verdict, and the rigor underneath it — so you can see both the speed and the substance in a few minutes.

Demo one — Pulse: a complete audit in one sitting

Pulse is the quickest way to ask "is this model fair, and where isn't it?" The demo follows a single audit from the first upload to a signed-off verdict: groups defined, metrics computed, disparities surfaced, and the result mapped to EU AI Act risk tiers — without leaving the screen. If you only have two minutes, watch this one.

Demo two — Assessment Modules: the depth behind every verdict

A green light is only worth trusting if you can see what's behind it. The second demo opens up the Assessment Modules — the statistical machinery Pulse runs underneath: bootstrap confidence intervals, Bayesian and permutation tests, intersectional slicing, and full-pipeline coverage from preprocessing to production monitoring. This is the one for the people who'll be asked to defend the result.

Why we made them

Trust in an audit comes from seeing it, not being told about it. Together these demo videos answer the two questions every team asks first: how fast can we get an answer, and how far does the evidence go. Watch Pulse for the speed, watch Modules for the substance.

“Show the work. A fairness verdict you can't inspect is just another black box.”

Both demo videos play right here, or share them directly: validant.ai/watch/pulse and validant.ai/watch/modules.