James Plaschke
Builds/Build 06

Demo Org Finder

We had 179 demo environments and nobody knew what was in any of them. So I had AI crawl every one.

Which environment for an Azure DevOps + ISO 14971 demo?
Northwind Infusion
JiraISO 14971IEC 62304
Harbor Diagnostics
Azure DevOpsISO 14971
Top match
Summit Imaging
JiraGit21 CFR 820
Lakeside Robotics
PolarionIEC 61508
Meridian SaMD
Azure DevOpsIEC 62304
Ridge Wearables
JiraSBOM
Catalog view. Environment names here are fictional.
The problem

There were about 180 demo environments, no index of what was in each, and some were built for one customer and must never be shown to another. Picking one meant guessing or asking around.

How it works
  1. A read-only crawler lists every environment with its projects, item counts and connected integrations.
  2. Each one gets a profile (industry, use cases, standards, demo story) and two flags: customer-specific, and not recommendable.
  3. Ask the skill something like "which environment for an Azure DevOps + ISO 14971 device demo?"
  4. It drops flagged environments, then matches on integrations first, then industry, standards and story.
  5. It returns the top 2-3 with why they fit and which projects to open.
The numbers
179environments cataloged
833projects, ~147K items
91auto-excluded as customer-specific or not recommendable
The value
  • Finding the right demo environment used to take me about 20-30 minutes. Now it takes one question.
  • A customer's private environment is never suggested for another prospect.
  • 179 environments and about 147,000 items, searchable in one place.