A practical lab · about 18 minutes
Interactive learning lab
Verify and trust · guide 2 of 2
The 15-minute AI tool due-diligence lab
0/8 core signals
Saved only on this device
Due-diligence lab · BriefingScene 1 / 9
Buy the daily reality, not the launch demo
Evaluate what survives model changes, messy inputs and vendor failure.
Buy the daily reality, not the launch demo ready.
Predict
Inspect
Verify
A narrow indie tool can be best-in-class. It can also be a polished interface around a commodity API with no export path. The decision improves when you inspect durable value, operating health and exit cost separately.
A wrapper can still be useful.
A curated demo is not a real workload.
High lock-in demands stronger evidence.