Start with real competitors
A useful trial begins with named competitors, must-watch Sources, and one clear question the weekly Digest should help answer. Generic demo data cannot reveal whether the system understands your market, your false-positive risks, or the decisions your team actually makes.
Write down known events
List recent pricing, launch, leadership, funding, or partnership changes the team already knows. These known events create a recall check: the trial should find enough of the important history without inventing unsupported claims.
- Record the event and approximate date.
- Keep the official or strongest known Source.
- Mark which events should have triggered a critical Alert.
Trust the evidence first
Before judging strategy, check whether important claims include Source links, observed dates, confidence context, and a clear recommended owner. Reject wrong-company claims, unsupported labels, and Signals whose Evidence does not support the wording.
Score delivery, not a staged demo
The system should produce automatic scheduled Digests, including weeks with no confirmed material change, and send eligible critical Alerts without a hidden reviewer. Track duplicate delivery, late delivery, and Source failures alongside content quality.
Collect feedback after delivery
Mark each delivered Signal useful, already known, inaccurate, or duplicate. Feedback should calibrate the product after delivery rather than become an approval queue that hides whether the automation can operate reliably.
Keep it or stop
The decision should be simple: keep the system if the Digest saves research time, the Evidence survives review, and the team acts on the output. Stop if important events remain consistently missing, wrong-company claims reach delivery, or the workflow creates more review work than it removes.