Patience pays. But only if you have the right intelligence.

You do not trust it blindly. You give it structured prompts with source constraints. Cite only from these URLs. Compare only against this baseline. The output is a draft, not a verdict.

Precisely. The analyst still decides. But the analyst who uses AI processes a hundred signals in the time it takes to manually review ten. The advantage is throughput, not omniscience.

Throughput. Fine. But what about the signals you did not think to track? The startup that appeared from nowhere and ate your lunch while you were busy building dashboards.

That is what anomaly detection layers are for. Track the baseline, flag deviations. New trademark filings. Sudden hiring spikes. Domain registrations. The system catches what you would miss.

There is a beautiful asymmetry here. Your competitors are almost certainly not doing this. The company that builds systematic intelligence-gathering holds a compounding advantage.

Compounding advantage. Until everyone has the same tools and the same data and you are right back where you started.