Research Agents That Go Beyond Scraping
Basic scraping tools collect surface data. Signal intelligence requires enrichment — cross-referencing hiring with funding, detecting leadership changes, layering indicators.
Basic scraping tools collect surface data. Signal intelligence requires enrichment.
What research agents should do
- Cross-reference hiring activity with funding
- Detect leadership changes
- Identify expansion signals
- Layer multiple indicators
The difference
Instead of: Company hiring.
You see: Company hiring + funding + leadership change.
That is sequence intelligence. That is contextual awareness. That is commercially actionable.
AI research should enrich decision-making. Not overwhelm it.