Procurement research shape
- Business research over a public procurement portal.
- Domain-scoped output fields for CRM or pipeline workflows.
- Safety boundaries around login, private workspaces, and submissions.
Setup
Use the CLI with a configured model profile. The example only reads publicsam.gov search and opportunity pages.
Run it from the CLI
Expected output
Build it into an app
Production notes
- Domain policy:
sam.gov. - Output fields: title, agency, notice ID, response date, detail URL, fit summary.
- Add structured output before routing opportunities to a CRM.
- Stop before login, private workspace actions, or submissions.
Inspect
- Debug UI for filters and result pages.
- Steps for detail-page evidence.
- Recording for capture review.
- Status for blockers or auth walls.
Cleanup
The CLI-managed browser closes after the run. Close separately created debug browsers withweb browser close <browser-id>.
Common failures
- If SAM.gov changes result URLs or filters, inspect the recording and update the prompt around current visible labels.
- If an opportunity requires login or workspace access, stop and return only the public page evidence.