Browser automation

The web doesn’t have one API. So we use the browser.

Privacy ops fail when tools only send email. Browser automation drives real pages—opt-out UIs, portals, multi-step forms—the same surfaces humans struggle through by hand.

Why browsers

Data brokers and directories are inconsistent, interactive, and often hostile to bulk access. A real browser session is how you complete the workflow that actually exists.

Automation lets us scale those workflows without pretending every site exposes a clean API.

What automation enables

  • Navigate multi-step opt-out and privacy flows
  • Handle dynamic UIs that break naive scrapers
  • Capture evidence of submissions and outcomes
  • Retry flaky paths with state preserved
  • Feed structured results back into the command interface

Paired with agents and AI

Automation is the hands. Agents decide the sequence. AI helps prioritize and draft. The command interface keeps humans in control.

See the full stack

Browser automation is one layer—research, agents, and suppression complete the loop.

Browser automation resources