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Overview

Many banking and government portals still rely on traditional web interfaces with no public API. Teams manually log in to check balances, submit applications, or file tax forms — repetitive tasks that consume hours every week. These portals also refresh their UIs frequently, breaking any conventional automation. Refrain handles these portals by generating a self-healing runbook from a single goal description. When the portal’s UI changes, the runbook automatically adapts — no manual selector fixes needed.

Example runbook

Generate and execute

1

Generate the runbook

Point Refrain at the portal and describe the goal:
2

Execute the runbook

Run the generated runbook. No AI tokens are consumed:
3

Schedule periodic runs

Use the Web Console scheduler or your CI/CD pipeline to run the runbook on a schedule.

Why this works well

  • No API required — Operates directly on the web interface, just like a human would.
  • Self-healing — Portal UI refreshes don’t break the automation. Selectors are resolved through multiple fallback layers.
  • Approval gates — Add Slack approval before sensitive actions like fund transfers or form submissions.
  • Zero rerun cost — After the initial AI-powered generation, every execution is deterministic and token-free.

What’s next

Generate a runbook

Learn how AI builds runbooks from a goal.

Variables and secrets

Securely pass credentials to runbooks.