---
type: Portfolio Item
title: MLS lease-listing browser automation for a Canadian brokerage
description: An AI operator enters an MLS lease listing end to end for a Canadian real estate brokerage, with a screenshot at every step and a human sign-off before submission.
resource: https://techfocus.biz/#work-mls-listing-automation
tags:
  - ai
  - browser-automation
  - real-estate
  - mls
  - playwright
  - human-sign-off
timestamp: 2026-11-06T00:00:00Z
generated:
  by: techfocusbiz-site/1.0
  at: 2026-11-06T00:00:00Z
status: stable
stale_after: 2027-11-06T00:00:00Z
order: 6
types:
  - AI
stack:
  - Playwright
  - Anthropic Claude
  - n8n
caseStudy: mls-listing-automation
color: "#ffb020"
inProgress: false
---

A legacy MLS system with no API now has its lease listings filed by an AI operator for a Canadian real estate brokerage, with one human approval per listing.

The operator works in the browser: a two-factor login, dozens of fields and 21 photos per listing, with a screenshot trail that a person checks before anything is submitted. The step-by-step run, the compliance check and the broker paperwork prep are in [the case study](../case-studies/mls-listing-automation.md); the service is [AI agents and AI operations](../services/ai-operations.md).