The problem
Some business tools do not expose the integration path needed for repetitive data-entry work.
Automation
Vision-Guided Contact Automation
A browser-based automation prototype that uses visual understanding to enter and verify CRM contact records without a direct API.
System view
Product overview
An experimental workflow for situations where a supported integration is unavailable. It combines browser automation with visual page understanding and exposes progress through a simple control interface.
The solution
The prototype explores a controlled browser workflow that can understand visible interface state and complete defined contact-entry steps.
Core functions
What the product is designed to do.
- Human-visible browser workflow
- Vision-assisted page understanding
- Progress and job-state reporting
- Structured contact input and verification
Technology
A practical, production-minded stack.
- Playwright
- Gemini
- FastAPI
- Python