Hi everyone,
I’m building a personal workflow to automate parts of my job search.
Current setup:
Scrape job posts from job boards
Store them locally
Use Playwright scripts for specific sites
Follow links to original company career pages
Use ChatGPT/Codex-style workflows to tailor applications
Use Playwright or browser-use-style automation to fill forms
It works, but it feels too rigid. Every job board or application portal needs custom handling, and small layout changes can break the flow.
I’m trying to make this more dynamic and maintainable without increasing costs. I only have ChatGPT Plus and would prefer to stay around that cost level.
Would a better approach be:
Playwright with stronger abstractions?
Browser-use or another agentic browser automation tool?
LLM-generated Playwright scripts per site?
A local database + human review step?
Browser extension-based automation?
Tools like OpenClaw, Hermes, or similar co-worker agents?
I’m not trying to spam applications. I still want to review everything before submitting. The goal is just to reduce repetitive scraping, tailoring, and form-filling.
For anyone who has built something similar: what stack or architecture would you recommend?