Scan, score, route. Bots that watch external sources, judge what matters, and act on a schedule — without anyone touching them.
Take a repetitive watch-and-react job a person does by hand — checking a source, judging each item, then acting on the good ones — and turn it into a system that runs itself. The first build hunts freelance opportunities: it scans listings, scores each against my criteria, drafts a tailored proposal, and sends me a shortlist. Same pattern feeds any pipeline — leads, tenders, mentions, price changes.
Watch external sources on a schedule — job boards, APIs, sites — and collect new items into one clean feed.
Rank each item against custom rules and an AI judgement pass, so only what actually matters rises to the top.
Draft the response, create the task, and push the alert out — to email or Telegram — ready to action.
Scheduled jobs with logging and error handling. It keeps working after handover — the whole point of automation is that you stop thinking about it.
Rules plus an AI scoring pass mean it surfaces the genuinely good matches and drafts a tailored reply — not a dumb keyword dump.
Reliable automation — scheduled, supervised jobs that run in production without babysitting. A reusable pattern — scan/score/route maps onto lead capture, tender-watching, monitoring and follow-ups. AI where it earns its place — scoring and drafting, wired into a system that actually acts.