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System · In progress

Upwork lead engine

New freelance jobs scraped, scored by fit, and surfaced daily so nothing good gets missed.

In progressApifyClaudeAirtablen8nJuly 2026
[ upwork lead engine screenshot ]

The job

Scanning a job board by hand is slow and inconsistent. Good-fit work slips by while low-fit noise eats attention.

The build

A scheduled scrape pulls fresh postings, an LLM rates each against a real ICP rubric (fit reasons, red flags, angle bullets), rows land in a CRM-shaped board, and only high-scoring jobs trigger a batched notification. Every posting is deduped against every prior row so nothing repeats.

What it proves

The score-and-surface engine works for any inbound stream: RFPs, grants, marketplace listings, inbound leads.

Each posting is deduped against every prior row before it is ever scored, so the same job never notifies twice and the daily digest stays signal.
Scored daily
only high-fit jobs alert
Build me one like this