Magic Lead Scorer

Sequential LLM scoring engine

Find the juiciest leads in any list

No field mapping. No presets. Drop a CSV with whatever columns you happen to have — the engine works out what a great lead looks like for your data, then scores every row and tells you how sure it is.

Pass 1 — Read the list

It profiles your columns and a sample of rows to invent a rubric, an ideal-lead profile, and an honest confidence ceiling.

Pass 2 — Score every lead

Leads are scored in batches against that rubric: 0-100, a tier, the signals that mattered, and a per-lead confidence.

Pass 3 — The debrief

A closing read on what separates your hot leads from the rest, and which missing field would sharpen the whole list.