An AI software startup in Southern California · Software

The right businesses found on the map, qualified, and reached first.

A lead generation system that pulls the right businesses off Google Maps, qualifies them against the founder’s rules, and runs the first outreach.

Status: Delivered
Built and handed over under Marc’s earlier practice. Not monitored since.
When: Delivered under Marc’s earlier freelance practice
Works inside: Google Maps data · Qualification rules · Outreach sequences

What was happening before.

Luxin, an AI consulting firm, built, is building, or proposed this work. The status above says which.

A new company whose customers were on the map, with nobody free to find them one at a time.
Outreach written by hand, when there was time, to a list that was never long enough.

+1,250%: more leads than before the build, as published on Marc’s earlier portfolio site; The result, as reported
6.8%: conversion rate, as published on Marc’s earlier portfolio site; The result, as reported

Every figure says where it came from. A problem found is not a result.

01
A system that scrapes Google Maps for the kind of business the startup sells to.
02
Each business qualified against the startup’s own rules before outreach.
03
Outreach goes out to the qualified list, and the replies come back to the founder.

The tools it works inside.

Illustration of the pattern. Not a screenshot, and not real client data.

Qualification rules were written with the founder and are his to change. A reply is still a conversation a person has.

The system was built and deployed. The figures above are the ones Marc published on his earlier portfolio site, not a later measurement.

Thirty minutes, no deck. You describe how the work actually happens, and I tell you plainly whether there is something worth building.