Take a Quick Look at Arbor Financial Group

Arbor Financial Group is a mortgage lender with a question every lender asks and few can answer: which advertising campaign actually produced each funded loan (not just each form fill)?

The Challenge: Attribution That Dies at the Form

Like most lead-gen businesses, Arbor’s visibility ended the moment a lead was created. Ad platforms saw form submissions; the loan pipeline lived somewhere else entirely. The campaigns that generate cheap leads and the campaigns that generate funded loans are rarely the same ones. But without connecting the two, budget flows to whoever fills the top of the funnel.

The Build: A Closed Loop From Ad Click to Loan Pipeline

Working with the team at From the Future, I designed a full closed-loop attribution system:

Because builds like this live or die in the handoff, the whole thing shipped as a developer implementation spec written for an engineering team with zero marketing context: exact field names, sample payloads, an acceptance checklist, and an explicit “what NOT to build” section.

The Result

Google and Meta stop optimizing toward “someone filled out a form” and start optimizing toward “someone funded a loan.” Every funded loan traces back to the campaign, ad, and click that started it, and ad budgets get judged on loans, not leads. The system is designed and now in implementation with Arbor’s development team.