Source
Referral · email
From: priya.malhotra@anz.com.au · Subject: 'Borrower referral — Nguyen family'
Hi Mai,
Want to introduce you to John & Sarah Nguyen — they're looking at a place in Carlton North VIC 3054, asking $890k. They've saved a 20% deposit. Combined income around $215k.
John: Telstra (8 yrs), Sarah: Melbourne Uni (~18 mo). Existing: $18k cc, $9k novated lease. Contact: +61 412 778 902 · john.nguyen@gmail.com.
Lead form attached.
Priya Malhotra · ANZ
New application file · AI pre-fill
AI parsedWho acts
Broker (Mai)
What happens
Mai forwards a referral email into the LAMS inbox. The system parses the email + any attached lead form, drafts a new application file with 22 fields pre-populated, and asks Mai to confirm 3 low-confidence ones.
Why it matters
The Excel-era equivalent was 10–15 minutes of re-keying borrower details per lead. At HFHL's volume (~40 new leads/week), that's a half-day of manual entry the brokers don't lose anymore.
AI moment
Email + PDF parsing. The system extracts names, contacts, loan purpose, property, income and liabilities — and self-reports confidence per field so the broker knows where to look.
Tie to design
Side-by-side: the original email on the left, the parsed fields on the right. Confidence pills surface what to double-check, not what's certain.
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