Hi Kaz, I am a big believer in Opendoor's mission and would love to be part of the team. I have a get-shit-done mentality and try to incorporate AI as much as I can into my workflow, which are both ideal for this role. I've been working in payments & ops at a fintech startup (AptPay) for the last 4 years, and below I've outlined how my experience and skills will add value to Opendoor.

Operations Specialist · Opendoor

I have experience in this role already.
Just for payments.

I've spent 4 years at AptPay running payment ops exception queues, vendor escalations, ledger reconciliation, AI output validation. The workflows are the same. The asset class is different.

See how it maps ↓ Understanding the role
The parallel
Same job. Different asset.

I mapped the real estate transaction lifecycle against what I do in payments to showcase why I would be a great fit.

Payments lifecycle · AptPay
Transaction lifecycle · Opendoor
InitiationPayment instruction received, parsed, queued
InitiationOffer accepted, purchase agreement executed
AI parses both ops validates before anything moves downstream
Pre-funding holdEMD equivalent funds held in ledger pending clearance
Earnest money depositBuyer wires EMD to escrow ledger must confirm receipt
Compliance screeningKYC/AML, sanctions, fraud flags AI-flagged exceptions go to ops
Title searchLien check, ownership verification AI-flagged exceptions go to ops
Exception flagged by AI ops owns resolution with a hard SLA and a customer on the other end
Vendor escalationBanking partners, processors unresponsive, each differently
Vendor escalationTitle co., escrow, inspectors unresponsive, each differently
ReconciliationExpected vs. actual ledger discrepancies open a case
Pre-close auditSettlement statement vs. escrow ledger same math problem
Deadline is real and customer-facing missing it costs money
SettlementFunds released, rails confirm, ledger closes
CloseDeed recorded, wires confirmed, case resolved
Post-settlementReconciliation reports, exception documentation, case closed
Post-closeRecording confirmation, fund release tracked, case closed
The translation is straightforward.

A failed EMD wire and a stuck payment are the same problem: ledger mismatch, unresponsive third party, hard deadline. I've been resolving these at AptPay for 4 years and will quickly be able to do this at Opendoor.

Understanding the role
Two things I built to understand the role.
01
Opendoor vs. traditional close
I built this to better understand how Opendoor ops differs from a traditional closing. Step by step, where the process changes, where AI steps in, and where ops has to own the outcome.
systems mapping ops intervention points AI-flagged steps failure modes
Open →
"Identify process gaps and give feedback on where tools need to improve"
02
Ops case queue
My take on what the Opendoor ops portal could look like. Built around real Opendoor scenarios: title holds, missed EMD wires, escrow discrepancies, repair credit sign-offs. Each case is AI-flagged with a confidence score. Designed for how I'd want to work through a queue efficiently.
exception handling AI validation vendor escalation deadline tracking
Open →
"Validate AI-generated outputs; take ownership of quality before downstream impact"
Background
Where I'm coming from.
Current role
Finance & Operations Manager
AptPay · March 2022 – March 2026
Domain
Multi-rail payment operations
US & Canada · ACH · wire · EFT · reconciliation
Daily ops work
Exception queues · vendor escalations · ledger reconciliation · AI output validation · deadline-driven case resolution
Direct parallel to the Operations Specialist role
Education
Financial & Business Economics
York University · Toronto