Conversion lift
AI-driven personalised offer engine, across targeted engagement journeys.
AI is not about sophistication.
It is about serving customers.
I deliver AI-powered customer experiences,
and prove the value inadoption and engagement.
AI · DIGITAL ENGAGEMENT · DIGITAL PRODUCTS · BANKING
Strategy.Implementation.Measured outcomes.
Experience acrossCiti·Standard Chartered·DBS·Arab Bank
01 / THE IMPLEMENTATION STACK
Seven layers. I have driven every one, with the teams and vendors that make each layer real.
02 / THE DECISION ENGINE
Broad segments. One message for everyone.
Behaviour streams in from the app. Machine learning scores every customer.
Each customer gets their own next best offer. Delivered: a 60% conversion lift.
CUSTOMERS
Illustrative simulation. No bank systems or customer data are shown. The 60% lift is the delivered result.
03 / THE EVIDENCE
1 / 5
AI-driven personalised offer engine, across targeted engagement journeys.
End-to-end revamp of the consumer mobile app. Internal survey at soft launch.
Annual range across 2022 and 2023, with paper-to-digital migration and lifecycle engagement.
Voice of Customer research on the new mobile UI, with AI-driven analysis before customer rollout.
Lifecycle engagement campaigns across Asia, the Middle East and GCC.
04 / HOW I LEAD
I led one multi-disciplinary team across six functions.
SPEAKING
05 / THE CAREER
06 / NOW
From the steering committee
to the product itself.
AI products for regulated financial services. Built an AI decision-support product for private-bank relationship managers.
humancraft-ai.com ↗OPEN TO AI PRODUCT AND DIGITAL ENGAGEMENT LEADERSHIP ROLES
Hiring a leader to drive applied AI in banking? Let's talk about the mandate, the team, and what success needs to measure.
Role-relevant CV available on request. Every metric shown is from my own delivery record.
PROFILE
Doreen Chee takes AI in banking from the steering committee to the customer, and measures the result. She is a banking leader in AI, digital engagement and digital products across channels, with 10+ years in digital banking and nearly two decades in digital product, channels and customer experience.
Doreen Chee is a banking leader in AI, digital engagement and digital products across channels (web, mobile and chatbot). She has 10+ years in digital banking and nearly two decades in digital product, channels and customer experience, across Asia-Pacific, the Middle East and GCC, with Arab Bank, Citibank, Standard Chartered and DBS. She is the founder of Humancraft AI.
She designed and deployed an AI-driven personalised offer engine that delivered a 60% conversion lift across targeted engagement journeys. She led a consumer mobile app revamp that lifted internal survey ratings from 3.0 to 4.1 stars at soft launch, and drove annual digital adoption into the 85%+ range across 2022 and 2023.
She starts with the customer, ranks AI use cases by value, readiness and risk, sets the success KPIs before the build, aligns business, technology, data and design on one roadmap, and judges every release by a measured number.
Humancraft AI is the company Doreen Chee founded in March 2026. It makes AI products for regulated financial services, including an AI decision-support product for private-bank relationship managers. Website: humancraft-ai.com.
Connect on LinkedIn at linkedin.com/in/doreenchee, or use the Book a call form on doreenchee.com.