AI is not about sophistication.

It is about serving customers.

And moving the numbers that matter. OUTCOME METRIC · MEASURED

I deliver AI-powered customer experiences,

and prove the value inadoption and engagement.

AI · DIGITAL ENGAGEMENT · DIGITAL PRODUCTS · BANKING

DoreenChee

Strategy.Implementation.Measured outcomes.

Experience acrossCiti·Standard Chartered·DBS·Arab Bank

01 / THE IMPLEMENTATION STACK

What it takes todeliver AI in a bank.

Seven layers. I have driven every one, with the teams and vendors that make each layer real.

01/07

02 / THE DECISION ENGINE

Segmentsbecome people.

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.

TargetingSEGMENTSCORINGINDIVIDUAL
Relevance
Conversion lift+0%

CUSTOMERS

Illustrative simulation. No bank systems or customer data are shown. The 60% lift is the delivered result.

03 / THE EVIDENCE

1 / 5

0%

Conversion lift

AI-driven personalised offer engine, across targeted engagement journeys.

3.0 →3.0

App rating

End-to-end revamp of the consumer mobile app. Internal survey at soft launch.

0%+

Digital adoption

Annual range across 2022 and 2023, with paper-to-digital migration and lifecycle engagement.

0+

Employees heard

Voice of Customer research on the new mobile UI, with AI-driven analysis before customer rollout.

0+

Campaigns lifted

Lifecycle engagement campaigns across Asia, the Middle East and GCC.

04 / HOW I LEAD

The model isthe easy part.People deliver it.

I led one multi-disciplinary team across six functions.

ONE
TEAM

SPEAKING

Sharingon stage.

  • Conference stages
  • Panels
  • Executive roundtables

05 / THE CAREER

Since 2007. One direction.

06 / NOW

From the steering committee

to the product itself.

Founder, Humancraft AI

AI products for regulated financial services. Built an AI decision-support product for private-bank relationship managers.

humancraft-ai.com ↗
  • Python for Analytics · NUS
  • Machine Learning and Advanced Analytics using Python · NTUC LearningHub

OPEN TO AI PRODUCT AND DIGITAL ENGAGEMENT LEADERSHIP ROLES

Let's put AIto work.

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.

Doreen Chee
00Opening
PLAY00:00:00:00
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PROFILE

Doreen Chee: AI, digital engagement and digital products in banking

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.

In brief

Measured results

The implementation stack: what it takes to deliver AI in a bank

  1. Instrument. Enterprise analytics instrumentation capturing granular in-app behaviour in real time.
  2. Unify. Customer data and orchestration platforms, adopted with SaaS vendor partners.
  3. Model. Machine learning and predictive analytics embedded into targeting.
  4. Decide. An AI-driven personalised offer engine, designed and deployed.
  5. Orchestrate. A Digital Engagement Platform unifying messaging, lifecycle automation and real-time personalisation.
  6. Measure. A/B and multivariate testing, funnel analytics and Voice of Customer.
  7. Steer. Member of the AI strategy steering committee. Owned the AI chatbot's success KPIs.

How she leads

  1. Start with the customer. Find the friction worth solving before choosing the technology.
  2. Choose the right use cases. Rank use cases by value, readiness and risk. Set the success KPIs before the build.
  3. Align the people who deliver. One roadmap shared by business, technology, data and design.
  4. Measure. Learn. Improve. Test, read the result, and let it shape the next decision.

Career

Education and training

Questions and answers

Who is Doreen Chee?

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.

What AI results has Doreen Chee delivered in banking?

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.

How does Doreen Chee approach getting returns from AI in banking?

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.

What is Humancraft AI?

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.

How can I contact Doreen Chee?

Connect on LinkedIn at linkedin.com/in/doreenchee, or use the Book a call form on doreenchee.com.

Sources for the market statements in the opening

Contact and links

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