I help logistics, retail, finance and customer-service teams cut cost and kill repetitive work
with AI automation, and I quantify the ROI before you commit a dollar.
I don’t sell technology. I sell outcomes you can measure.
Anyone can rattle off GenAI, RAG, agentic. Buzzwords are cheap. What’s rare is someone who
translates the technology into your business needs — and puts a number on it
before you commit a dollar.
So every engagement starts with one question: where is your business quietly losing time or money,
and what is it worth to fix? I distill complex operations into clear low-hanging fruit, quantify it,
then my team builds the fix.
01
ROI diagnostic & automation roadmap
A sharp look at your operations to find the highest-impact, low-hanging fruit, with the ROI quantified before you commit. Usually the fastest money you’ll ever save.
02
Document & OCR automation
Kill the manual data entry. Invoices, airway bills, forms, statements: extracted, structured and reconciled automatically, with an accuracy engine that catches what humans miss.
03
Workflow & agentic automation
The repetitive operations that eat your team’s day. Reconciliation, cross-checking, routing, reporting, all handled by automation that runs around the clock and doesn’t churn.
04
Data pipelines & reporting
Stop stitching spreadsheets by hand. Reliable pipelines that pull your data together and put numbers you actually trust in front of you.
05
Analytics & decision intelligence
Dashboards and AI-driven analytics that turn your data into decisions, the same discipline I brought to retail analytics for a global coffee retailer.
Short projects, scoped to deliver in two to six months. I work as a forward-deployed partner. I slot into
your business, ship, and prove the value. I don’t do website builds or generic software
development. I do outcomes.
How I work
Value first. Then tech. Every time.
Most vendors lead with the tool and hope the value follows. I run it the other way round: I distill
complex operations into clear low-hanging fruit, prove the return, set the KPI, then build. Here’s
the path from first call to compounding results.
01
Free
ROI diagnostic
Bring one process that’s costing you. In 30 minutes I tell you whether it’s worth automating, and roughly what you’d save. No pitch, no obligation.
02
Paid
Company audit & user interviews
A proper diagnosis: I sit with your team, map the real workflow, and rank the opportunities by return. You keep the findings whatever you decide next.
03
Scope
Project scope with clear KPIs
We agree exactly what success looks like (the numbers, the timeline, the definition of done) before a line of code is written. I never overpromise, because I know what I’m doing.
04
Build
Agile, AI-powered delivery
My AI-native team ships in short cycles with constant feedback and transparent progress. Because we build with AI, we also cover more comprehensive test cases and test plans, so quality holds as we move fast. You see it working as it’s built, and short projects land in two to six months.
05
Next
Evaluate, then the next win
We measure against the KPIs, bank the return, and move on to the next low-hanging fruit. Value compounds instead of stalling after one project.
About
I speak business and technology, so you don’t have to choose.
For over ten years I’ve helped businesses turn technology into results across digital
transformation, data analytics and automation. I’ve delivered for global operators in logistics and retail, building analytics and shipping automation
that held up in the real world.
My background is deliberately double-edged: a finance and information-systems foundation, a
master’s in data science and management information systems from the University of Sydney, and
years shipping real automation in the field. That mix is the point: I can sit with an owner and talk
P&L and risk, then sit with engineers and build the thing.
Today I run Common Analytics with a lean, senior, AI-native team. We use agentic AI
to engineer fast without sacrificing quality, which is how a short project scoped for two to six months actually lands there.
10+ years in digital transformation, data & automation
Clients incl. a global logistics group and a global coffee retailer
Curious what’s automatable in your business, and what it’s worth?
Answer a few quick questions so I come prepared with something specific to your business.
I’ll bring a real, quantified opportunity to the call. If it’s a fit, we scope it.
If not, you’ve gained clarity for free.
I take on work where I can find at least HK$50,000 in return. If that sounds like
your situation, the diagnostic will pay for itself many times over.
This week’s diagnostics6 / 10 booked
I cap it at 10 calls a week so each one gets real prep. Filling up fast.
