Operations · SME services
Client: SME services business, Malaysia
Leak: Identified in the audit; baseline measured before kickoff.
Result: published after client validation.
Projects · Proof
Real systems. No inflation.
A case study appears here only after the client signs off on the numbers: leak found, system built, KPI result. Nothing on this page is projected, extrapolated or borrowed.
Case study zero · Published
Customer zero: winsym.ai
Leak found. Manual design, content and client-operations hours in our own creative studio. The work sold on creativity; the margin disappeared into production and admin.
System built. Automated design pipelines, content systems and client operations — engineered, documented and run in production every day since.
Result. The company you are reading about. Every method on this site was deployed on ourselves before it was sold.
Platform · Live
The winsym Academy
Our student dashboard: course modules, lesson progress, coaching sessions and verifiable certificates, on a Postgres database with row-level security. Designed, built and operated by the same team that teaches the courses.
Three builds in delivery
Each will be published in the same format once the client validates the numbers. Until then, the honest state of every result field is: in delivery.
Sales operations · Trading
Client: Trading business, sales operations
Leak: Found in the audit; baseline on record.
Result: published after client validation.
Back office · Professional services
Client: Professional services firm
Leak: Identified in the audit; KPI defined before kickoff.
Result: published after client validation.
How a case study earns this page
An empty slot today beats an inflated number forever. It is the bar we would tell you to hold any AI consultant in Malaysia to — including us.
01
KPI before kickoff
The baseline is measured and the target agreed in writing before we build anything.
02
30-day stabilisation
After go-live the system runs 30 days on production data. We report what it actually did.
03
Validate, then publish
The client reviews the numbers and signs off. Only then does the case study appear here.