Hong Kong company · Systems delivered across Asia and worldwide

Turn one painful workflow into a working system.

We design, integrate, and operate practical AI and software around the way your business already works. Start with one process. Prove the result. Scale only what earns its place.

20+
years in software systems
HK
company, founder-led delivery
01
workflow is enough to start
OPERATIONS BLUEPRINT BOUNDED START
01
YOUR REAL INPUTOne slow workflow
  • Repeated admin
  • Disconnected data
  • Unclear ownership
02
CONTROLLED DELIVERYSoftware around your operation
03
VISIBLE RESULTLess friction. Better control.

Measured in your workflow, with acceptance criteria you can inspect.

Not another tool to babysit. A system connected to the work.

01 Outcome before technology
02 Evidence before scale
03 Human control where it matters
04 Long-term operation, not handover theatre

START WHERE THE DRAG SHOWS UP

Your operation already tells us where to begin.

You do not need an “AI strategy” before the first conversation. Bring the part of the business that loses time, context, or control.

01 / OPERATIONS

Work moves between people, spreadsheets, and inboxes.

We connect intake, approvals, documents, calculations, notifications, and reporting into one traceable flow.

  • Approvals
  • Document processing
  • Reporting
  • Scheduling
02 / KNOWLEDGE

Your team keeps answering the same questions.

Grounded assistants search approved knowledge, preserve context, and escalate instead of inventing an answer.

View a public memory system
03 / CUSTOMERS

Leads and service requests lose momentum.

We connect channels, qualification, CRM state, follow-up, and human approval without turning every conversation into spam.

04 / SOFTWARE

Your current tools no longer fit the business.

We build focused portals, APIs, dashboards, browser extensions, and mobile-ready interfaces; or recover and simplify an inherited system.

See the delivery model

ONE PARTNER, FIVE DELIVERY MODES

From the first automation to the system behind it.

01

Automate

Turn repetitive, rule-heavy work into an observable workflow with clear exceptions and ownership.

  • documents
  • approvals
  • notifications
  • reporting
02

Build

Create the focused software your operation needs, without forcing it into a generic product.

  • portals
  • dashboards
  • APIs
  • mobile & extensions
03

Connect

Make CRM, commerce, payments, messaging, data, and internal tools share the right state.

  • CRM / ERP
  • payments
  • messaging
  • data sync
04

Recover

Take over an inherited system, make its real state visible, remove urgent risks, and create a controlled path forward.

  • audits
  • migration
  • hardening
  • recovery
05

Operate

Run dedicated AI environments and business systems with monitoring, updates, evidence, and ongoing support.

  • managed environments
  • observability
  • support
  • scaling

WORKING PROOF, NOT AI THEATRE

Systems you can inspect.

Public products and verified operating patterns show how we connect AI, data, controls, and real interfaces.

PUBLIC PRODUCTION MVP

Organizational AI Memory

A governed memory layer for teams and personal AI agents, with PostgreSQL truth, source provenance, identity controls, revocation, and bounded retrieval.

275 / 275
API and security release checks
22 / 22
identity controls
35 / 35
browser release checks
Diagram of the verified Telegram moderation and organizational memory operating core
Verified architecture proof board
Diagram showing storefront intake connected to CRM follow-up

INTEGRATION PATTERN

Intake to CRM continuity

Structured intake, explicit field mapping, CRM synchronization, and follow-up in one auditable route.

Diagram showing browser review, human approval, and controlled execution

OPERATIONS PATTERN

Human-controlled automation

Research, approval, execution, and outcome evidence stay attached to the same operational record.

INDEPENDENT DELIVERY HISTORYProfiles, projects, and client feedback
Personal Upwork profile Agency Upwork profile

HOW THE WORK STARTS

A controlled first step, not a transformation programme.

We define the boundary before we build. Each next stage depends on visible evidence from the previous one.

  1. 01

    Map the workflow

    Owner, inputs, current systems, exceptions, business impact, and the first acceptance test.

  2. 02

    Build a bounded pilot

    Use representative data and the smallest useful integration surface. Keep assumptions visible.

  3. 03

    Validate in real work

    Test with the people who own the process. Measure accuracy, reliability, time, and operational fit.

  4. 04

    Operate and expand

    Harden, monitor, support, and scale the parts that have proved useful. Stop or redesign what has not.

SECTOR KNOWLEDGE HELPS. THE WORKFLOW DECIDES.

Useful across the business, not limited to one industry.

01Executive search & recruitment

Research, qualification, source evidence, communication support, and controlled handoffs.

02Construction & project operations

Documents, estimates, supplier data, approvals, reporting, and inherited-platform recovery.

03Retail & commerce

Product knowledge, customer assistance, CRM state, order workflows, and operational reporting.

04Professional services

Intake, case knowledge, document generation, client updates, and internal coordination.

05Finance & administration

Reconciliation support, evidence packs, recurring controls, and exception visibility.

06Your operation

If the workflow is repeatable, observable, and important, it is worth examining.

ONE WORKFLOW IS ENOUGH

What is slow, manual, or difficult to track?

Bring one real example. We will separate the immediate opportunity from the wider system, identify the first proof point, and recommend a bounded next step.

  • What enters the workflow?
  • Who owns the decision?
  • Which systems are involved?
  • What would prove improvement?
Start a workflow review