Work moves between people, spreadsheets, and inboxes.
We connect intake, approvals, documents, calculations, notifications, and reporting into one traceable flow.
Hong Kong company · Systems delivered across Asia and worldwide
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.
Measured in your workflow, with acceptance criteria you can inspect.
Not another tool to babysit. A system connected to the work.
START WHERE THE DRAG SHOWS UP
You do not need an “AI strategy” before the first conversation. Bring the part of the business that loses time, context, or control.
We connect intake, approvals, documents, calculations, notifications, and reporting into one traceable flow.
Grounded assistants search approved knowledge, preserve context, and escalate instead of inventing an answer.
View a public memory systemWe connect channels, qualification, CRM state, follow-up, and human approval without turning every conversation into spam.
We build focused portals, APIs, dashboards, browser extensions, and mobile-ready interfaces; or recover and simplify an inherited system.
See the delivery modelONE PARTNER, FIVE DELIVERY MODES
Turn repetitive, rule-heavy work into an observable workflow with clear exceptions and ownership.
Create the focused software your operation needs, without forcing it into a generic product.
Make CRM, commerce, payments, messaging, data, and internal tools share the right state.
Take over an inherited system, make its real state visible, remove urgent risks, and create a controlled path forward.
Run dedicated AI environments and business systems with monitoring, updates, evidence, and ongoing support.
WORKING PROOF, NOT AI THEATRE
Public products and verified operating patterns show how we connect AI, data, controls, and real interfaces.
PUBLIC PRODUCTION MVP
A governed memory layer for teams and personal AI agents, with PostgreSQL truth, source provenance, identity controls, revocation, and bounded retrieval.
INTEGRATION PATTERN
Structured intake, explicit field mapping, CRM synchronization, and follow-up in one auditable route.
OPERATIONS PATTERN
Research, approval, execution, and outcome evidence stay attached to the same operational record.
HOW THE WORK STARTS
We define the boundary before we build. Each next stage depends on visible evidence from the previous one.
Owner, inputs, current systems, exceptions, business impact, and the first acceptance test.
Use representative data and the smallest useful integration surface. Keep assumptions visible.
Test with the people who own the process. Measure accuracy, reliability, time, and operational fit.
Harden, monitor, support, and scale the parts that have proved useful. Stop or redesign what has not.
SECTOR KNOWLEDGE HELPS. THE WORKFLOW DECIDES.
Research, qualification, source evidence, communication support, and controlled handoffs.
Documents, estimates, supplier data, approvals, reporting, and inherited-platform recovery.
Product knowledge, customer assistance, CRM state, order workflows, and operational reporting.
Intake, case knowledge, document generation, client updates, and internal coordination.
Reconciliation support, evidence packs, recurring controls, and exception visibility.
If the workflow is repeatable, observable, and important, it is worth examining.
ONE WORKFLOW IS ENOUGH
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.