OUR SOLUTIONS
Three services. Each one doing one thing well.
We offer a small, well-defined set of AI services for organisations that want clarity about what they are buying and why it matters.
← Back to HomeHOW WE WORK
Our methodology
Understand the need
We start with a conversation to understand what problem you are actually trying to solve — not which product you think you need.
Define the scope
We put together a written scope document. You know exactly what will be delivered, by when, and at what cost, before any work begins.
Deliver and transfer
We complete the work and walk your team through what was built, how it works, and how to maintain it going forward.
SERVICE 1
Semantic Search Infrastructure
Most organisational search systems match keywords. If a user types "leave policy" when the document says "annual leave entitlement," the document may not appear. Semantic search understands the meaning behind a query, not just the words.
We implement embedding-based search across your chosen platforms — intranets, help centres, product catalogues, or document repositories — and tune relevance using your actual usage data. The result is a search experience that surfaces the right information even when users don't know the exact terminology.
What is included
Typical process
Audit of existing content and search behaviour
Model selection and pipeline architecture
Indexing and integration into your platform
Relevance tuning and evaluation
Delivery, documentation, and handover
Typical timeline
Two to four weeks for mid-sized repositories. Larger collections take longer.
SERVICE 2
AI Model Retraining Service
AI models are trained at a point in time. As the world changes — new products, updated language, different customer behaviours — a model trained on old data becomes less reliable. This service provides structured retraining cycles to keep your production models current.
We establish a retraining schedule based on your data velocity, implement data validation before each cycle, evaluate performance changes against your previous version, and deploy updated models with minimal disruption. Version control is maintained throughout, so rollback is always available.
What is included
Suitability
Any production ML model deployed in a changing environment. Suitable for classification, recommendation, and NLP models.
SERVICE 3
Executive AI Briefing
Designed for senior leaders who need a clear, balanced view of AI's relevance to their industry — without the hype, the sales pitch, or the technical lecture. In a two-hour private session, we cover current AI capabilities, realistic sector-specific applications, common pitfalls, and a framework for evaluating AI proposals.
The session is conversational and responds to your questions. We do not follow a fixed deck. A concise written follow-up document is provided within two business days, summarising the key points and any suggested reading.
What is included
Who this is for
CEOs, CFOs, COOs, board members, and senior managers who influence AI-related decisions and want a grounded view rather than a vendor-led one.
COMPARE
Which service is right for you?
| Feature | Semantic Search | Model Retraining | Exec Briefing |
|---|---|---|---|
| Technical implementation | |||
| Existing model required | |||
| Best for non-technical stakeholders | |||
| Ongoing maintenance option | Via retraining svc | Follow-up included | |
| Written deliverable | Documentation | Performance report | Briefing summary |
| Price | HK$9,800 | HK$6,300 | HK$2,600 |
Best for: Search problems
If users struggle to find information that definitely exists in your systems.
Best for: Model accuracy
If a deployed model is performing less well than when it was first launched.
Best for: Leadership alignment
If senior decision-makers need a shared, grounded understanding of AI before investments are made.
ACROSS ALL SERVICES
Standards that apply to every engagement
Written scope
Every engagement begins with a written scope document you approve before work starts.
Data agreement
A written data handling agreement covers every engagement under Hong Kong's PDPO.
Senior delivery
The founders are involved throughout, not just at the pitch and handover stages.
Knowledge transfer
We walk your team through what was built or discussed — so they can use and manage it independently.
Not sure which service fits your situation?
Get in touch and we can have a short conversation to figure it out together. No obligation and no pressure.
Get in Touch