Artificial Intelligence Services — Hong Kong
Where Data
Finds Shape.
Penumbra helps organisations in Hong Kong move thoughtfully into AI — with pricing models, data tools, and education designed around how your teams actually work.
What We Offer
Three Ways We Work With You
Each engagement is shaped around your context — your data, your team, your pace.
AI-Powered Price Optimisation
We develop pricing models that read market conditions, competitor behaviour, and demand signals — then surface recommendations your team can act on with full context.
- Retail, hospitality, SaaS & logistics
- Elasticity & seasonality modelling
- Human-in-the-loop final decisions
Automated Data Reconciliation
For organisations crossing data between systems — we build AI-assisted tools that match records intelligently and flag discrepancies, so your team reviews exceptions rather than every line.
- Fuzzy matching across formats
- Audit trail & reconciliation dashboard
- Integrates with your existing sources
AI Awareness Seminar
A two-hour session for non-technical audiences — covering how AI works, where it's headed, and what it means for your industry. Honest, accessible, and designed around your questions.
- Tailored to your audience & sector
- Suitable for boards, all-hands & events
- No sales agenda — just clear information
Ready to Explore?
A Conversation Costs Nothing.
We're happy to listen, discuss where AI might genuinely help, and be candid about where it may not. No pressure, no scripts.
Why Penumbra
Built on Clarity, Not Hype
Honest Recommendations
We tell you when AI is the right fit — and equally when it isn't. Our value is in helping you decide well, not in selling you a solution.
Your Team Stays in Control
Every system we build is designed with human oversight at the centre. AI surfaces insights; your people make the calls.
Works With What You Have
We integrate with your existing data infrastructure rather than asking you to rebuild from scratch.
Data Handled with Care
We treat your data as the sensitive asset it is — with clear protocols, minimal exposure, and full audit transparency.
Plain-Language Communication
No jargon walls. We explain what we're building, how it works, and what to watch for — in terms that make sense to your whole organisation.
Hong Kong–Based
We work from Tsim Sha Tsui and meet in person. Local knowledge, local relationships, and genuine availability matter to us.
Common Questions
Things Worth Knowing
Do I need technical staff to work with Penumbra?
Not necessarily. We tailor our engagement style to your team's technical comfort. For seminars, no technical background is needed at all. For tool development, we work alongside whoever you designate — technical or operational.
How long does a typical project take?
Seminars can be arranged within two weeks of initial discussion. Data reconciliation tools typically take 6–10 weeks depending on the number of source systems. Pricing optimisation models vary by complexity, generally 8–14 weeks from scoping to initial deployment.
What industries do you serve?
Our pricing work is particularly well suited to retail, hospitality, SaaS, and logistics. Data reconciliation is valuable across finance, healthcare administration, and any sector managing multi-system records. Seminars are applicable across all industries — we tailor content to your context.
Are the prices shown fixed?
The prices listed are starting points. The final scope — and therefore cost — depends on your data environment, number of integrations, and what you need the output to do. We provide a clear written estimate before any commitment.
What happens to our data during the engagement?
We work under a formal data handling agreement. We use the minimum data necessary, keep it within agreed environments, and return or delete it at project close. We're happy to discuss our practices in detail before you share anything.
Can we start with the seminar before committing to a larger project?
Absolutely. Many clients begin with the AI Awareness Seminar to help their leadership form a grounded view, then decide together whether a specific AI project makes sense. There's no obligation to proceed.
Find Us
Visit Our Office
41 Haiphong Road, Tsim Sha Tsui, Kowloon, Hong Kong
Contact Us
Let's Talk
We're a small team and we read everything. Whether you have a specific project in mind or just want to explore, we'd welcome the conversation.
Get in Touch
Phone
+852 3196 5847Address
41 Haiphong Road
Tsim Sha Tsui, Kowloon
Hong Kong
Working Hours
Monday – Friday: 9:00 – 18:00 HKT
Closed on Hong Kong public holidays