AI Development · Hong Kong

Hong Kong AI development — production systems, not pilots.

Custom LLM applications, RAG systems, AI automation and fine-tuning for Hong Kong businesses. Fixed-fee scoping, shipped to production, and you work directly with the engineer who writes the code.

See our work
Engagement shapes

Hong Kong AI engagements: how they are scoped

Tier Starter Growth Enterprise
Best suited to A defined question or architecture decision A system with a known scope An ongoing roadmap and platform
Engagement Discovery sprint Build Platform
Typical duration 1–2 weeks 4–12 weeks Ongoing
Output Architecture + roadmap Production system Roadmap + team
LLM integration ✓ Assessed ✓ Built ✓ Multi-model
RAG / knowledge base ✓ Advanced
Fine-tuning Optional ✓ Included
Post-launch support 30 days Retained

Every engagement starts with a free discovery call and a fixed-fee proposal — scope, deliverables, timeline and price agreed before any work starts. No hourly billing. Every engagement is scoped in a free consultation before anything is quoted. You receive a written fixed-fee quotation covering scope, deliverables and timeline — no hourly billing, no open-ended retainer, and no number until we understand the work.

What we build

AI capabilities delivered in Hong Kong

01
Custom LLM applications
Domain-specific assistants, copilots and agents built on frontier or open models, wired into your real data.
02
RAG knowledge systems
Retrieval pipelines over your documents, tickets and databases — with evaluation, not just embeddings.
03
AI automation
Workflow automation connecting models to CRMs, ERPs, messaging and internal tools, with monitoring and fallbacks.
04
Fine-tuning
SFT, DPO, LoRA and QLoRA adaptation when prompting is not enough — including dataset curation and benchmarking.
05
AI strategy and audit
Readiness assessment, architecture review, build-versus-buy analysis and a costed roadmap your board can read.
06
Production engineering
Deployment, observability, cost control and handover — systems that keep running after launch, supported from HKT.

Hong Kong AI delivery, end to end.

Direct
No account managers
Fixed-fee
Scoped before build
HKT
same timezone as Singapore
How we work

AI engagements for Hong Kong teams

Scoped before it is built. Every engagement opens with a free discovery call, then a written proposal: scope, deliverables, timeline and a fixed fee. No hourly billing and no open-ended discovery. If a project should not be built, we say so at that stage rather than after the budget is spent.

Production, not proof-of-concept. Hong Kong buyers in finance, logistics and professional services move fast and shortlist on credibility signals — a clear scope, real systems, and named delivery. The deliverable is a system running in your environment with monitoring, cost controls and documentation — plus 30 days of post-launch support on every build.

Visibility included. Hong Kong runs bilingually: commercial B2B research happens largely in English while brand and consumer discovery happens in Traditional Chinese, so an English-first B2B page competes in a thinner field than the raw search volume suggests. Where it matters, AI builds pair with Hong Kong SEO and Hong Kong GEO so the product and the demand arrive together. See how we work and the live systems already shipped.

AI development Hong Kong — FAQ

Questions about Hong Kong AI engagements.

What AI services do you offer in Hong Kong?

Custom LLM application development, RAG knowledge systems, AI workflow automation, model fine-tuning (SFT, DPO, LoRA, QLoRA), AI strategy audits and production engineering — delivered for Hong Kong businesses on a fixed-fee basis.

How much does AI development cost in Hong Kong?

Every engagement is scoped in a free consultation before anything is quoted. You receive a written fixed-fee quotation covering scope, deliverables and timeline — no hourly billing, no open-ended retainer, and no number until we understand the work. A discovery sprint is typically one to two weeks and produces the architecture and roadmap; a build runs four to twelve weeks depending on scope. Price is agreed in writing before work starts.

Do you work with Hong Kong companies remotely?

Yes. Modulus is remote-first and works across HKT (same timezone as Singapore). Hong Kong clients get scheduled calls in local business hours and direct access to the engineer building the system — there is no account-manager layer.

Do you build on open models or frontier APIs?

Both, chosen per workload. Frontier APIs where quality and speed of delivery dominate; open models where cost, latency, data residency or control dominate. The trade-off is documented in the proposal rather than decided by default.

What happens after launch?

Every build includes 30 days of post-launch support, documentation and handover. Ongoing support, iteration and roadmap work are available as a retained engagement if you want it — not required.

Who actually does the work?

Dam — founder and lead engineer. When you hire Modulus you work directly with the person writing the code. That is the reason scoping is fast and the reason the studio takes a limited number of engagements at a time.

Who this is for

Who we build for in Hong Kong

Operators with a real workflow problem — repetitive judgement work, document processing, support triage, internal search — where a well-scoped system pays back inside a year.

Product teams adding AI features that need the retrieval, evaluation and cost engineering done properly rather than a demo wired to an API key.

Leadership teams needing a decision before committing budget: what to build, what to buy, what to skip, and what it will actually cost to run.

Industries served

Sectors we work in across Hong Kong

Hong Kong work concentrates where document volume and regulatory scrutiny are both high — finance, trade and professional services — and where bilingual English and Traditional Chinese handling is a requirement rather than a nice-to-have.

01
Banking and financial services
Document intelligence, reconciliation support and audit-ready reporting for environments where every output must be traceable.
02
Trade, shipping and logistics
Processing across bills of lading, customs paperwork and supplier documents, with exceptions escalated to a person.
03
Professional services
Retrieval across the firm’s own archive, proposal support and research assistants grounded in internal precedent.
04
Insurance
Claims document intake, policy retrieval and structured extraction that keeps a human at the adjudication point.
05
Property and asset management
Lease and contract extraction, portfolio reporting, and tenant correspondence handling.
06
Cross-border commerce
Bilingual English and Traditional Chinese content handling, catalogue enrichment and intent-aware search.

Also available for: United States · United Kingdom · Singapore · Australia · Indonesia · Germany · France

Build AI that ships in Hong Kong.

Free discovery call. Fixed-fee proposal. Production systems.

Hong Kong GEO services