Hong Kong teams · India studio

AI Knowledge Base, engineered for Hong Kong operators.

We design and ship ai knowledge base systems for Hong Kong operators, typed, observable, owned by you, instrumented to a metric in week one. Delivered remotely from India with deliberate Asia-Pacific overlap.

01 / 03

Repeat questions to senior staff

Operators in Hong Kong repeatedly cite this as a daily friction.

02 / 03

Knowledge trapped in heads

Operators in Hong Kong repeatedly cite this as a daily friction.

03 / 03

Onboarding takes weeks

Operators in Hong Kong repeatedly cite this as a daily friction.

Approach

What ai knowledge base actually looks like

We start with one measurable workflow, instrument it, and ship it inside four weeks. For Hong Kong engagements that means pgvector or Turbopuffer for embeddings wired to Slack with a typed adapter, retries, and an audit log you can read. The win is staff and customers getting the right answer in seconds, sourced and citable, measured against ticket-to-self-serve ratio from day one. Code lives in your repository, deployed to your infrastructure, with no platform lock-in. You can take it in-house at any point. Most Hong Kong teams keep us on a small monthly retainer for monitoring and iteration; some take ownership outright after the first build.

Real case study
MentorDada

Pocket LMS app, Flutter-based learning platform shipped end-to-end.

Quick answers

What teams in Hong Kong ask first.

How much does ai knowledge base cost in Hong Kong?Open

A single shipped workflow on a Spark engagement runs €5-25k depending on complexity. Multi-workflow builds for Hong Kong teams typically land in the €40-120k range. Pricing is quoted to outcome, not hours, and visible before we start. Hong Kong clients are billed in EUR or GBP; SEPA and SWIFT both work.

How long does ai knowledge base take to ship?Open

A single ai knowledge base workflow goes from kickoff to production in roughly four weeks: one week instrumenting and designing, two weeks building, one week hardening. Multi-step processes spanning several systems usually take 6-10 weeks. We always ship the first measurable slice inside one month.

Do you handle GDPR for Hong Kong clients?Open

Yes. Engagements run in EU regions where data residency requires it, and DPA + SCC clauses are standard in every contract. Data flows, retention, and processor relationships are documented up-front. Our remote-India delivery model is structured to comply with GDPR for Hong Kong clients, we have done it before.

Ship ai knowledge base for your Hong Kong team.

Send a short note about the process you want to automate and the metric you want to move. We reply within one working day with a fit assessment, rough scope, and price range.

Reply within one working day · No-pressure scoping