AI & knowledge systems
Controlled knowledge retrieval, document understanding, decision support, and automation with explicit data and approval boundaries.
- Retrieval and evaluation
- Document and data pipelines
- Human control and audit design
We design and deliver applied AI systems, custom software, connected platforms, and production-ready infrastructure around real operational needs.
Projects can combine software, AI, data, integrations, and cloud delivery without forcing the work into a single product or platform.
Knowledge retrieval, document intelligence, decision support, and controlled automation designed around approved data and human responsibility.
Purpose-built web applications, internal tools, portals, and operational platforms that fit the way the organisation works.
Connect existing services, databases, identity, payments, and business tools through reliable interfaces and workflows.
Data pipelines, cloud architecture, deployment automation, observability, and reliability work for systems moving into real use.
We combine the product, engineering, data, and platform work required to make a solution useful in its real environment.
These are delivery patterns, not claims of completed deployments, accreditations, or fixed off-the-shelf products. Scope and evidence are established for each engagement.
Controlled knowledge retrieval, document understanding, decision support, and automation with explicit data and approval boundaries.
External services, internal operations tools, portals, dashboards, and workflow applications designed around specific users and processes.
Reliable connections across existing tools, databases, and services so information and actions move through controlled interfaces.
The environments, release paths, safeguards, and operational visibility needed to move software from testing into dependable use.
The delivery path makes decisions, risks, working software, and operational ownership visible at every stage.
Discuss the delivery pathClarify users, outcomes, current operations, constraints, systems, data, and the decisions the project must support.
Define product boundaries, components, integrations, security, deployment, and the trade-offs behind the chosen approach.
Ship working increments with automated checks, realistic data, stakeholder review, and visible issue tracking.
Prepare monitoring, recovery, documentation, handover, and a prioritised route for maintenance and improvement.
Each engagement has a defined objective, deliverables, decision points, and responsibility split. Scope follows the work—not a generic package.
Turn an ambiguous need into a buildable, reviewable plan.
Design, engineer, integrate, and test working software.
Prepare the system for dependable use and responsible change.
We make the working system, engineering evidence, and ongoing responsibility visible—without inventing case studies or overstating readiness.
Review real user journeys, integrations, rules, failure states, and operational edge cases—not just static screens.
Architecture, data flows, decisions, tests, risks, and unresolved issues stay visible throughout delivery.
Deployment, documentation, access, monitoring, ownership, support boundaries, and ongoing costs are made explicit.
222 Technology is a founder-led Hong Kong technology studio. We translate operational needs into maintainable systems, combining product thinking, software engineering, integration, AI, data, and production discipline where each is useful.
Clear notes on architecture, integration, security, evaluation and operating reliable systems in production.
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Share the operational need, intended users and known constraints. We will review the context and propose the smallest credible next step.
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