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HublinkTech
Applied AI and data infrastructure

We engineer the AI systems that move global commerce.

Three platforms, one in production and two in build, serving global trade, enterprise operations and commerce. The AI systems behind them are what we research and engineer for everyone else.

Explore our platformsEngineering capabilities

Platforms

Three products, one live.

We design, build and operate each one — the engineering, the AI systems, and the data infrastructure underneath.

In beta

Hublinkly

AI B2B trade network

A verified global trade network where AI matches buyers with suppliers, handles multilingual negotiation, and scores trade-route risk in real time.

  • Verified-member network
  • AI matching engine
  • Multilingual trade agent
  • Live market and route data
Learn morehublinkly.com

Live

Clavix360

AI CRM and ERP

One operating system for sales, operations, HR and finance. Five industry engines ship pre-configured, with AI generating offers, reports and forecasts.

  • Five industry engines
  • AI offer generation
  • Payment plans and commissions
  • Live BI dashboards
Learn moreclavix360.app

In development

Ara

Trade intelligence engine

Ara decides whether two descriptions, written in different languages under different naming conventions and customs codes, refer to the same product or company. It runs inside our own platforms first and is designed to be licensed as an API. In development.

  • HS code classification
  • Tariff and landed-cost calculation
  • Documentation guidance
  • Multilingual by design
Learn moreIn development

How a platform gets built

Research to production.

  1. 01RESEARCHevaluated

    The question before the code.

    Model quality does not transfer between languages. Every task is evaluated per language, against its own baseline.

    • Per languageevaluated separately
    • ScriptsLatin, Cyrillic, Han
    • Baselinehuman and held out
  2. 02DESIGNbounded

    Where the boundaries go.

    Agents get defined tools, permitted actions and explicit failure paths. The check is where the system is allowed to stop.

    • Toolsdefined per agent
    • Actionspermitted ones only
    • Failurean explicit path
  3. 03ENGINEERINGtyped

    Typed, reviewed, shipped.

    Every platform is written in-house. No template, no page builder, no agency handoff.

    • In-houseno agency handoff
    • First commitproduction code
    • Evaluatedagainst step one's measures
  4. 04INFRASTRUCTUREisolated

    Where it runs, and how it holds.

    Multi-tenant isolation, edge delivery, typed APIs, and monitoring that tells us before a customer does.

    • Isolationenforced in the database
    • Deliveryrendered at the edge
    • Monitoringbefore a customer notices
  5. 05AI LAYERgrounded

    Grounded, bounded, measured.

    Retrieval from live sources with citations attached. Allowed to say it does not know. Nothing ships unless it beats the baseline.

    • Retrievalfrom live sources
    • Citationsattached to the answer
    • Baselinebeat it or no ship
  6. 06LIVEoperated

    In production.

    Hublinkly and Clavix360 are in production. Ara is in development. They are operated by the same engineering that built them.

    • Build and runresearch through operations
    • After go-livemonitoring and evaluation
    • Changesfrom real use

Research and development

One core. Four disciplines.

Applied AI research sits at the centre of every platform we build. These are the disciplines it feeds.

  • Applied AI research

    Retrieval, agents and generation engineered as services with defined boundaries, not features bolted onto a product.

    retrieval · agents · generation

  • Multilingual NLP

    Quality does not transfer between languages. Classification, extraction and generation are researched and evaluated per language.

    four languages · measured per language pair

  • Measurement as method

    Every deployment carries an evaluation set and a human baseline. Nothing ships unless it beats that baseline.

    evaluation set · human baseline

  • Data and regulatory engineering

    Tariff schedules, rules of origin and route requirements come from sources that share no schema and change without notice. Structuring them is continuous work.

    confidence scores · unresolved path

What we engineer

Systems built for organisations that need their own.

The same systems behind our platforms, applied to your operation — designed, built and operated by the same engineering.

See our engineering work

01 · Capability

AI Platform Engineering

Multi-tenant SaaS and PaaS systems with AI agents, retrieval and automation engineered in, not bolted on.

  • Tenant isolationenforced in the database
  • Retrievalgrounded, cited
  • Agentsbounded tools
  • Evaluationbaseline or no ship

Used inHublinkly (In beta)

Learn more

Our technology stack

The tools and platforms we build on.

  • AWS
  • OpenAI

From the blog

Latest thinking from HublinkTech

Read the blog
Why AI Fails on Your CRM and ERP Data
AI & Engineering

Why AI Fails on Your CRM and ERP Data

AI projects stall on data quality more often than on model choice. The specific defects in CRM and ERP records, and what to fix before adding AI.

Read more
How to Tell If Your AI Feature Actually Works
AI & Engineering

How to Tell If Your AI Feature Actually Works

Standard software is tested by assertion. AI output has no single correct answer. Here is how evaluation is actually built, and why most teams skip it.

Read more
Connecting AI to Your Business Systems
AI & Engineering

Connecting AI to Your Business Systems

The hard part of enterprise AI is not the model. It is giving it access to your CRM, ERP and documents without rebuilding an integration for every system.

Read more

Get in touch

Have a system that needs building?

Tell us the problem and the constraint. We will tell you how we would engineer it, and what we need to know first.

Start a conversationSee what we build

What happens next

  1. You describe the problemNot the solution. The constraint matters more.
  2. We respond in two business daysWith a concrete first read, not a brochure.
  3. If it fits, we specify it properlyIf it does not, we say so.