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THE PROJECT REGISTER

What has been built, and what can be built.

This page is in two clearly separated halves. The first is what VMV has built and runs — both of them are on this website. The second is the solution directions VMV can research and build, which are not completed projects.

years of experience
3+
official AI services
05
team members
20+
offices
02

Built

Built

Two things VMV built and runs. Both are on this website, so you can check them where you are.

  • The figure is drawn for this page — the real thing is the website you are reading.
    Built · running

    The VMV corporate website

    The three-language site you are reading, built and run by VMV itself.

    • Vietnamese, English and Simplified Chinese, chosen from the browser's own language
    • Every sentence held apart from the interface, one source for all three languages
    • A light and a dark interface, and a visitor's reduced-motion setting is honoured
    • Every page prerendered at build time and served from a Node server
  • The figure is drawn for this page — the real assistant is in the chat panel on this site.
    Built · running

    The VMV engineering assistant

    The assistant answering in this site's chat panel, reading from the same content the pages render.

    • Answers in all three languages, and takes questions that mix them
    • No language model: it classifies the question, then reads the answer out of published content
    • It cannot invent a price, a specification or a certification — it emits only approved sentences
    • It cites a source on every substantive answer, and says plainly when it does not know

Solution concepts we can build

Solution concepts we can build

These are directions VMV can research and build. They are not completed projects, not off-the-shelf products, and not work delivered for a customer. The actual scope is set after a survey of the real data and processes.

  • The figure is drawn for this page. It is not a photograph of a deployed system.
    Solution concept · not yet deployed

    Data analysis and decision support

    Data sits in scattered places, reporting is manual, and trends and causes are hard to see.

    • Consolidated, cleaned data
    • Automated dashboards and reports
    • Alerts when a metric crosses a threshold
  • The figure is drawn for this page. It is not a photograph of a deployed system.
    Solution concept · not yet deployed

    Forecasting, anomaly detection and predictive maintenance

    Demand, load and equipment condition keep shifting, and manual tracking cannot keep up.

    • Forecasts of demand, load or output
    • Detection of abnormal behaviour
    • Early warning of equipment risk
  • The figure is drawn for this page. It is not a photograph of a deployed system.
    Solution concept · not yet deployed

    Computer vision and visual inspection

    Visual checking is slow, inconsistent and hard to scale.

    • Object detection and classification
    • Surface and cosmetic defect inspection
    • OCR, code reading, counting and tracking
  • The figure is drawn for this page. It is not a photograph of a deployed system.
    Solution concept · not yet deployed

    AI assistants and knowledge management

    People lose time hunting for procedures, documents and internal answers.

    • Q&A over approved documents
    • Semantic search across the knowledge base
    • Answers with a source citation
  • The figure is drawn for this page. It is not a photograph of a deployed system.
    Solution concept · not yet deployed

    Intelligent document processing

    Data entry, reading and cross-checking of documents are still done by hand.

    • OCR and field extraction
    • Classification, summarisation and version comparison
    • Normalised data before it enters a system
  • The figure is drawn for this page. It is not a photograph of a deployed system.
    Solution concept · not yet deployed

    AI-enabled process automation

    Repetitive steps shuttle between email, spreadsheets, documents and internal systems.

    • Request triage and routing
    • Draft emails or reports
    • Human-in-the-loop on consequential actions
  • The figure is drawn for this page. It is not a photograph of a deployed system.
    Solution concept · not yet deployed

    Voice, meeting and interpreting assistants

    Conversations need to be captured, summarised or supported across languages.

    • Speech to text and meeting summaries
    • Action-item extraction
    • Translation of conversations and documents
  • The figure is drawn for this page. It is not a photograph of a deployed system.
    Solution concept · not yet deployed

    AI embedded in robotics and engineering systems

    Robots and automated systems need perception and decision support.

    • Machine vision for robots
    • State and anomaly detection
    • Digital twins and monitoring dashboards
  • The figure is drawn for this page. It is not a photograph of a deployed system.
    Solution concept · not yet deployed

    Custom models and problem-specific PoCs

    The need does not match an off-the-shelf product, or it must be proven before a large investment.

    • Defined objective and metric
    • A trial model and a minimal integration demo
    • An assessment of limits, risks and the path to production

This register carries no client names, no partner logos, no performance figures and no delivery dates, because none of those has been confirmed.

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