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IDEAS IN ACTION

Customer cases — real work we designed, installed and tested

A collection of AI Vision, IoT and data system work we have done for customers across many industries: delivered work, work in progress and prototypes tested on real workpieces. Each case shows its status on the case label.

System for inspecting workpieces on production lines

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Case filtersFound 82 Features
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Found 82 Features

Concept illustration: AI Knowledge Management finds energy-sector maintenance knowledge immediately, without opening documents one by oneConcept illustration · AI
EnergyModern Data

AI system searches valve repair history from maintenance inspection reports for oil refinery maintenance work

This is an AI Knowledge Management system on nimitFlow that enables the oil refinery maintenance team to create digital maintenance inspection reports for valves, export reports as Excel files, and query repair history through AI chat. We delivered the system in B.E. 2569 and the client signed off on the completion certificate.

nimitFlowEnterprise KM Chatbot
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Customer:
International Industrial Technology Company
Year:
2026
Scope of work:
nimitFlow Full Enterprise licence and development of an Enterprise AI Knowledge Management system: valve maintenance inspection report forms, data structure and report export to Excel, dashboards by production unit, and a question-and-answer AI assistant (RAG), including tuning of the search and the instructions sent to the model (Prompt)
Case illustration 20 DoRare water-level monitoring stations for riverside flood monitoring in 4 Thai provinces
Government and water managementGovernment agencyModern Area

20 DoRare water-level monitoring stations for riverside flood monitoring in 4 Thai provinces

This project installed 20 DoRare Station water-level monitoring stations along rivers in 4 provinces of Thailand in B.E. 2569, allowing operators to view images and water-level readings from every site on a single web dashboard. Cameras photograph water-level gauges for AI to read approximately every 15 minutes, and the system sends LINE or email alerts when water levels reach the thresholds.

DoRare StationInSensor
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Year:
2026
Scope of work:
Supply and assembly of 20 DoRare Station control cabinets (codes CAB-001 to CAB-020; 5 include a weather station), web dashboard development, on-site installation and preparation of a user manual, for the private company that commissioned the work.
Concept illustration: practical factory AI training, R-C-F-E course for production and engineering teamsConcept illustration · AI
ServicesModern Data

Speaker on practical AI adoption in an in-house AI training course for a stainless steel manufacturer in Thailand

We delivered session 5, lasting 60 minutes, in a 1-day in-house AI course for a stainless steel manufacturer in Thailand in September 2026. The slides presented factory AI examples, browser-based AI chat exercises, and ways for groups to save well-written prompts for reuse. We prepared participant materials with prompt libraries for 7 job functions, a 5-step workshop worksheet, and data security rules.

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Year:
2026
Scope of work:
Speaker for Session 5 (60 minutes) in a 1-day in-house AI training course organised by the client, and preparation of supporting materials: participant materials (Prompt writing guide, 3 data security rules, ready-to-use Prompt library for 7 job functions, 5-step workshop worksheet and rollout plan for the first 2 weeks after training), a facilitator guide, backup exercise cards for each group using fictional data, and supporting slides.
Duration:
Session 5, 60 minutes, in a 1-day course (Sep 2026)
Concept illustration: AI Vision posture risk assessment workshop using RULA/REBA/NIOSHConcept illustration · AI
ServicesModern Data

Ergonomics and humanoid robotics workshop for factory teams: RULA/REBA/NIOSH and prioritizing high-risk tasks

We designed and taught this 1-day workshop to help factory teams use RULA, REBA and NIOSH assessment tools and prioritize risky tasks. It also covered deciding whether to improve workstations, use lifting aids, or consider robots. Held in 2026, the workshop had 5 participant groups, including teams from packaging and paper-core manufacturers.

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Year:
2026
Scope of work:
Designed the course and slides in 2 parts and 3 sets of activity worksheets, and served as trainer for a 1-day workshop (4 September 2026) for 5 groups of participants.
Duration:
1 day
Case illustration OCR camera system that reads component reel labels and prints barcode stickers for an electronics factory
ElectronicsModern FactoryModern Data

OCR camera system that reads component reel labels and prints barcode stickers for an electronics factory

Barcode Printing System is a camera station that reads labels on electronic component reels with OCR (reading text from images), compares them with the factory's CSV master data file, and prints barcode stickers to the factory's form, so users do not have to key in the codes from the label themselves. We delivered this system to an electronics factory in 2021, maintained it in 2022 and upgraded the software on site in 2026.

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Customer:
Japanese-affiliated electronics manufacturer
Year:
2021–2022, 2026
Scope of work:
System analysis, development of the screens and Vision/OCR software, testing at our company and on site, documentation and manuals, plus supply of 1 Machine Vision camera station (a camera system and image inspection software), followed by system maintenance in 2022 and an on-site software upgrade in 2026 to support a new operating system
Duration:
Jun–Oct 2021 (from the purchase order to testing against the acceptance checklist)
Concept illustration: the sequence of work within the purchase order scope for 2 companies in the same group, starting with checking Active Directory and user accounts on the existing system, adding a new Active Directory server, connecting the systems in a Hybrid configuration, migrating pilot mailboxes, then migrating in batches to 2 types of destination: Exchange Online and on-premises Exchange Server 2019Concept illustration · AI
ServicesModern Data

Upgrading Active Directory and moving email off Exchange Server 2013 for 2 companies in the same group

This case covers upgrading Active Directory (the organisation's central system for user accounts and access rights) and moving email off Exchange Server 2013 for 2 companies in the same group. Under the scope of work, the first company moves to Exchange Online on Microsoft 365 and the second moves to Exchange Server 2019, connected to Microsoft 365 in a Hybrid setup. We took on this work as a contractor under a purchase order from the main contractor in 2025.

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Customer:
A large organisation in Thailand (subcontracted work through a main contractor)
Year:
2025–2026
Scope of work:
Subcontracted work under a purchase order for 2 companies in the same group: an Active Directory health check and a check of user account information with IdFix; upgrading Active Directory to Windows Server 2022 or newer; transferring the FSMO roles and decommissioning the old machines; preparing Microsoft 365 and Microsoft Entra ID Connect; configuring Exchange Hybrid; and moving email off Exchange Server 2013 — the first company to Exchange Online, the second to Exchange Server 2019 in a 3-node DAG connected to Microsoft 365 in a Hybrid setup. Also included are testing with the customer, training for system administrators and the IT Support team, and system documentation.
Concept illustration: an SPC kit for workpiece thickness measurement, showing an ultrasonic thickness gauge model for metal and a 10-inch tablet used to record values in the InQC app, with steps for viewing X-bar & R control charts and exporting the measurement data as a CSV fileConcept illustration · AI
General manufacturingModern Factory

SPC tablet set for measuring thickness of workpieces: InQC with ultrasonic gauge

We arranged an SPC (Statistical Process Control — statistical process control) set for measuring the thickness of workpieces in 3 parts: a 10-inch tablet, an ultrasonic thickness gauge for metal, and 1-year InQC license for private customers, and closed the sale in September B.E. 2569

InQC
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Year:
2026
Scope of work:
A 3-part SPC kit arranged as a single order item: a 10-inch tablet (runs InQC and displays control charts on site), an ultrasonic thickness gauge for metals (measures from one side of the workpiece) and a 1-year InQC licence (records values, displays X-bar & R Charts and exports CSV files).
Concept illustration: CNC machine data connection via OPC UA to a Grafana dashboard, showing machine status in real timeConcept illustration · AI
General manufacturingModern FactoryModern Data

A system for monitoring 7 CNC lathes via OPC UA and recording roller measurements on Grafana for a manufacturing factory in Thailand

This case is a system that brings the status of 7 CNC lathes and roller measurements together on a Grafana dashboard on a server inside the factory. Node-RED reads machine values via OPC UA every 5 seconds and writes measurements from a tablet back to the factory's existing Roller database. We delivered the system with project closure documents to a manufacturing factory in Thailand in September 2026.

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Customer:
A large manufacturing group in Thailand
Year:
2025–2026
Scope of work:
2 Grafana pages (Overview and Input) with a Custom Plugin for sending data; an API on Node-RED connecting Grafana to the MS SQL Server database; reading data from 7 CNC machines via OPC UA every 5 seconds into InfluxDB; system testing and project documentation. Includes additional work in 2026: analysing and writing data retrieval commands (Query) for the factory's existing database.
Concept illustration: inspection and maintenance of an organization's user account systemConcept illustration · AI
GovernmentGovernment agencyModern Data

Contracted Active Directory maintenance for a government agency

We maintained a government agency's Active Directory system, which centrally manages user accounts and access, under a 2025–2026 contract. The 4 main areas were scheduled preventive maintenance, incident response, configuration reviews, and renewal of account-management software licenses, with contractual reports.

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Year:
2025–2026
Scope of work:
Active Directory system maintenance in 4 main work areas: scheduled system checks (PM), fixes on notification (CM), system configuration review, and renewal of the user account management software licence, with reports delivered by contract instalment.
Duration:
12 months
Concept illustration: AMS maintenance for a government agency to support continuity of critical systemsConcept illustration · AI
GovernmentGovernment agencyModern Data

Contracted identity and access management (IAM) maintenance for a Thai government agency

We were the maintenance contractor for a Thai government agency's Identity and Access Management (IAM) system, which determines which systems each user can access, from December 2025 to September 2026. The contract covered 4 main areas: software license renewals, system inspections and maintenance, incident response, and service reports.

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Year:
2025–2026
Scope of work:
4 main parts under the contract: software licence renewal, scheduled user account system maintenance checks, fixes on notification, and service reporting, with delivery divided into monthly contract periods.
Duration:
Dec 2025 – Sep 2026
Concept illustration: Improve production data management with a highly secure On-Premise P-Chart Control appConcept illustration · AI
AutomotiveModern FactoryModern Data

P-Chart Web App records defects on server in factory for automotive parts manufacturers in Thailand

P-Chart Control is a web app that allows production teams to record daily defects, view control charts, summarize defects, and export PDF reports all in one system. We developed and installed this system on the factory's own server (On-Premises) for automotive parts manufacturers in Thailand. The project was signed off by customers in April B.E. 2568.

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Customer:
Automotive parts manufacturer (Japanese conglomerate)
Year:
2024–2025
Scope of work:
Design, development, installation and testing of 1 P-Chart Control web app on the factory's server (users log in and production totals are retrieved through the API of the organisation's existing system), adjusted through several rounds of change requests from Dec 2024, together with development documents, an acceptance form and a user manual.
Duration:
Started Sep 2024, delivered Apr 2025, with further improvements until mid-2025
General manufacturingModern Factory

System for recording images from a Manual-model microscope to a designated folder, using a Capture Card and a web app on NanoPi

This case connected a Manual-model microscope to an image recording system, so that the user presses the Capture button once and the image goes to the selected folder, instead of being copied via a flash drive. We connected a Capture Card to the customer's microscope, installed an image recording web app on a NanoPi board, and completed development of every item on the project checklist in 2025.

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Customer:
Precision equipment manufacturer
Year:
2025
Scope of work:
Image Capture System Integration service for the customer's microscope: connecting to and reading images from the microscope via a Capture Card, developing the image recording screen and installing the web app on a NanoPi board
Duration:
Jul–Sep 2025

Showing 12 of 82 Features

NATIONAL & ENTERPRISE EXPERIENCE

Experience across industry, enterprise and research

We use experience in manufacturing, information systems and research to define a scope that fits your organization.

National Infrastructure & Financial Systems

National infrastructure and financial institutions

Experience with: National ITMX • TGI • AIS

Data Lakehouse, data quality and enterprise infrastructure for large-scale information systems.

Government & Public Sector

Government and public agencies

Experience with: Government & Public Sector

Information systems, identity management and cybersecurity for public-sector operations.

Deep Tech, AI & Research

Research and deep technology

Experience with: Department of Environmental Quality Promotion (DEQP) • Mahidol University

AI research with research institutions, including breath analysis and predictive maintenance.

Smart Manufacturing & Industrial IoT

Industry and manufacturing

Experience with: Denso • SCG • Unilever • Emerson

SPC, Industrial IoT and AI Vision connecting machines with production information.

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What each case tells you

Each case card states the industry, year, scope of work, implementation period and products used, with a label showing whether it is work in progress, a prototype/PoC or a capability we have previously developed. The full case page explains the on-site brief and the technology chosen, as a tangible guide for your organisation — we do not make up statistics or success percentages that overstate reality.

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