Applied AI, Agents & Machine Learning
Computer vision, predictive models, AI agents, RAG pipelines, and ML workflows that turn historian, sensor, document, and enterprise data into decisions operators and managers can act on.
Services
AI-first industrial software for critical operations.
Industrial software, applied AI, operational analytics, HMI, automation, and OT/IT integration for teams that need systems to hold up in production.
Why InfoDesign
- OT-native Built on industrial automation experience. Schneider, AVEVA, Foxboro, Honeywell, PLC, DCS, SCADA, HMI, historians, industrial protocols, safety systems, and certified AVEVA PI System expertise.
- Private AI Agents without losing operational control. On-premise, cloud, or hybrid systems with governed data access and human approval paths.
- Delivery Software teams that stay through production. Architecture, implementation, deployment, support, and continuous improvement under one accountable team.
What we do
Six service lines, one industrial AI software practice.
From industrial integration and operational analytics to applied AI, automation, HMI, and production software, each line is delivered by a dedicated engineering team. We design the architecture, build the system, integrate with industrial environments, and stay accountable through deployment, support, and continuous improvement.
Data Analytics & Integrated Operations Dashboards
Dashboards, KPIs, PI System views, integrated operations center screens, executive views, and real-time insight that unify process, maintenance, business, and sensor data into a governed decision layer.
Workflow Automation
Automating manual, cross-system processes — capture, validation, approvals, reporting, alerting, and human-in-the-loop agent workflows — to remove repetitive work without losing control.
Industrial Connectivity & OT / IT Integration
Protocol collectors, data bridges, and integration services for OPC UA, OPC DA, Modbus, MQTT, PLC, DCS, SCADA, historians, ERP, cloud platforms, and business applications.
Custom Software, PI System & HMI Development
Full-stack applications, PI Vision custom JavaScript, touchscreen interfaces, role-based portals, APIs, data services, cloud infrastructure, and secure on-premise deployments.
Digital Transformation Consulting
Advising industrial clients on digitizing operations end to end, prioritizing where AI, agents, analytics, integration, and software can create measurable operational value.
Delivery accelerators
Reusable engineering patterns, not generic software from scratch.
Our delivery system includes industrial connectivity patterns, protocol bridges, certified AVEVA PI System work, edge services, private AI agents, dashboards, HMI patterns, APIs, deployment scripts, and support tooling that can be adapted to each client instead of reinvented every time.
Multi-protocol industrial data collectors
Reusable patterns for OPC UA, OPC DA, Modbus, MQTT, historian, PLC, and DCS acquisition across constrained industrial networks.
Protocol conversion and data movement
Bridges, mappers, buffers, store-and-forward pipelines, quality mapping, tag normalization, and reliable forwarding into enterprise or cloud systems.
AVEVA PI System and PI Vision development
PI data models, PI Web API integrations, AF/event-frame-aware applications, and advanced PI Vision UI customization with JavaScript.
On-premise vision and inspection systems
Computer vision services, event pipelines, local monitoring, and air-gapped deployment models for safety, quality, and industrial inspection.
Private agents over operational data
Natural-language assistants and tool-using agents connected to real process data, documents, procedures, tickets, alarms, and approval flows.
Integrated operations center dashboards
Role-based web applications, executive views, maintenance portals, and command-center dashboards designed for repeated operational use.
High-performance HMI and control-room UX
ISA 101-aligned HMI design and modernization for Foxboro, Schneider, Honeywell, AVEVA, and other industrial interface environments.
Industrial touchscreen interfaces
Operator-facing touchscreen applications and panels for Schneider and multi-vendor systems, built for clarity, fast action, and plant-floor durability.
Industrial API and data service templates
FastAPI, Node, and .NET service patterns for authentication, integrations, scheduled jobs, database access, reporting, and enterprise workflows.
The OT ⇄ IT bridge
From the plant floor to the boardroom.
We connect the systems that run operations with the systems that run the business — one continuous, trusted flow of data that can feed analytics, automation, AI agents, and executive decisions without breaking industrial constraints.
- PLC / DCS / SCADA
- OPC UA / DA · Modbus
- Historians & data platforms
- Edge devices & cameras
- Protocol collectors
- Data conversion
- Agents & analytics
- HMI / dashboards
- ERP & business apps
- Cloud & data platforms
- Operations centers
- Decisions & workflows
Engineering judgment
Technology for real operations.
We believe in systems that hold up under operational reality: incomplete data, restricted networks, urgent decisions, human teams, shift changes, and continuous production. Technology should reduce uncertainty, improve decision quality, and earn trust through measurable results.
Reality before abstraction
Design from operating constraints, not ideal assumptions.
Better decisions, not more screens
Every flow should clarify what is happening and what action comes next.
Automation with accountability
Autonomy needs context, limits, traceability, and human control where it matters.
Systems built for constraints
Networks, security, deployment windows, shifts, and support are part of the design.
Trust measured in production
A solution proves its value after launch, under real operating conditions.
How we engage
Dedicated teams, predictable delivery.
We embed a dedicated team that operates as an extension of yours: transparent, accountable, and shipping on a steady cadence. The model covers discovery, architecture, implementation, QA, deployment, and production support without forcing your team to coordinate fragmented vendors.
- Dedicated nearshore teams
- Monthly sprint cycles
- Continuous delivery
- Managed backlogs
- Stakeholder demos
- ISA 101 & cybersecurity compliance
Production requirements
The hard parts around the software.
Industrial software has to fit constrained networks, regulated operators, audit trails, uptime windows, security reviews, and handover. These are the requirements we design into the work from day one.
Industrial Protocol Collectors
OPC UA, OPC DA, Modbus, MQTT, historian, PLC, and DCS acquisition with buffering, quality mapping, and protocol conversion.
PI System Engineering
PI AF models, PI Web API integrations, Event Frames, PI Vision extensions, and JavaScript customization for operational views.
Integrated Operations Centers
Dashboards for control centers, operational war rooms, executive visibility, and cross-functional decision support.
Historian & Time-Series
Capturing, storing, and querying high-frequency process and telemetry data at scale.
High-Performance HMI
ISA 101-compliant operator interfaces for Foxboro, Schneider, Honeywell, AVEVA, and other environments, engineered to cut cognitive load and time-to-response.
Industrial Touchscreen UX
Touchscreen interfaces for operator stations, panels, and industrial workflows across multi-vendor control environments.
Industrial Data Contracts
Stable models for process, maintenance, ERP, geospatial, and business data across teams and systems.
Edge Deployment
Low-latency acquisition and processing close to the operation, with reliable synchronization upstream.
Cybersecurity Boundaries
Segmented, defense-in-depth designs aligned to industrial cybersecurity standards and review processes.
Audit Trails & Governance
Traceable changes, approvals, data lineage, and controls for regulated or high-accountability environments.
Observability & Supportability
Logging, monitoring, diagnostics, and support hooks that make production systems easier to operate.
Release Governance
Repeatable environments, CI/CD pipelines, deployment windows, rollback paths, and release documentation.
Validation & Handover
Test evidence, operating documentation, training support, and clean ownership transfer after launch.
Technologies & platforms
Fluent across the stack — from PLC to cloud.
Reference stack and platforms used on delivery. This is evidence of operating range: OT systems, enterprise applications, data stores, edge workloads, cloud infrastructure, and private AI environments.
01
Industrial automation platforms (OT)
Control-room platforms, HMI, historians, safety systems, PLC/DCS/SCADA environments, and the constraints that come with regulated operations.
- Schneider EcoStruxure
- SCADA Expert
- GeoSCADA
- Control Expert
- Vijeo Designer
- Modicon M580 / M340 / Quantum
- Triconex Safety
- Foxboro DCS
- AVEVA System Platform
- Citect SCADA
- AVEVA Historian
- InTouch HMI
- Honeywell Experion PKS
- Rockwell FactoryTalk
- Studio 5000
- Siemens SCADA/PLC
- ISA 101 HMI
- High-Performance HMI
- Industrial Touchscreens
02
Industrial connectivity
Protocol acquisition, quality mapping, buffering, conversion, and reliable movement of plant-floor data into operational and enterprise systems.
- OPC UA
- OPC DA
- Modbus TCP/RTU
- MQTT
- Store-and-forward
- Tag normalization
- Quality mapping
- Historian acquisition
- PLC/DCS data bridges
03
AVEVA PI System
Certified PI System engineering for models, integrations, event context, operational views, and advanced PI Vision customization.
- AVEVA PI System
- PI AF
- PI Vision
- PI Web API
- Event Frames
- PI Vision JavaScript
- Custom symbols
- Operational KPIs
04
Frontend
Operational portals, executive dashboards, control-room support tools, and role-based interfaces for repeated daily use.
- Angular
- React
- Vue.js
- JavaScript
- Design systems
- Data visualization
- Control center dashboards
- Operator workflows
- Touchscreen interfaces
05
Backend
APIs, integration services, event processing, business logic, authentication, authorization, and operational data services.
- .NET Core
- ASP.NET
- Node.js
- Python
- FastAPI
- Azure Functions
- REST APIs
- Windows Services
- Integration services
06
Data
Data models, corporate access layers, analytics stores, time-series pipelines, and governed decision-ready datasets.
- PostgreSQL
- SQL Server
- MySQL
- MongoDB
- Redis
- GraphQL
- Databricks
- ODBC
- Firebird
- Time-series data
- Geospatial data
07
Agentic AI
Agent runtimes and RAG workflows with private data access, tool boundaries, approvals, and monitoring.
- On-premise agents
- Cloud agents
- Hybrid agent systems
- RAG pipelines
- Tool calling
- Human-in-the-loop flows
- Private LLM deployment
- AI governance
08
Edge, IoT & AI
Low-latency processing, model execution, data streaming, and AI workloads close to the operation.
- Azure IoT Edge
- Apache Kafka
- EdgeX Foundry
- NodeRED
- Local inference
- TensorFlow
- PyTorch
- YOLO
- OpenCV
- Computer Vision
09
Platform & DevOps
Repeatable delivery pipelines, containerization, environment strategy, observability, and auditable production releases.
- Docker
- Kubernetes
- Azure DevOps
- CI/CD
- Monitoring
- Release governance