Skip to main content
Delfers resources

Ideas for people buildingand operating thephysical world.

Practical perspectives, product demonstrations, engineering guides and updates across industrial AI, OT systems, digital twins, computer vision and enterprise IoT.

Written for operating teams, engineering leaders and transformation owners
Industrial OT-to-AI reference architecture
Featured architecture guide

The OT-to-AI reference architecture

A practical architecture for moving from plant signals to governed intelligence without bypassing industrial security, context or human control.

Read the guide →
Verified depth

Know what each resource is claiming.

Every resource is classified by evidence level, reviewed by Delfers Product and Engineering, and linked to primary technical references where relevant.

Product capabilityApproved Delfers functionality and product behaviour.
Engineering guidanceRecommended architecture or operating practice.
Field experienceAnonymized delivery pattern without customer-identifying detail.
Verified customer resultPublished only when an approved measurement source exists.
Solution briefs

From operating problem to governed workflow.

Eight detailed patterns across sensing, digital twins, computer vision and agentic AI. Capabilities are separated from outcomes that require site evidence.

Solution brief
Maintenance Troubleshooting10 min read
Engineering guidance

Maintenance troubleshooting with cited evidence in Sentrix

A human-approved troubleshooting pattern that brings alarms, trends, asset context and procedures into one evidence-linked investigation.

Jul 29, 2026Explore
Solution brief
Condition Monitoring9 min read
Product capability

Rotating equipment condition monitoring with SensX

A practical pattern for connecting vibration, temperature, motor-current and ultrasound signals to an owned maintenance workflow.

Jul 29, 2026Explore
Solution brief
Shift Handover9 min read
Product capability

Shift handover and operational briefing with Sentrix

A cited operational-briefing pattern that connects alarms, events, asset state and human notes without inventing missing context.

Jul 29, 2026Explore
Solution brief
Safety Monitoring8 min read
Engineering guidance

PPE and industrial safety monitoring with VisionX

A governed vision pattern for detecting defined safety conditions while preserving review, evidence and operating context.

Jul 29, 2026Explore
Solution brief
Quality Inspection9 min read
Product capability

Quality inspection and traceability with VisionX

A production-grade vision pattern combining camera engineering, edge inference, verification, evidence and line integration.

Jul 29, 2026Explore
Solution brief
Scenario Analysis10 min read
Engineering guidance

Production scenario and process optimization with Cortex

A governed pattern for evaluating production changes before applying them to the live process.

Jul 29, 2026Explore
Solution brief
Energy Intelligence9 min read
Product capability

Energy and operational digital twin with Cortex

Connect production, utility and asset context so energy intensity can be interpreted alongside what the plant was actually doing.

Jul 29, 2026Explore
Solution brief
Cold Chain8 min read
Engineering guidance

Cold-chain and storage-condition monitoring with SensX

A site pattern for monitoring temperature, humidity, door state, power and equipment health across distributed storage environments.

Jul 29, 2026Explore
Latest from Delfers

Engineering perspective, without the marketing fog.

Each resource is designed to help teams make a clearer architecture, deployment or operating decision.

Solution brief
Condition Monitoring9 min read
Product capability

Rotating equipment condition monitoring with SensX

A practical pattern for connecting vibration, temperature, motor-current and ultrasound signals to an owned maintenance workflow.

Jul 29, 2026Explore
Solution brief
Shift Handover9 min read
Product capability

Shift handover and operational briefing with Sentrix

A cited operational-briefing pattern that connects alarms, events, asset state and human notes without inventing missing context.

Jul 29, 2026Explore
Solution brief
Safety Monitoring8 min read
Engineering guidance

PPE and industrial safety monitoring with VisionX

A governed vision pattern for detecting defined safety conditions while preserving review, evidence and operating context.

Jul 29, 2026Explore
Solution brief
Quality Inspection9 min read
Product capability

Quality inspection and traceability with VisionX

A production-grade vision pattern combining camera engineering, edge inference, verification, evidence and line integration.

Jul 29, 2026Explore
Solution brief
Scenario Analysis10 min read
Engineering guidance

Production scenario and process optimization with Cortex

A governed pattern for evaluating production changes before applying them to the live process.

Jul 29, 2026Explore
Solution brief
Energy Intelligence9 min read
Product capability

Energy and operational digital twin with Cortex

Connect production, utility and asset context so energy intensity can be interpreted alongside what the plant was actually doing.

Jul 29, 2026Explore
Solution brief
Cold Chain8 min read
Engineering guidance

Cold-chain and storage-condition monitoring with SensX

A site pattern for monitoring temperature, humidity, door state, power and equipment health across distributed storage environments.

Jul 29, 2026Explore
Operations perspective
Alarm Management7 min read
Engineering guidance

From alarm floods to owned operational workflows

An alarm should become accountable work with an owner, a clock, evidence and a clear path to closure, not another red dot on a crowded screen.

Jul 29, 2026Explore
Perspective
Industrial AI7 min read
Engineering guidance

Why industrial AI needs operational context

AI becomes useful on the plant floor only when recommendations are grounded in assets, process history, operating limits and human decisions.

Jul 28, 2026Explore
Engineering note
Computer Vision8 min read
Engineering guidance

Production-grade computer vision is a system, not a model

Reliable industrial vision depends on optics, lighting, edge compute, verification, model lifecycle and production integration working as one engineered system.

Jul 28, 2026Explore
Architecture guide
Reference Architecture12 min guide
Engineering guidance

The OT-to-AI reference architecture

A practical architecture for moving from plant signals to governed intelligence without bypassing industrial security, context or human control.

Jul 27, 2026Explore
Practical checklist
Data Readiness9 min guide
Engineering guidance

Industrial data readiness checklist

A structured way to assess signals, context, quality, ownership, history and deployment constraints before beginning an industrial AI use case.

Jul 26, 2026Explore
Product demonstration
Digital Twins5 min watch
Product capability

Inside Cortex: from signal to scenario

A guided view of how Cortex connects live plant context, digital twin models and governed what-if analysis for operational teams.

Jul 25, 2026Watch
Engineering note
Digital Twins8 min read
Engineering guidance

Digital twins that know when not to answer

A trustworthy digital twin should communicate the basis, range and confidence of every simulation, and refuse when no defensible basis exists.

Jul 24, 2026Explore
Delfers update
Company Update3 min read
Product capability

Introducing the Delfers Engineering Briefing

A concise periodic briefing with practical industrial AI perspectives, new guides, demonstrations and product updates from the Delfers engineering teams.

Jul 23, 2026Explore
Architecture
Edge AI6 min read
Engineering guidance

Edge AI versus cloud AI for industrial operations

The right deployment pattern depends on latency, connectivity, data sovereignty, model lifecycle and the operational consequence of delay.

Jul 20, 2026Explore
Video
Platform Overview4 min watch
Product capability

Four products. One operational intelligence layer.

A concise view of how SensX, Cortex, VisionX and Sentrix connect sensing, modelling, visual evidence and human-approved decisions.

Jul 18, 2026Watch
Product demonstration
Computer Vision5 min watch
Product capability

Inside VisionX: production-grade computer vision

See how cameras, lighting, edge inference, verification workflows and operational integration come together on the production line.

Jul 15, 2026Watch
Field guide
Executive Guide12 min guide
Engineering guidance

Industrial AI for the real world

A practical guide to connecting OT systems, industrial data, AI and human decisions without losing the realities of the plant floor.

Jul 10, 2026Explore
Product guide
Product Guide9 min guide
Engineering guidance

The Delfers platform guide

A clear introduction to SensX, Cortex, VisionX and Sentrix, including where each product starts and how they work together.

Jul 6, 2026Explore
Product update
Company Update4 min read
Product capability

Introducing SensX

Delfers adds an enterprise IoT and industrial sensing platform focused on asset intelligence, alarm ownership and honest operating states.

Jul 1, 2026Explore
Explore by platform

Four focused products. One operational intelligence layer.

Start with the operating problem in front of you, then scale on a shared foundation for sensing, modelling, visual evidence and human-approved decisions.

Delfers Engineering Briefing

Useful industrial thinking, sent when there is a reason to read it.

Receive a concise briefing with one engineering perspective, one practical guide or demonstration and one relevant product update.

  • No daily marketing stream
  • Choose the platform topics that matter
  • Unsubscribe at any time

By subscribing, you agree to receive occasional Delfers resources and updates. See our Privacy Policy.

Industrial facility
From reading to action

Bring the operating question. We will help define the path.

Talk directly with a Delfers engineer about the right first use case, architecture and deployment model for your site.

Schedule a consultation Explore case studies