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Live Edge Architecture | Shop-Floor Ready
Executive Leadership & Industrial AI Solutions

Industrial AI & SW Solutions. Engineered by Digital Manufacturing Veterans.

We help mid-market and regulated manufacturers transform messy machine data into actionable operational gains. You own your project code. No AVANTIA licence fees or runtime royalties. No platform lock-in, no multi-year deployments — just direct, senior-architected execution unlocking constraint throughput and EBITDA expansion.

PLC • CNC • SCADA
Machine States & Counts
OPC UA • Modbus • MQTT
Semantic UNS & Knowledge Graph
MQTT / Sparkplug 3.0 • AAS • Kafka
Contextualized Telemetry Stream
Advisory AI Agents
Target +3–7 OEE pts

Deep domain expertise across highly regulated and mission-critical industries:

Pharmaceuticals & Life Sciences FDA / GMP Environments
Automotive & Tier-1/2 High-Speed Throughput
Aerospace & Defense Mission-Critical Precision
Industrial Equipment Connected Assets
Energy & Utilities Critical Infrastructure
The IT/OT Architectural Divide

Your Machinery Speaks. But Is Your Enterprise Backend Listening?

Many digital manufacturing initiatives stall before they deliver ROI, not because of front-end dashboards, but because machine signals, MES and ERP records were never designed to be joined in context, so analytics and AI have no reliable data to learn from.

The Platform-First Trap 2-Year Horizon

Rigid Software Lock-In & Multi-Year Stalls

Large platform programmes often start with multi-year licences, broad migrations and long central IT roadmaps, before the first bottleneck on the shop floor is solved.

Traditional Pipeline Bottleneck:
PLC / SCADA LEGACY ERP / MES Proprietary Silo Wall Long IT Backlog
  • ✕ Large licence commitments: Ongoing subscriptions regardless of operational ROI.
  • ✕ Long central IT queues: Central corporate roadmaps failing urgent shop-floor bottlenecks.
  • ✕ Rip-and-replace risk: Production downtime and disruptive migration penalties.
The AVANTIA Blueprint 90-Day MVP

Zero "Rip-and-Replace". Direct Data Liberation.

We deploy an open Unified Namespace (UNS) and Semantic Knowledge Graph layer over your existing machinery and enterprise systems. Your current stack stays intact; we join machine signals, MES and ERP records in context, for analytics and advisory AI agents, with human approval before any action.

AVANTIA Unified Namespace Stream:
PLC / SCADA SEMANTIC UNS & GRAPH PLC + MES / ERP context Target +3–7 OEE pts
  • ✔ No "rip-and-replace": No replacement of machines or core systems; a read-only connection, scheduled with your maintenance windows.
  • ✔ No platform lock-in: Open standards and no AVANTIA licence fees; you choose open-source or commercial components.
  • ✔ Senior-led delivery: The partners who scope your project are the engineers who deliver it, with decades of plant operations and industrial programme leadership.
Capabilities & Disciplines

Engineering & Consulting Portfolio. Eight Core Industrial Practices.

From strategic executive advisory to shop-floor edge software deployment, our disciplines address the complex realities of modern digital manufacturing.

01

Executive Tech Leadership & Strategy

Vision, Governance & Shopfloor Adoption

The business case first: a measured baseline, leading indicators agreed up front and tangible, measurable targets agreed with you. Then the technology roadmap, enterprise architecture governance and the team changes that make adoption stick on the floor.

Business Case & Targets Industrial AI Roadmaps Shop-Floor Adoption
02 Flagship Pillar

Industrial Data Foundation & Industry 5.0

Faster, Cheaper, More Robust Work for Technicians & Engineers

Your technicians and engineers get the right data, in context, where the work happens — so everyday tasks become faster, cheaper and more robust (Industry 5.0). Underneath, an event-driven architecture bridges SAP, legacy MES and IoT streams over open standards: MQTT with Sparkplug 3.0, Apache Kafka and OPC UA, Asset Administration Shells (IDTA / IEC 63278-1), and Digital Product Passport readiness for in-scope product groups.

Unified Namespace (UNS) Asset Admin Shell (AAS) Digital Product Passport (DPP)
Supported Protocols: MQTT Sparkplug 3.0 Apache Kafka OPC UA
03

Lean Manufacturing & Floor Realities

Theory of Constraints & Production Physics

In-depth process flow analysis, constraint station identification, and Drum-Buffer-Rope (DBR) line synchronization. Ensuring digital investments protect the primary bottleneck to maximize cash flow and avoid unnecessary capex.

Theory of Constraints (TOC) Drum-Buffer-Rope (DBR) Constraint OEE Protection
04

Enterprise AI & Agentic Engineering

Engineering Data into ERP & KG Copilots

Extraction of complex technical assets (P&IDs, electrical schematics, PDF manuals) into a knowledge graph and on into enterprise ERPs (SAP, IFS, Dynamics), plus copilots grounded in that graph, with strict human-in-the-loop approval gates.

KG-Grounded Retrieval P&ID / Schematics Ingestion Human-in-the-Loop (HITL)
05

IIoT Platforms & Edge Computing

Real-Time Telemetry & Scientific Modeling

End-to-end IIoT product and hardware-adjacent software management. Processing high-frequency telemetry at the edge, scientific time-series modeling, and synthetic data generation.

Edge Compute Nodes Time-Series Telemetry Industrial Time-Series DBs
06

Cloud, Security & Enterprise Architecture

IEC 62443 Zones & Conduits and NIS2 Readiness

Resilient OT cybersecurity and secure IT/OT convergence: zones and conduits designed to target security levels (IEC 62443-3-2), outbound-only data flows, hardware data diodes where the risk justifies them, and governance practices informed by ISO/IEC 27001 and NIS2.

IEC 62443 Zones & Conduits NIS2 Readiness Outbound-Only Data Flows
07

Web Platforms & Offline Field Tools

360° Dashboards & Offline Industrial Apps

360° asset monitoring dashboards, centralized operational alert consoles outside the SCADA and safety alarm layer, and ruggedized offline-first mobile applications (iOS/Android/PWA) built for remote industrial field engineers.

360° Control Dashboards Offline-First PWAs Operational Alert Consoles
08

Technical Due Diligence & PE Advisory

De-Risking Investments & Accelerating EBITDA

De-risking Industry 5.0 and industrial software investments for Private Equity and strategic acquirers. Technical audits of legacy codebases, UNS readiness assessments, and capex-avoidance financial modelling.

PE Portfolio EBITDA Growth Capex Avoidance Modeling UNS & Code Diligence
Industrial Software Factory & Delivery

Enterprise Software Craftsmanship. A Working, Read-Only Pilot in 90 Days.

We bridge modern full-stack software craftsmanship with deep shopfloor realities. From high-throughput MES/ERP connectors and offline-first rugged tablet apps to AI agents and digital twins—delivered by our AI-agent software factory, with security practices designed around ISO/IEC 27001 and IEC 62443-4-1, and built on open standards.

Enterprise & OT Connectors Bespoke Code

High-Throughput ERP & MES Bridges

Bi-directional, event-driven data exchange between legacy operational systems and modern data platforms, with buffering and retry so a slow ERP does not block shopfloor data capture. Writes go only to business systems such as ERP or CMMS, never to control systems. Connectors for ERP and maintenance systems such as SAP, IFS and Microsoft Dynamics 365, and for SCADA systems, data historians and time-series databases.

OPC UA & Sparkplug 3.0 SAP APIs / BAPI / IDoc Apache Kafka Streams Historian & SCADA Connectors
Offline-First Applications Bespoke Code

Ruggedized Mobile & Operator Tablet Tools

Engineered for harsh manufacturing plants where connectivity drops. Local SQLite/IndexedDB storage, explicit conflict-resolution rules when devices reconnect, glove-friendly HMI touch controls, and barcode/RFID scanner support.

Offline-First Architecture Badge Sign-In Tactile Touch Ergonomics Hardware Scanner SDKs
Operational Digital Twins Bespoke Code

Asset Administration Shells & Real-Time Operational Cockpits

Operational cockpits with asset context modelled in Asset Administration Shell (AAS) submodels, and read-only live views beside your SCADA, fed over WebSockets. Physics-based models where the use case justifies them.

Asset Admin Shell (AAS) Read-Only Live Views Telemetry-Fed Twins WebGL Spatial Dashboards
Agentic Industrial AI Bespoke Code

Engineering-Data Extraction & Grounded Copilots

AI extraction of decades of unstructured P&IDs and schematics into a knowledge graph, validated by engineers and loaded into ERP maintenance hierarchies, plus copilots grounded in that graph. Every record passes a human approval gate.

KG-Grounded Retrieval P&ID & Schematic Ingestion SAP / IFS Maintenance Orders Human-in-the-Loop (HITL)
Supervised SDLC Orchestration

Model Context Protocol (MCP) Engineering Toolchain

Spec-Driven, Gated Continuous Delivery
Jira Epics, User Stories & Trace Confluence Architecture & Tech Specs Figma HMI & Operator UX Design MCP Agentic Orchestrator Context Bus & Structured SDLC Spec-Driven • Human-Approved • Scanned GitHub Reviewed Commits & CI/CD Automated QA Continuous Verification & Tests Edge & Cloud Deploy Staged, Reversible Deploys
Automated feedback loops between requirements, code, and live testing Client-Owned Project Code
From Engagement to Live Shopfloor Value

The 90-Day Rapid MVP Delivery Cadence

A read-only, advisory pilot on one line after an onsite kick-off workshop and a 2–4 week readiness phase, with operational validation at every milestone.

Phase 00 2–4 Weeks Before Day 1

Kick-Off Workshop & Readiness

After a mutual NDA, a short, intense onsite workshop: the problem statement, the solution concept, the gains we will target against your baseline, the project plan and a RASI (who is responsible, approves, supports and is informed). Then the readiness checklist that keeps Days 1–15 on time: IT/OT security approval, network and remote-access rules, edge hardware on order, baseline KPIs agreed.

Verified Outcome:
Workshop pack (problem, concept, targets, plan, RASI) and readiness checklist signed off.
Phase 01 Days 01–15

Architecture Sprint & UNS Ingestion

On-site discovery, then the Unified Namespace MQTT/Kafka broker live on the agreed network segment, reading the first priority PLC tags read-only.

Verified Outcome:
Live shopfloor telemetry stream in sandbox environment.
Phase 02 Days 16–45

Domain Modeling & Rapid Prototyping

Constructing unified data contracts, enterprise ERP connectors, and intuitive operator dashboards validated directly with line supervisors.

Verified Outcome:
Interactive alpha prototype tested with lead line supervisors.
Phase 03 Days 46–75

Target Line Pilot & Agent Calibration

Deploying software alongside active production on a primary cell. Calibrating the pilot’s models and alert thresholds against live line data and the agreed baseline.

Verified Outcome:
Pilot running beside live production, with no stoppage caused by the pilot (read-only integration).
Phase 04 Days 76–90

Plant Floor Hardening & First Value Measurement

Security review against your IT/OT security requirements, operator training, handover of the project source code and infrastructure templates, and a first value measurement against the agreed baseline, with the 6–12-month measurement plan agreed.

Verified Outcome:
Pilot hardened for continued use, security review pack and project source code.

Security by Design

Our delivery practices follow ISO/IEC 27001 information-security principles and the IEC 62443-4-1 secure development lifecycle: least-privilege access, encrypted data in transit and at rest, automated code, dependency and secrets scanning, signed and reviewed changes, and audit-ready logs.

You Own the Project IP

You own all project-specific code and infrastructure templates. Reusable AVANTIA components are licensed to you perpetually, and every third-party component is listed in an SBOM with its licence.

Outcome-Anchored Engagements

We avoid open-ended consulting timecards. Each engagement is anchored to defined operational metrics—OEE uplift, scrap reduction, or manual data-entry time.

Ready to deploy your industrial MVP?
Discuss technical scope and architecture roadmap with our engineering leadership.
Where We Create Value

Measurable Targets. Validated Against Your Baseline.

Every engagement starts from a measured baseline and is judged on agreed production metrics. The figures below are the kind of targets we agree with you at the kick-off workshop, measured against your own baseline.

Packaging & Discrete Assembly
+3 to +7 pts
Constraint OEE Target

Real-Time Bottleneck Detection & Line Pacing

Live machine states and buffer levels from the constraint and its feeders, analysed with Theory of Constraints. Micro-stops, starvation and blockage are ranked by lost throughput, so supervisors fix what moves output first. Measured against a 2–4 week baseline.

PackML / OPC UA MQTT UNS Sparkplug 3.0 Payloads DBR Buffer & Loss Ranking
Process & Chemical Plants
Up to 80%
Less Manual Data Entry (Target)

P&ID & Document Ingestion into SAP PM

AI extraction of tags, equipment, valve schedules and line connectivity from P&IDs, datasheets and manuals into a validated equipment model, then into SAP PM. An engineer approves every record before it is written. Private model hosting available.

Vision + LLM Extraction DEXPI / ISA 5.1 Model SAP PM APIs Engineer Approval
Automotive & Aerospace Tier-1
Fewer Escapes
Serial-Level Quality Record

In-Line Visual Inspection & Traceability

Edge AI inspects surface finish and visible weld quality at line speed on one station, and writes a quality record for every serial number. Validated with a measurement-system study before go-live; it complements, never replaces, the NDT your quality plan requires.

Edge Inference at Line Speed Synthetic Defect Data MES / QMS Traceability MSA-Validated
Rotating Equipment & CNC
Weeks
Early Warning of Bearing Faults

Edge Vibration Diagnostics

Accelerometers on critical pumps, motors, gearboxes and spindles. Spectrum and envelope analysis run at the edge; ISO 20816 severity and bearing fault frequencies alert maintenance in time to plan the repair. The downtime benefit shows over 6–12 months.

Accelerometers + Edge DAQ Edge DSP / ONNX ISO 20816 Severity CMMS Work Orders
Pharmaceutical & Cleanroom
Up to 30%
Shorter Guided Repairs (Target)

Connected Maintenance Technician

Offline-first tablets give technicians step-by-step procedures, drawings, spare parts and asset history at the machine, even where Wi-Fi is restricted. Starts outside GMP record-keeping; extends into validated scope with your QA team.

Offline-First App Cleanroom-Grade Devices CMMS Integration GAMP 5 Validation Path

Every use case is built from components available today: open-source software, bespoke code and generally available cloud services from Azure, AWS or Google Cloud, chosen with you for each site. Targets are measured on your line against your own baseline.

Executive Authority & Proven Track Record

The Veteran Advantage. Senior-Led, Start to Finish.

Every AVANTIA engagement is led on site by partners who have run industrial operations and steered large modernisation programmes. You work directly with the people accountable for the result.

Our partners' combined experience in previous roles

30+ Years

Combined Industrial Leadership

Operations, engineering and programme leadership on manufacturing floors across Europe and North America.

Partner Experience
€1B+

Capital Programmes Steered

Direct executive oversight of multi-site industrial modernisations and capex programmes.

Partner Experience
400+

Floor Operators Led

Hands-on leadership bridging daily shift ergonomics directly to board-level strategies.

Partner Experience
50+

Industry 4.0 Deployments

Delivered by our partners in previous roles.

Partner Experience
Evaluation Dimension
Team
Large-Programme Model
Large, multi-level teams suited to multi-site, multi-year transformations.
AVANTIA Focused Model
✔ A small senior team; partners lead and deliver hands-on.
Evaluation Dimension
Architectural Approach
Large-Programme Model
Platform selection and broad system migration.
AVANTIA Focused Model
✔ A non-invasive data layer over your existing PLCs, MES and ERP.
Evaluation Dimension
First Results
Large-Programme Model
Detailed design phase before build.
AVANTIA Focused Model
✔ A working pilot on one line in 90 days.
Evaluation Dimension
IT Effort & Time to Value
Large-Programme Model
Often multi-quarter programmes built around a new platform.
AVANTIA Focused Model
✔ Built on your existing PLCs, MES and ERP over open standards — no platform to license from AVANTIA. The broker and edge nodes run on your infrastructure and are handed over with templates, instead of a multi-quarter programme.
Evaluation Dimension
Code Ownership
Large-Programme Model
Licensed platforms and vendor roadmaps.
AVANTIA Focused Model
✔ You own the project code; no AVANTIA licence fees or runtime royalties.
Evaluation Dimension
Commercial Accountability
Large-Programme Model
Typically time-and-materials across phases.
AVANTIA Focused Model
✔ Milestones agreed with you, tied to operational metrics.

Demand experienced engineering leadership on your plant floor.

Speak directly with a partner — the same person who will lead your project.

Confidential Executive Dialogue

Schedule a 45-Minute Executive Technical Consultation.

Direct technical dialogue with our senior managing partners. We evaluate your plant data architecture, pinpoint your production constraint and its data gaps, and establish 90-day MVP feasibility.

Structured Executive Briefing

45-Minute Meeting Agenda

Zero Pitch Deck
01

Introductions

Min 00–03

Who we are and how we work, in three minutes.

02

Your Problem Statement

Min 03–08

Why you are talking to us today: the production or IT/OT problem you want solved.

03

Our Response

Min 08–11

How we have tackled similar problems, and what we would bring to yours.

04

Bottleneck & IT/OT Architecture

Deep Dive

Your bottleneck production system and your MES, SCADA and ERP landscape: where machine states and downtime reasons are lost.

05

Solution Concepts, Timing & Budget

Close

Solution concepts, whether a 90-day pilot is feasible with a clear scope and boundaries, and an indicative budget range once we understand your business case and scope.

Direct partner engagement from the first call
Mutual NDA available before any technical discussion
Actionable next step: whether a 90-day pilot is feasible

Request Your Briefing Slot

Select your industrial domain and specify your current architecture bottlenecks.

Strictly confidential. Mutual NDA available before any technical discussion. No advertising or cross-site tracking.