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Ask. Answer. Save. Run. Improve.

CLOSED-LOOP MANUFACTURING, NOW WITH GOVERNED AI AGENTS

Connected Manufacturing unifies the systems, data, and workflows behind Design → Execute → Measure → Improve. Teams can ask focused manufacturing questions, receive source-backed answers, and turn
useful analyses into governed, repeatable routines—with role-based access, auditability, approvals, and
human oversight.

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Close the Loop in Manufacturing

Most plants don’t lack tools—they lack connection across Design → Execute → Measure → Improve. We connect Teamcenter (design governance), Opcenter (paperless execution & finite-capacity scheduling), and Insights Hub (Overall Equipment Effectiveness, OEE, and telemetry) into a closed loop: issues found in production flow back to engineering/planning as structured change, so each build gets faster and more reliable. Start with your loudest constraint—Design (late changes), Execute (compliance/On-Time In-Full, OTIF), or Measure (visibility/yield)—and engage our services team to implement, validate, host, or optimize your environment. We handle software licensing and implementation end-to-end.

Creating a closed loop
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What We Do

Connected Manufacturing is a Siemens-focused partner for mid-market Pharma/Life Sciences, Medical Devices, Electronics/Semiconductor, and Industrial manufacturers. We resell Siemens software and provide innovative implementation approaches that create dynamic operating environments: Teamcenter PLM to govern the product definition, Opcenter MES & APS to execute/schedule with traceability, and Insights Hub to standardize OEE—so issues feed back to design for first-time-right manufacturing and Conversational AI to make sense of data and drive decisions when are where they will make the most impact.

Read the executive brief

Agents

Governed agents orchestrate the closed loop.

Design, execution, measurement, and improvement create value when work moves across systems, teams, and decisions. Connected Manufacturing Agents help that happen.

They monitor signals, investigate issues, gather evidence, recommend next steps, and route decisions to qualified humans across quality, yield, maintenance, downtime, and root cause workflows.

Built for regulated manufacturing, our Agents are designed around secure customer data, role-based access control, auditability, and Annex 22-aligned human-in-the-loop.

Join our 90-Day Design Partner Program Explore Agents
Monitor Investigate Correlate Recommend Escalate Review

Design

Agents can compare requirements, specifications, quality characteristics, EBOM / MBOM / BOP relationships, and change impact.

Execute

Agents can monitor production signals, work execution, schedules, deviations, genealogy, and constraint changes.

Measure

Agents can explain changes in yield, defects, downtime, OEE, audit readiness, and operational performance.

Improve

Agents can recommend corrective actions, support CAPA preparation, update playbooks, and prioritize optimization work.

Our Closed-Loop:
Design → Execute → Measure → Improve

Great manufacturing isn’t linear—it’s a loop. We help you Design in Teamcenter, Execute with Opcenter (MES · APS) and Insights Hub, Measure results instantly with Conversational AI, and Improve through services that implement, optimize, host, and analyze so every cycle gets better.
Use the cards below to dive into the area that matches your top constraint.

Explore the Closed Loop
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Executive Brief
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Executive Brief
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Executive Brief
The Power of Conversational AI


A quick, visual overview of how natural-language interfaces transform data access and decision-making on the factory floor.

Download Now
Executive Primer — Conversational AI for Manufacturing

A practical guide for leaders on deploying conversational analytics safely, with real ROI examples and governance frameworks.

Download Now
Use-Case
Directory


Explore proven applications of Conversational AI across sectors—biotech, pharma, electronics, and more—with measurable outcomes.

Download Now

How the Closed-Loop Works

How the Closed-Loop Works

Ask Questions.

Get Answers.
Accelerate Decisions.

Our conversational AI connects to MES, ERP, and QMS so plant teams can ask in plain English and get live, chart-ready answers—no dashboards, queries, or waiting. From yield to downtime to deviations, insight is now as fast as the question.

Hubspot Asset-EX12-3

Ask Questions.
Get Answers. Accelerate Decisions.

Our conversational AI connects to MES, ERP, and QMS so plant teams can ask in plain English and get live, chart-ready answers—no dashboards, queries, or waiting. From yield to downtime to deviations, insight is now as fast as the question.

Hubspot Asset-EX12-3
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Software Value

Ask Questions.

Connected Manufacturing

Understanding the impact of bringing a manufacturing environment together in a closed loop.

mocky

Measure = Our Product

Conversational AI Manufacturing Data Intelligence™
What it is

A RAG-based conversational layer over your MES/ERP/SCADA/PLM—ask plain-English questions and get answers, charts, or summaries in seconds. No data lake, no dashboards, no SQL.

What it’s not

Not a predictive/control AI—no auto-tuning or vision inspection. It retrieves, correlates, and summarizes existing operational data with context and speed. 

Why leaders love it

Instant access, hours-to-deploy per source, low TCO, and usable by everyone from the line lead to the VP.

NEW
The Power of Conversational AI

A quick, visual overview of how natural-language interfaces transform data access and decision-making on the factory floor.

Download Now
NEW
Executive Primer — Conversational AI for Manufacturing

A practical guide for leaders on deploying conversational analytics safely, with real ROI examples and governance frameworks.

Download Now
NEW
Use-Case Directory

Explore proven applications of Conversational AI across sectors—biotech, pharma, electronics, and more—with measurable outcomes.

Download Now

Services Value

table 8
Our customer success & professional services

make outcomes stick: discovery → roadmap → pilot → rollout → run-state operations. We handle integrations, validation/compliance, performance tuning, monitoring/SLOs, upgrades, and quarterly value reviews—so the benefits of Teamcenter, Opcenter, Insights Hub, and Conversational AI compound instead of fading after go-live. Our services offerings keeps environments validated, upgraded, hosted (if needed), and continually optimized.

Read More

Services Value - Our customer success & professional services

make outcomes stick: discovery → roadmap → pilot → rollout → run-state operations. We handle integrations, validation/compliance, performance tuning, monitoring/SLOs, upgrades, and quarterly value reviews—so the benefits of Teamcenter, Opcenter, Insights Hub, and Conversational AI compound instead of fading after go-live. Our services offerings keeps environments validated, upgraded, hosted (if needed), and continually optimized. 

KT2 BLOG
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Services Value

Our customer success & professional services

Make outcomes stick: discovery → roadmap → pilot → rollout → run-state operations. We handle integrations, validation/compliance, performance tuning, monitoring/SLOs, upgrades, and quarterly value reviews—so the benefits of Teamcenter, Opcenter, Insights Hub, and Conversational AI compound instead of fading after go-live. Our services offerings keeps environments validated, upgraded, hosted (if needed), and continually optimized. 

Where We Fit

Pharma & Life Sciences

Core pains

paper batch records, reconciliation delays, audit risk, slow deviation/CAPA cycles. 

What we deploy

Opcenter MES with eBR/eDHR, materials/weights & measures; Teamcenter for governed specs/recipes & change; Insights Hub for OEE/loss trees; Conversational AI for instant deviation/lot lookups. 

Medical Devices

Core pains

paper batch records, reconciliation delays, audit risk, slow deviation/CAPA cycles. 

What we deploy

 Teamcenter to govern EBOM/variants & characteristics; Opcenter MES for eDHR/genealogy; Teamcenter Quality for model-based inspection planning; Conversational AI to retrieve CAPAs/NCs instantly. 

Industrial Manufacturing

Core pains

option/market complexity, late design changes, manual WIs, OTIF pressure. 

 

 

 

 

 

 

What we deploy

Teamcenter for EBOM/variants/change; Easy Plan + Opcenter MES for MBOM/BOP, line balancing, electronic WIs, genealogy; APS for realistic schedules; Conversational AI to cut time-to-insight for IE/production. 

Electronics & Semiconductor

Core pains

high-mix NPI, re-entrant flows, short cycles, variant explosion across SKUs/markets. 

What we deploy

Teamcenter for multi-CAD governance/effectivity; Opcenter APS for re-entrant finite scheduling; Opcenter MES for genealogy; Insights Hub for yield/OEE; Conversational AI to spot cross-line patterns in seconds. 

Automotive

Core pains

Teamcenter for multi-CAD and BOM governance; Opcenter APS for production sequencing and finite scheduling; Opcenter MES for execution, traceability and quality; Insights Hub for OEE and plant performance; Conversational AI for rapid root-cause analysis and engineering knowledge retrieval.

What we deploy

Teamcenter for multi-CAD governance/effectivity; Opcenter APS for re-entrant finite scheduling; Opcenter MES for genealogy; Insights Hub for yield/OEE; Conversational AI to spot cross-line patterns in seconds. 

Outcomes

on-time launches, improved production stability, fewer quality escapes, complete traceability, higher OEE and reduced manufacturing costs.

 

 

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Aerospace & Defense

Core pains

Strict regulatory compliance, configuration management, long production cycles, first-article inspection, serialized traceability, supply chain complexity.

What we deploy

Teamcenter for digital thread, configuration and change management; Opcenter MES for paperless execution and full genealogy; Opcenter Quality for nonconformance and CAPA management; Insights Hub for operational visibility; Conversational AI for instant access to technical documentation, work instructions and quality records.

Outcomes

Complete configuration and genealogy traceability, faster certification readiness, reduced rework, improved first-pass yield, stronger compliance and accelerated program delivery.

 

Where We Fit

Pharma & Life Sciences

Core pains

paper batch records, reconciliation delays, audit risk, slow deviation/CAPA cycles. 

What we deploy

Opcenter MES with eBR/eDHR, materials/weights & measures; Teamcenter for governed specs/recipes & change; Insights Hub for OEE/loss trees; Conversational AI for instant deviation/lot lookups. 

Outcomes

auditable genealogy & e-signatures, faster release, fewer re-entries, inspection readiness.

 

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Medical Devices

Core pains

paper batch records, reconciliation delays, audit risk, slow deviation/CAPA cycles. 

What we deploy

Opcenter MES with eBR/eDHR, materials/weights & measures; Teamcenter for governed specs/recipes & change; Insights Hub for OEE/loss trees; Conversational AI for instant deviation/lot lookups. 

Outcomes

auditable genealogy & e-signatures, faster release, fewer re-entries, inspection readiness.

 

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Industrial Manufacturing

Core pains

option/market complexity, late design changes, manual WIs, OTIF pressure. 

What we deploy

Teamcenter for EBOM/variants/change; Easy Plan + Opcenter MES for MBOM/BOP, line balancing, electronic WIs, genealogy; APS for realistic schedules; Conversational AI to cut time-to-insight for IE/production. 

Outcomes

Teamcenter for EBOM/variants/change; Easy Plan + Opcenter MES for MBOM/BOP, line balancing, electronic WIs, genealogy; APS for realistic schedules; Conversational AI to cut time-to-insight for IE/production. 

 

Read More

Electronics & Semiconductor

Core pains

high-mix NPI, re-entrant flows, short cycles, variant explosion across SKUs/markets. 

What we deploy

Teamcenter for multi-CAD governance/effectivity; Opcenter APS for re-entrant finite scheduling; Opcenter MES for genealogy; Insights Hub for yield/OEE; Conversational AI to spot cross-line patterns in seconds. 

Outcomes

feasible promise dates, faster ramp, fewer expedites, clearer yield bottlenecks. 

 

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WHY CHOOSE US

Proof of Snapshots

  • Medical Devices: governed design definitions feed earlier planning/quality artifacts—less rework before launch. 
  • Discrete Manufacturing: standardized planning fed by Teamcenter definitions drives double-digit planning-efficiency gains. 
  • Conversational AI: lines, plants, and execs get self-serve answers in seconds; reporting tickets drop; decision latency falls. 
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Why Choose Connected Manufacturing

  • We both sell the software and deliver the outcomes—Siemens licensing + implementation across PLM ↔ MES/APS ↔ IIoT.
  • Mid-market focus with right-sized validation & governance patterns.
  • Conversational AI product that makes plant/system data explorable without dashboards.
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START HERE

1. Pick your top operational constraint: Design, Execute, or Measure. 
2. Book a 30-minute architect call. 
3. Get started with us on a 90-day plan and a thin-slice pilot. 

 

We’ll help you identify your top constraint—Design, Execute, or Measure—and turn it into momentum. In one architect call, we’ll map your flow, define a thin-slice pilot, and define a 90-day plan we can build and execute.