Forward to: IoT Team

Industrial IoT & Automation
Workflows

Ten agent workflows for the IoT Team — industrial technology monitoring, automation vendor analysis, smart factory intelligence, Industry 4.0 tracking, MES/SCADA vendor evaluation, edge computing assessment, predictive maintenance vendor intelligence, digital twin platform monitoring, robotics vendor tracking, and IIoT security assessment — powering smart manufacturing with domain intelligence.

These workflows display realistic demo data for demonstration. In production, the agents connect to your real manufacturing data via MCP services or CSV import.
Deployment Options
The entire platform is available as a self-hosted solution or managed service
Self-Hosted
RECOMMENDED FOR ENTERPRISE
Deploy the entire platform on your own infrastructure. Your data never leaves your environment. Bring your own LLM API key (OpenAI, Claude, Gemini) or use local LLMs. Full source code delivered.
Complete source code (Python agents, PHP dashboards, MCP services)
Data stays on your servers — no external data transfer
MCP connectors for ERP, MES, and supply chain systems
Custom integration and onboarding support available
$999
2 AI Agents
5 integration hrs
$1,999
5 AI Agents
10 integration hrs
$3,999
10 AI Agents
20 integration hrs
one-time license + (optional) $999/yr updates
Managed Platform
FOR AGENCIES & TEAMS
We host and operate the platform for you. Upload data or connect your platforms via secure MCP services or using API. No infrastructure management needed.
Fully managed — no DevOps required on your side
Secure data upload or API-based MCP integration
Dashboard access with your own branded login
Automatic updates and new agent releases
$999/mo
2 AI Agents
5 integration hrs
$1,999/mo
5 AI Agents
10 integration hrs
$3,999/mo
10 AI Agents
20 integration hrs
includes hosting, updates & support
* price may be higher in cases of very high AI processing volumes/demands
Both options include MCP services with connectors for ERP, MES, and supply chain systems. Data dictionaries define the schema contract between each agent and your data sources.
See example of production dashboards: Programmatic Trading AI Agent Dashboards →

1Industrial Technology Vendor Monitoring

AI agent monitors industrial technology vendors by tracking their product pages, documentation, and press releases — detecting new capabilities, product launches, and strategic pivots in the IIoT and automation landscape.

1
Track IIoT Vendor Product Changes
/products/docs/press/apiIAB CategoriesOpenPageRank
IIoT VENDOR MONITORING — 67 VENDORS TRACKED ════════════════════════════════════════════════════════ MAJOR PRODUCT LAUNCHES: siemens.com — /products: New "Industrial Copilot" AI platform /press: "AI-driven manufacturing optimization, GA Q2 2026" /docs: 34 new API endpoints for AI integration IMPACT: Major competitor launch — evaluate for our factories rockwell-automation.com — /products: Edge compute module added /api: New edge computing SDK released SIGNAL: Edge-first strategy gaining momentum STABLE (52 vendors): No major product changes detected this month

2Automation Vendor Analysis

AI agent evaluates automation vendors by analyzing their product portfolios, certification coverage, integration capabilities, and customer references — supporting capital equipment purchasing decisions.

1
Evaluate Automation Vendors
/products/case-studies/partners/complianceOpenPageRank
Automation Vendor Evaluation
Robotic Welding System RFP — Analyzed 12 vendors. Top 3 by domain intelligence: fanuc.com (PR 8.1, 23 automotive case studies, ISO 10218 certified), kuka.com (PR 7.4, 18 case studies, strong EU presence), yaskawa.com (PR 6.9, 15 case studies, best price/performance from /pricing analysis). All 3 have comprehensive /api and /docs for system integration.
3 qualified vendors for robotic welding — RFP ready

3Smart Factory Technology Intelligence

AI agent tracks smart factory technology adoption across the manufacturing sector — monitoring which technologies are gaining traction, which vendors are emerging, and which standards are becoming industry norms.

1
Track Smart Factory Technology Trends
/products/blog/pressDomain AgesIAB Categories
SMART FACTORY TECHNOLOGY TRENDS — Q1 2026 ════════════════════════════════════════════════════════ Technology New Vendors Growth Maturity Priority AI Quality Vision +34 +180% Growing HIGH Digital Twin +23 +89% Growing HIGH Edge AI Analytics +45 +210% Early MEDIUM Predictive Maint. +12 +34% Mature ADOPT Cobots (Gen 3) +8 +28% Mature ADOPT 5G Private Network +15 +45% Growing EVALUATE

4Industry 4.0 Maturity Benchmarking

AI agent benchmarks Industry 4.0 maturity against manufacturing peers by analyzing technology adoption indicators from their domains — digital capabilities, automation levels, and smart factory investments.

1
Benchmark Industry 4.0 Maturity
/products/about/careers/pressOpenPageRank
INDUSTRY 4.0 MATURITY — AUTOMOTIVE PEERS ════════════════════════════════════════════════════════ Company IoT AI Digital Twin Edge Score competitor-a.com Yes Yes Yes Yes 92 competitor-b.com Yes Yes Pilot No 78 Our Company Yes Pilot No No 62 competitor-c.com Basic No No No 38 GAP: We are behind on AI and Digital Twin adoption ACTION: Prioritize AI quality vision and digital twin pilots

5MES/SCADA Vendor Evaluation

AI agent evaluates MES and SCADA platform vendors by analyzing their product capabilities, integration ecosystems, customer references, and technology roadmaps from domain intelligence.

1
Compare MES Platform Vendors
/products/partners/docs/case-studiesOpenPageRank
MES VENDOR COMPARISON ════════════════════════════════════════════════════════ Vendor PR Integrations Case Studies API Score siemens.com/opcenter 9.1 120+ 45 A+ 96 rockwell.com/plex 8.4 89 34 A 91 aveva.com 7.8 67 23 B+ 82 tulip.co 5.4 45 12 A 76

6Edge Computing Platform Assessment

AI agent assesses edge computing platforms for manufacturing by analyzing vendor capabilities, industrial certifications, deployment flexibility, and integration with existing OT systems.

1
Evaluate Edge Computing Options
/products/docs/api/complianceOpenPageRank
Edge Computing Landscape
Industrial Edge Assessment — 23 edge computing vendors analyzed. Leaders: AWS Outposts (enterprise-grade, high cost), Azure Stack Edge (strong Microsoft integration), Siemens Industrial Edge (OT-native, best for manufacturing). Key differentiator: OT protocol support (OPC-UA, MQTT). Only 8 vendors have IEC 62443 security certification required for factory floor.
Siemens Industrial Edge recommended — best OT integration + security certs

7Predictive Maintenance Vendor Intelligence

AI agent monitors predictive maintenance solution vendors — tracking AI model capabilities, sensor integration breadth, and manufacturing domain expertise to select the best PdM platform for factory operations.

1
Evaluate PdM Solution Vendors
/products/case-studies/api/partnersOpenPageRank
PREDICTIVE MAINTENANCE VENDOR ANALYSIS ════════════════════════════════════════════════════════ TOP CANDIDATES: uptake.com — PR: 5.8 /products: AI-driven PdM for heavy manufacturing /case-studies: 12 automotive/aerospace case studies /api: REST API + streaming data ingestion /partners: Integrates with Siemens, Rockwell, ABB senseye.io — PR: 5.2 /products: Cloud-native PdM with auto ML models /case-studies: 8 manufacturing case studies /press: Acquired by Siemens — integration pending

8Digital Twin Platform Monitoring

AI agent tracks digital twin platform development across vendors — monitoring capabilities, manufacturing use cases, and integration maturity to inform factory digital twin investments.

1
Track Digital Twin Platform Maturity
/products/blog/docs/pressOpenPageRank
DIGITAL TWIN PLATFORM COMPARISON ════════════════════════════════════════════════════════ Platform PR Mfg Focus 3D Viz Physics API Score siemens.com/xcelerator 9.1 HIGH Yes Yes A+ 95 ptc.com/digital-twin 7.2 HIGH Yes Yes A 89 ansys.com/twin-builder 7.8 MED Yes Yes B+ 82 nvidia.com/omniverse 9.4 LOW Yes Yes A+ 78

9Robotics & Cobot Vendor Tracking

AI agent monitors robotics vendors for new product launches, capability enhancements, and pricing changes — supporting capital equipment decisions for factory automation and collaborative robotics.

1
Track Robotics Vendor Innovations
/products/press/pricing/eventsOpenPageRank
ROBOTICS VENDOR INTELLIGENCE — FEB 2026 ════════════════════════════════════════════════════════ NEW PRODUCT ALERTS: universal-robots.com /products: New UR30 cobot — 30kg payload (was max 20kg) /pricing: Est. $65K (competitive with industrial robots) IMPACT: Opens new assembly applications previously too heavy fanuc.com /products: AI vision-guided picking system upgrade /press: "50% faster object recognition with new AI model" EVALUATE: Could replace our current vision system

10IIoT Security Assessment

AI agent assesses the security posture of IIoT and automation vendors — monitoring their security pages, certifications, and vulnerability disclosure practices to ensure factory floor cybersecurity.

1
Assess IIoT Vendor Security
/security/compliance/docs/productsOpenPageRank

IIoT Security Assessment

OT SECURITY POSTURE — VENDOR ANALYSIS ──────────────────────────────────────── Vendor IEC 62443 CVE Response /security Score siemens.com Yes 24hr SLA A+ 96 rockwell.com Yes 48hr SLA A 91 scada-vendor.com Partial No SLA B 68 iot-startup.io No None None 24 RISK: iot-startup.io has no security certifications Currently deployed on 3 production lines ACTION: Replace with certified vendor or demand compliance
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