Manufacturing Solutions

DWS Intelligence · We amplify human intelligence in regulated industries.

AI-driven solutions for the manufacturing industry to reduce carbon footprint and optimize efficiency.

Business Case: Predictive Energy Scheduling

Cutting Carbon Intensity by 20%

Challenge: Manufacturing plants often run energy-intensive processes during peak grid hours when electricity is dirtiest (highest carbon intensity) and most expensive.

Solution: DWS IQ's EnergyOracle Agents integrate with production schedules and local grid carbon data. They autonomously reschedule non-critical high-energy tasks (like heating or smelting) to times when renewable energy availability is highest.

Impact:

  • 20% reduction in Scope 2 carbon emissions
  • Significant reduction in electricity costs
  • Seamless integration with existing MES (Manufacturing Execution Systems)

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EnergyOracle Agent
Powered by Qwen 2.5 72B
DWS IQ Platform
V2 · SKILLED AGENTS

V2 Skilled Agents for Manufacturing

Every DWS IQ agent ships with executable skills — invoked via /skill-name slash commands or the MCP tools/list API. Skills are the product: reusable workflows, hard compliance gates, and agent-accessible capabilities your team can run today.

🔮 EnergyOracle Agent

Factory energy optimization. Integrates with MES/SCADA, scores process efficiency against sector benchmarks.

/agent-run /compliance-check
🔥 Vulcan Agent

Climate IQ agent for Steel & Metals. Tracks every tonne of CO2 per tonne of steel against EU ETS benchmark 1.328 tCO2e/t.

/workflow /carbon-analysis
🧭 Talos Agent

Climate IQ agent for Aluminium. Electricity-driven emissions, CBAM default factors, recycled content bonuses.

/workflow /carbon-analysis
📋 Compliance Agent

EU regulatory gap analysis: CSRD, CBAM, ETS, EU AI Act. Scored assessments with cited sources.

/compliance-check /regulatory-radar
Standards & Interop: A2A v1.0 MCP KYA
See full V2 agent roster & Brain-Memory-Body-Hands architecture →

Bring Your Own Agents & Data

European Sovereignty Compliance Climate Intelligence Platform

Bring your multi-agent teams and enterprise data to a sovereign EU-hosted platform. Each industry gets its own model evaluation — the AgentConfig.model field is per-agent, running a trained Lifetime World Model + open LLM with continuous benchmarking. The Lifetime World Model is the enterprise learning layer that fine-tunes your data and regulations, optimizes market value, and ensures competitive advantage through multi-agent intelligence tools.

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Recommended Open LLM

Qwen 2.5 72B

Excellent at CBAM product classification, Bill of Materials analysis, and process emissions calculation. Strong at structured JSON output for compliance declarations.

Regulatory scope: CBAM, CSRD ESRS E1, EU ETS (industrial)
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Bring Your Own Agents

Connect your existing AI agents to DWS IQ via the A2A protocol. Your agents publish an Agent Card, and our platform discovers and orchestrates them alongside the EnergyOracle Agent.

🛡 KYA-WRAPPED BY DEFAULT

Every BYO agent is bound to a verified human identity, isolated in a MicroVM sandbox, and subject to TC-4 Leash-Snap termination. We aim to open-source the KYA Standard via the Agentic AI Foundation, NIST, and European standards bodies. Know Your Agent Standard →

Example: Konecranes brings production planning agents + supply chain agents for embedded emissions tracking across 50+ suppliers

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Your Lifetime World Model

The Lifetime World Model is the enterprise learning layer that adds intelligence on top of your chosen LLM. It fine-tunes enterprise data and regulation, optimizes market value, and ensures competitive advantage with multi-agent tools — trained specifically on your industry context.

Connectors: SAP S/4HANA, MES Systems, IFS Cloud, Quality Management, IoT Sensors
Sandbox: EU-hosted (europe-north1), isolated per tenant
Request Enterprise Evaluation →
Dual Use & Defence

DWS IQ Aegis for Manufacturing

Dual-use angle: Ammunition, armoured vehicles, dual-use electronics

Dual-use manufacturing spans ammunition production, armoured vehicle assembly, electronics with military applications, and advanced materials. Aegis delivers export control automation (Reg. 2021/821), sovereign monitoring of production lines via ICEYE SAR, and Article 12-compliant AI agents for quality control and emissions reporting across classified production facilities.

Regulatory Coverage

EU ETS, CSRD, CBAM, Dual-Use Reg. 2021/821, EU AI Act

EU Data Residency CLOUD Act Free ICEYE SAR Integration KYA Agent Governance
DWS IQ 6 — €4,999 DWS IQ Aegis — €59,990 All Dual Use Industries