Production demand planning: per-line and per-SKU forecast consolidating customer orders, raw material stocks, line capacity, and changeover constraints, with a signal feeding MES and MRP.
Manufacturing & Supply Chain
An AI agent squad for the manufacturing and supply chain industry.
Polyant is the framework to build AI agent squads for European manufacturing companies: production demand forecasting feeding MES and MRP, line quality detection with computer vision, structured due diligence on new suppliers including ESG and CSRD, weekly supply chain risk monitoring, runtime audit queryable via standard SQL. Consistent with CSRD, CSDDD, the EU OSH framework, AI Act, and NIS2 for industrial OT.
Polyant puts an AI agent squad to work on the operational flows of the European manufacturing company:
- production demand forecasting per line and SKU feeding MES and MRP, line defect detection with computer vision and LLM verbalization of emerging patterns, structured due diligence on new suppliers (credit info, ESG for CSRD, geopolitical and embargo exposure)
- weekly supply chain risk monitoring on critical suppliers (raw material prices, geopolitics, tier-1 capacity, global disruptive events), traceability of workplace safety deadlines for the prevention and protection officer
- the runtime audit registry stays queryable by the quality manager, the ESG compliance officer, and the sustainability manager via standard SQL on the plant database. Rules are written by the plant team; the agent runs, records, and alerts
03 MANUFACTURING WORKFLOWS
Four typical contexts of the manufacturing company.
The areas where the agent squad supports the plant, quality, procurement, and compliance teams.
Line quality detection: automatic defect classification combining computer vision from inspection cameras with LLM verbalization of emerging patterns, with escalation to the quality manager.
Supplier due diligence and ESG: structured onboarding of new suppliers (credit info, ESG sustainability, ethical labor, geopolitical exposure) with a signal into the CSRD and CSDDD perimeter.
Risk watch and inspectable audit: weekly risk monitoring on critical suppliers and a runtime audit registry queryable via standard SQL for quality inspection, CSRD ESG reporting, and NIS2 compliance on OT systems.
The agent squad combines vertical patterns calibrated on manufacturing vocabulary (MES, MRP, line, changeover, tier-1 supplier) and horizontal patterns (audit, compliance, escalation) running under the same configuration and the same registry.
04 MANUFACTURING SQUAD
Five coordinated agents for production and supply chain.
The manufacturing cycle is not a single step. It is an end-to-end flow across demand planning, line quality, supplier due diligence, supply chain risk watch, and audit. Five coordinated agents that each do their part, under the same configuration and the same audit registry.
01 DEMAND
Plant Demand Planner
Production demand forecast per line and SKU, feeding MES and MRP systems. Identifies fluctuations that affect weekly planning.
See the agent Line L3 · SKU-441 7-day fcst
Week 23 8,400 units
Week 24 9,100 units
MES · MRP fed
Variance vs plan: +6%
02 QUALITY
Quality Sentinel Manufacturing
Defect detection on the production line combining computer vision (inspection cameras) and LLM verbalization of emerging patterns.
See the agent Line L1 · vision 18:42
Defect detected scratch · cluster 4
Operator alert at booth
Line stop proposed to supervisor
Event recorded · audit
03 SUPPLIER
Supplier Onboarding
Automatic due diligence on new suppliers: credit info, ESG and CSRD reporting, geopolitical monitoring of the source country.
See the agent Vendor · Acme Forge due diligence
Credit info B+ · 36 months
ESG · CSRD reporting complete
Geopolitics monitored
Approval bundle to the buyer
04 RISK
Supply Chain Risk Watch
Weekly monitoring of risks on critical suppliers: raw material prices, geopolitics, tier-1 capacity, global disruptive events.
See the agent Week 23 48 critical suppliers
Raw materials · aluminium price +12%
Geopolitics · Red Sea active
Tier-1 capacity ok
Brief to supply chain director
05 AUDIT
Audit Recorder
Records every step of the squad in the audit registry: detected defect, supplier due diligence, risk alert. Queryable via standard SQL for quality inspection or CSRD ESG reporting.
See the agent fnol.receive 09:14:22 ALLOW
triage.classify 09:14:25 ALLOW
idd.check 09:14:31 WARN
liquidation.propose 09:15:02 ALLOW
SELECT * FROM audit_log WHERE claim_id = '2024-0847'
Need other agents for manufacturing? We build them together.
Five coordinated agents for production and supply chain are one example. Every plant has different systems (proprietary MES, industrial ERP, quality management software, OT on PLC and SCADA), specific regulations (CSRD for companies above threshold, vertical sectors such as automotive, food, pharma), and different internal procedures. The agents you actually need are built within the project.
06 REGULATORY MAPPING
Where the agents meet manufacturing regulations.
Manufacturing regulation in Europe is broad and touches supply chain sustainability, workplace safety, medical devices for those producing SaMD, high-risk AI systems, and OT cybersecurity. Polyant does not promise full compliance: it states what the product does day to day to support the requirements the customer team must meet.
CSRD
CSRD, Corporate Sustainability Reporting Directive
Supply chain sustainability reporting for companies above threshold. Supplier checks (ESG, ethical labor, geopolitical exposure) fall within the CSRD perimeter and enter the runtime audit registry. Agents: Supplier Onboarding, Audit Recorder.
CSDDD
CSDDD, Corporate Sustainability Due Diligence Directive
Value chain due diligence constraints on environmental impacts and human rights. Structured mapping of supply chain risks with tier classification and traceability of corrective actions. Agent: Supplier Onboarding.
EU OSH
EU workplace safety framework (transposed at national level)
Workplace safety in the manufacturing plant with specific constraints on machinery use, hazardous substances, and mandatory training for at-risk roles. The squad tracks obligations and deadlines for the prevention and protection officer. Agents: OSHA Workflow Compliance, Field Worker Safety Brief.
AI Act
AI Act: line quality scoring and automated inspection systems
AI systems performing quality scoring on the line or automated inspection with impact on product safety are assessed against the high-risk perimeter: explainability, human oversight, EU registration where applicable. Agents: Quality Sentinel Manufacturing, AI Act High-Risk Validator.
NIS2
NIS2 for industrial OT and critical suppliers
Plants with an OT perimeter under NIS2 face cybersecurity obligations and incident notification to the CSIRT within regulatory windows. The audit registry tracks access, configurations, and anomalies on OT systems. Agents: Audit Recorder, NIS2 Incident Reporter.
MDR
MDR for medical device manufacturing (when applicable)
When the plant produces medical devices or components for SaMD, MDR constraints apply on lot traceability, post-market surveillance, and non-conformity management. The squad stays outside the medical device software perimeter. Agent: MDR-SaMD Avoidance Checker.
Open transparency for shared responsibility and AGPL details →
Two questions from manufacturing heads.
MES (Manufacturing Execution System) and ERP (SAP, Oracle, Microsoft Dynamics, proprietary systems) are integrated via delivery by the Exelab team.
The typical pattern for a vertical manufacturing squad (with integrations on MES, industrial ERP, quality systems) is 12-22 weeks. For a single first agent with smaller integrations, the estimate drops to 4-8 weeks. The duration is defined in discovery on the real case.
From a 30-minute conversation to the squad in production.
A 30-45 minute conversation to understand how Polyant for manufacturing applies to your plant's case and how long it takes to bring the squad into production.