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Operational AI for industry

AI Agents for industry.

AI agents connected to ERP, MES, SCADA, CRM and document workflows: they observe live operations, evaluate constraints and prepare verifiable actions for the people making decisions.

How they work
  • Read real data and context
  • Identify anomalies and constraints
  • Propose reasoned actions
  • Keep people in control

Production & Maintenance

Predictive Maintenance

It continuously analyses machine data, recognises early signs of degradation and suggests when to intervene before the issue causes downtime.

Condition MonitorPress P-04 · Motor M-02LIVE

01 · Observe

Understands how the machine is operating.

It continuously reads vibration, temperature and pressure and relates them to operating cycles and previous maintenance.

Production & Scheduling

Production Scheduling

It recalculates the plan when priorities, materials or machine availability change, presenting comparable alternatives before updating the ERP.

Production PlanPlant IT-01 · 6 resourcesSTABLE

01 · Understands

Builds a current view of the plan and its constraints.

It reads orders, available materials, machine capacity and promised dates, maintaining a current view of what can be produced and when.

Sales & CRM

CRM Order Management

Turns requests received by email into verified orders by connecting customer, catalogue and commercial terms before anything reaches the ERP.

Customer Inboxsales@proteosNew
FromRossi Industries Ltd · Purchasing
SubjectComponent order · line 4

Good morning,

we would like to order 150 × PRD-8821 and 80 × PRD-4106.

Delivery requested by 22/08, to our Bergamo plant.

Please confirm availability. Thank you.

ERP Order DraftOdoo · SalesWaiting
Sales orderSO-DRAFT-····
Customer
capturing…Rossi Industries Ltd
Line 01
capturing…PRD-8821 · 150 pcs
Line 02
capturing…PRD-4106 · 80 pcs
Requested date
capturing…22 August
Ship to
capturing…Bergamo plant
Customer reply · preview

Items available. Requested delivery confirmed; draft ready for approval.

01 · Receive

Every request becomes traceable at once.

The agent monitors the sales inbox, identifies the customer and gathers the relevant context without waiting for manual data entry.

Supply Chain & Procurement

Supplier Procurement

It collects and compares every quote across price, timing, quality and risk, leaving the final decision to the buyer.

Supplier ComparisonSAP MM · RFQ 240731RFQs sent
Purchase requestRDA-240731
Component
SKF 6205-2RS
Quantity
500 pcs
Max budget
€ 2.800
Required by
28 August
01
Supplier quoteAlfa Bearings
Total
€ 2,690
Delivery
7 days
Quality
97%
Risk
Low
Score88 / 100
02
Supplier quoteMotion Parts
Total
€ 2,440
Delivery
12 days
Quality
94%
Risk
Low
Score92 / 100
03
Supplier quoteNord Components
Total
€ 2,310
Delivery
18 days
Quality
91%
Risk
Medium
Score79 / 100
04
Supplier quoteSKF Partner
Total
€ 2,760
Delivery
6 days
Quality
99%
Risk
Low
Score90 / 100

01 · SEND

One request reaches every supplier at once.

The agent receives the purchase request from SAP and sends the same RFQ to four suppliers, without manual emails or follow-ups.

Administration & Finance

Document Control

It verifies the invoice, purchase order and delivery note in one flow, highlighting discrepancies before posting.

Finance Document WorkspaceE-invoice · ERP · Audit3 documents captured
Cycle documents03 / 03
01
Electronic invoiceRossi Components LtdIT01234567890_0731.xml
02
Purchase orderComponent purchasePO-8821
03
Delivery noteGoods receivedBL-09821
SourceSDI · SAP · Warehouse
Three-way matchField-by-field comparison
Waiting
FieldXMLPODDTOK
SupplierRossi Comp.Rossi Comp.Rossi Comp.
Quantity500 pcs500 pcs500 pcs
Net amount€12,480€12,600
Total€15,225.60€15,372.00
Variance+ € 120Contract tolerance0,95% · OK
ERP · connectedmode · three-way matchAudit trail · active

01 · CAPTURE

Three documents enter the same cycle.

The agent links the e-invoice to the correct purchase order and delivery note, without manual searches across ERP, email and folders.

Common stack → Claude API LangGraph FastAPI Qdrant SAP Odoo Dynamics PostgreSQL Three.js

The agent proposes. The operator decides.

Every system we build has a complete audit trail and configurable autonomy thresholds. Automation is a tool — control stays with the operator.

Are you considering industrial AI agents for your processes?

Contact us to discuss the use case that interests you and assess the available data, integration with your existing systems, and practical next steps.