3:23Manufacturing
Machine Health Monitoring
Learns a baseline for each machine, flags anomalies in telemetry and explains them through a diagnostics assistant.
- Anomaly detection (Isolation Forest)
- Microsoft Copilot Studio

Proof of concept · Manufacturing · Finance
Reads vendor emails, checks the sender's access and finds the answer in finance systems, then replies, drafts for AP review or escalates in Teams.
Select a time to play the video from that point.
Payment status, PO questions, rebates and invoice mismatches each send someone digging through systems.
A vendor emails AP, the agent interprets the request, connects to ERP, payroll or expense systems and takes action.
Auto-response for simple requests, a draft when you want a second look, and escalation for mismatches, rebate disputes and fraud alerts.
Less manual email traffic, faster responses for vendors and employees, access checks on every request and growth without extra headcount.
Vendors are directed to one AP address that the agent monitors.
The agent understands the request, confirms the sender has access to the information and replies directly, with no work for the AP team.
The agent finds where the payment and invoice differ, writes the reply and routes it to the AP team, who tweak or approve it before it is sent.
The agent reads an attachment that belongs to another team and posts to the AP team in Teams with its planned response before anything goes out.
Overview
Vendor emails eat the AP team's day. Payment status, PO questions, rebates and invoice mismatches each mean someone stops what they are doing and digs through several systems for the answer.
Vendors write to a dedicated AP mailbox. The agent interprets each request, including attachments, confirms the sender is entitled to the information and looks up the answer in ERP, payroll or expense systems. You decide how each type of request is handled: an automatic reply for simple requests such as PO status, a draft for the AP team to approve when a payment does not match the invoice, or an escalation in Microsoft Teams for complex cases.
Outcomes
Integration
Where this applies
Request an Agent Pilot
Tell us about your systems and timeline. We will scope a pilot with agreed measures and human decision points.
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