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
Extracts molecular structures from PDFs, generates SMILES and enriches each result for chemist review, keeping the source page.
Overview
Chemical structures are trapped inside PDFs, reports and customer records. Chemists re-key them by hand, different tools produce different identifiers, and records lose the link to their source page.
A PDF dropped in an approved SharePoint folder or attached to a Salesforce record starts a Power Automate flow. A Cloud Run container runs a DECIMER pipeline that finds each structure and generates a candidate SMILES string. RDKit canonicalises and enriches it, and low-confidence results go to a chemist, who accepts, corrects or rejects them.
Outcomes
Integration
Platforms
Standards
Where this applies
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