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Industry blueprint
Consumer Goods & Manufacturing services
Demand-sensing, supplier collaboration, and Industry 4.0 automation so CPG plants stay resilient and sustainable.
01
Demand Sensing & S&OP Copilot
Fuse sell-in, sell-out, weather, and promo data for rolling 13-week signals.
- Fuse sell-in, sell-out, weather, and promo data for rolling 13-week signals.
- Alert planners when forecast accuracy or service level drifts.
- Auto-generate S&OP decks with scenario simulations and risk notes.
- Feed retailers collaborative forecasts through secure APIs.
02
Smart Factory Reliability
Stream PLC and historian data to predict downtime windows.
- Stream PLC and historian data to predict downtime windows.
- Recommend maintenance windows that respect labor and SKU priorities.
- Classify quality issues from camera or sensor data in real time.
- Track OEE, energy, and waste indicators inside glass-board dashboards.
03
Supplier Collaboration Agents
Score suppliers on OTIF, ESG, and cost-to-serve without manual spreadsheets.
- Score suppliers on OTIF, ESG, and cost-to-serve without manual spreadsheets.
- Co-write RFQs, contracts, and compliance summaries with AI reviewers.
- Escalate logistics risks early using port, freight, and macro signals.
- Automate invoice matching and dispute resolution tasks.
04
Sustainability & Traceability Ledger
Capture carbon, water, and waste data per SKU and facility.
- Capture carbon, water, and waste data per SKU and facility.
- Issue audit-ready reports for CSRD, SEC, and retailer scorecards.
- Trace ingredients or components back through supplier tiers.
- Highlight circularity opportunities in packaging and reverse logistics.
Next step
Spin up a pilot in this industry
We pair discovery sprints with architecture assets so you can validate impact, plug guardrails into your stack, and brief stakeholders fast.