Solution Manufacturing & Supply Chain
Qwry.AI resolves identity across ERP, production-floor systems, supplier records, and quality data (the same part, batch, and supplier recognised across systems that name them differently) without replacing any of them. Root-cause questions that take three days take three minutes. Cross-plant benchmarking happens in a single query.
The Problem
ERP knows what was ordered. Production systems know what was made. Quality records know what went wrong. None of it is linked. Root-cause investigations that should take minutes take days.
System Silos
Different vendors, different schemas, different time semantics. Linking the order to what actually got produced requires manual reconciliation that goes stale every time the line changes.
Quality Root Cause
By the time the quality team has correlated material, operator, machine, and environmental data, the line has run another batch of the same defect. The window to intervene has closed.
Multi-Plant Visibility
Output and quality numbers reach HQ in PowerPoint. Cross-plant benchmarking demands manual consolidation. Best practices stay local because they never surface in a comparable format.
Supplier Coupling
A material from a specific vendor lot correlates with a defect six steps downstream. Without linking PO, batch, and quality data, the supplier audit happens after the recall, not before it.
Use Cases
Each query joins ERP, production data, quality records, and supplier documents, with verified SQL behind every answer, inside your perimeter.
Normalise throughput, scrap, and yield across plants with different production systems and asset hierarchies. Drill from network to plant to line to shift in one query, without a reconciliation meeting.
Join quality records with raw-material batch, production events, operator logs, and environmental data. Surface statistically significant correlations, hours after the defect, not weeks.
Link purchase orders to receiving, to batch consumption, to quality and yield outcome. Identify suppliers whose inputs systematically degrade, even when their delivery documentation looks clean.
Compute Overall Equipment Effectiveness from production event logs and planned schedules. Categorise stoppages by type, asset, and cause, automatically, without a manual timesheet reconciliation.
For FMCG: join production output with distributor secondary sales and channel data. Surface SKUs where production over-runs and where shortages are losing the shelf, in one view.
From finished goods back to raw material lot, operator, machine, and time window, forming a complete chain of evidence for every flagged batch, admissible in a recall review or regulatory audit.
Capabilities
Connectivity
SAP, Oracle, Infor, Wonderware, proprietary MES historians, OPC-UA sensor streams, and supplier spreadsheets. Qwry.AI reads what you have, with no plant system replacement and no upgrade project.
Hierarchy
Enterprise to site to line to asset to batch, fully modelled and queryable. Cross-plant comparisons honour the operational hierarchy. Drill-down from network to machine in a single query.
Auditability
Every flagged batch or supplier carries a chain of evidence: the query, the source rows, the timestamp, and the confidence score. Admissible in a recall review or regulatory audit.
Deployment
Warehouse at HQ for cross-plant queries; lake at each plant for resilience. Sync handles intermittent connectivity. On-premise capable for plants with strict data egress controls.
Deeper, cross-cutting coverage that builds on the same connected-data foundation.
Insights
Customer playbooks, technical deep-dives and field notes from deployments into messy enterprise estates.
Connectors
Databases, warehouses, files and the apps you run: connect what you already have, don't migrate. Every source lands in one governed graph, with 200+ on the roadmap.
Don't see your connector? Tell us your stack. We'll scope it.
Reach out →A direct technical conversation with the founding team. No sales deck. Tell us about your ERP, production systems, and the questions you can't answer; we'll show you what three systems joined can do.
Email goes directly to the founding team. First response within one business day.