Decision workflows for finance, retail and manufacturing.
Each industry starts with a template: a semantic model of common metrics, forecast recipes and Decision Flows you adapt to your own data.
Financial services
Credit, liquidity and fraud teams work from the same governed numbers and can show auditors how each decision was made.
Typical sources: Snowflake or Databricks, core banking extracts, card processor files, Salesforce Financial Services Cloud
- 01
Credit risk monitoring
Track delinquency roll rates and early-warning scores by segment; open a review when a portfolio drifts.
- 02
Liquidity and cash forecasting
Daily cash-position forecasts from core banking and treasury feeds, with variance explained by Ask Orion.
- 03
Fraud alert triage
Rank alerts by model score and loss exposure so analysts work the costliest cases first.
Retail and e-commerce
Merchandising, supply planning and store operations act on SKU-level forecasts instead of last week's report.
Typical sources: BigQuery or Snowflake, Shopify, POS exports, NetSuite, Kafka order streams
- 01
Demand forecasting
SKU x store forecasts with promotions, holidays and weather as features.
- 02
Replenishment and stockout risk
Days-of-cover alerts that open transfer or expedite decisions.
- 03
Promotion and markdown analysis
Measure lift and margin per promotion and pause those below the margin floor.
Manufacturing
Plant and supply chain leaders see OEE, scrap and supplier risk next to forecasts of what breaks next.
Typical sources: Databricks, SAP S/4HANA, MES and historian exports in Parquet, Kinesis sensor streams
- 01
OEE and throughput
Availability, performance and quality per line and shift, refreshed from MES data.
- 02
Predictive maintenance
Failure-risk models on sensor and maintenance history that schedule work orders before downtime.
- 03
Supplier lead-time risk
Forecast late deliveries from PO history and flag parts that threaten the build plan.
- OEE, Line 3
- 78.4%
- Target 82%
- Failure risk > 30%
- 4 assets
- Next 7 days
Flagged2
-
Spindle bearing, CNC-07
High Risk 41% -
Hydraulic pump, PR-02
Medium Risk 33%
Scheduled1
-
Conveyor motor, L3-M4
Work order Sat 06:00
Done1
-
Gearbox, L1-G2
Closed No downtime