Inventory Rebalancing Recommendations
Cross-region · cross-warehouse transfer proposals
Bulk Prediction Grid
SKU × Region × Warehouse · 18-month horizon
Export CSV
| SKU | Region | Warehouse | Forecast MT | MAPE | Confidence |
|---|
Forecast Backtest · Error Hotspots
Periods where model error exceeds 12% · linked to exception queue
Forecast Exception Resolution
Exception queue · resolution workflow · override linkage
Working Capital Optimization
KPI 30 · Open Decisions · SLA Tracking
Decision Latency target: <30 minutes (from 48–72 hours baseline)
SAP Write-back Execution
Staged → Approved → Committed → Confirmed
Predictive Reorder Alerts
FHIR Feed Status
FHIR Integration
Connect & Sync
Three ERP Unification
Master data reconciliation across ERP systems
SKU Identity Resolution Layer
Target accuracy >95%
Predictive Reordering
MHLW-Compliant Governance
Japan healthcare regulatory rules · approval routing
Hospital WMS Write-back
Policy Repository
Auto-commit thresholds · dual-sig · vertical SLAs
Approval Matrix
Escalation Framework
Agent Governance · VAL
Guardrails · action log · approval requirements
Decision Lineage
Signal → Recommendation → Policy → Approval → Execution → Outcome
One-Click Audit Export
Compliance Frameworks
Health Industry · Japan · EU AI Act Art. 12 · MHLW · GDPR · SOC 2
Data Sources & Connectors
File · URL · Database · REST API · Web Scraper
Upload Excel or CSV
.csv · .xlsx · .xls
Datasets
Browse · profile · quality · cleanup
Synthetic Data Engine
Generate · Extend · Clone · Phase 1 complete
期限 · 冷蔵連鎖 · 欠品リスク（円）
Generate Dataset
Pipeline Management · Refresh
Re-fetch database & URL sources · Update datasets · Re-run processing
Refresh All Pipelines
Spread Analysis
Distribution · statistical profiling
Insight Generation
Automated insight extraction
Association Discovery
Correlation · relationship identification
Dashboard Manager
Multiple dashboards · AI · Manual · Auto-generated
+ Auto Dashboard
+ AI Dashboard
+ Manual
Widget Builder
KPI · Chart · Custom measures & dimensions
Add Widget to Dashboard
Preview
Drag widgets on dashboard after adding · Layout management in Dashboard Manager
Food Industry Volume Forecast · Backtest & Forward Horizon
Actual vs model · anomalies highlighted
Baseline model →
Active Alerts
Click to open full analysis
Full analysis →
V
VAL · Decision Intelligence
Ready
Open KPI 30 →
Send
V
VAL · Decision Intelligence Agent
Context loaded · Ready
Send
Upload Food Industry Sales & Forecast CSV
Primary/secondary sales, forecasts, and SKU hierarchy — predictions update live across all screens
↓
Drop CSV here or click to browse
SKU-level or time-series format · Max ~50MB
Download SKU template
Download time-series template
Reset to mock data
Required columns
Headers are case-insensitive · aliases accepted
| Column | Aliases | Required |
|---|---|---|
| sku | sku_id, product_id | Yes |
| forecast | forecast_volume, fcst | For MAPE |
| actual | actual_volume, sales, volume | For MAPE |
| primary_sales | primary_volume, primary | Optional |
| secondary_sales | secondary_volume, secondary | Optional |
| brand, category, division | zone, region, period, month | Optional |
Upload preview
No file loaded · using built-in mock data
| SKU | Brand | Category | Actual | Forecast | MAPE | BIAS |
|---|
SKU-Level Forecast · 287 Active SKUs
18-month horizon · Local + International · Export to CSV
Export CSV
| SKU | Brand | Category | Division | Baseline (MT) | Drivers | Final FCST | MAPE | BIAS | Override |
|---|
Showing 50 of 287
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Baseline Demand Model
Backtest validation · actual vs model · anomalies flagged
Model Selection
Auto-selected per SKU cluster
Forecast Decomposition · Network Aggregate
Baseline vs actual · Last 12 months + 6 month forward
Driver Impact · Volume Contribution
Incremental demand by building block · MT/month
Driver Simulator
Adjust assumptions · Instant forecast impact
Active Promotions & Campaigns
Scenario Comparison · Volume (MT)
Confidence Intervals · P10 / P50 / P90
S&OP Decision Support
Near-Term Signal Feed
Secondary sales · Inventory · Last 4 weeks
Sensing Adjustment
Short-term forecast revision without noise overreaction
Primary vs Secondary Sales Divergence
Islamic (Hijri) Calendar Regressors
Ramadan · Pre-Ramadan stocking · Eid-ul-Fitr · Eid-ul-Adha
Gregorian Seasonality
Summer/winter · Category-specific patterns
Category Seasonality Logic
Pipeline Launches
Analog-Based Volume Forecast
Cannibalization & Halo Impact
5-Year Rolling Forecast · SKU / Brand / Category
CAGR Analysis
Strategic Assumptions
Marketing Mix Model · Executive Controls
Non-marketing demand drivers held constant to isolate true advertising effect
Islamic Calendar Intensity (0–1)
Weekly regressors · Dominant Food Industry demand driver
Price Index (1.0 = base)
Promotional price level · Higher price suppresses volume
Media Elasticity & ROI
Product Hierarchy
SKU → Brand → Category · Reconciled
Geographic Hierarchy
Distributor → Zone → Region → Network
Reconciliation Status
Planner Overrides · Reason Codes
Structured overrides with FVA measurement
+ New Override
Forecast Accuracy Metrics
MAPE · WAPE · BIAS · Promo · NPD · FVA
Backtest Accuracy · Actual vs Forecast
Rolling hold-out validation on historical periods
Data Quality
Unit Standardisation
Outlier mask: 3.5σ Z-score
Missing values: Linear interpolation
Push Queue · Pending ERP Actions
Auto-commit below ₨5M · Dual-sig above ₨10M
NO PENDING ACTIONS · Push a recommendation from Alerts & Predictions
Audit Trail · Immutable Decision Log
EU AI Act compliant · Immutable after write · Article 13 logging
| Timestamp | Project | KPI | Rule / Model | Action | Response | ERP ref |
|---|---|---|---|---|---|---|
| NO DECISIONS LOGGED YET | ||||||
ERP Integration & Feedback Loop
Configure per projectGateway Credentials
Protocol: SAP RFC BAPI
Approval Thresholds
Auto-commit below: ₨5,000,000
Dual-sig above: ₨10,000,000
Save configuration
VAL Intelligence
Mode: On-device · context-aware responses from live Food Industry data
Save VAL settings
Connector notes
Database and external API connectors run through a secure gateway in production. This pilot loads data/kuribara_erp_demo.csv from your local server to demonstrate live KPI refresh.