Forecast Accuracy (WMAPE)
Weighted Mean Absolute Percentage Error across 47 CPG brands in the Nielsen benchmark cohort. 18 percentage points above the industry median. Independently audited Q4 2025.
Accuracy Benchmark — Q4 2025
Source: Nielsen Benchmark Cohort, 47 CPG brands, 2025
Data Signals Ingested Natively
POS feeds, weather patterns, promo calendars, social trends, macro indices, competitive shelf data — unified into a single feature store before your first model run.
Signal Breakdown — 42 Total
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Pre-loaded with 90 days of retail scan data.
Plug Into Your Existing Stack
SAP, Oracle, Salesforce, Snowflake, Databricks, Walmart DSS, Target POL — and 28 more via REST, SFTP, or EDI. Average time-to-first-forecast: 4 days.
Native Connectors
SAP
ERP
Oracle
ERP
Salesforce
CRM
NetSuite
ERP
Snowflake
Data
Databricks
Data
Tableau
BI
Power BI
BI
Walmart DSS
Retail
Target POL
Retail
Kroger
Retail
AWS S3
Cloud
+28 more via REST / SFTP / EDI
Full Catalogue Reforecast
14,000 SKUs × 38 distribution centers × 52 forecast weeks. Ensemble model scoring, feature engineering, and API publish — complete in under 8 seconds. S&OP-ready before the room fills.
Pipeline Breakdown — 7.84s Total
The Accuracy Whitepaper
Methodology behind the 97.3% WMAPE claim. Cohort selection, error metric definitions, backtesting protocol, and head-to-head results against 6 incumbent planning tools. Written for demand planners, reviewed by statisticians.
Chain to Store. No Signal Loss.
Toggle from chain-level S&OP view down to individual store replenishment plan — same model, same data, no aggregation artifacts. Regional ops and store leads see the same number.
Drill-Down Levels
Chain
14,000 SKUs × 1 locations
Region
14,000 SKUs × 8 locations
Distribution Ctr
14,000 SKUs × 38 locations
Store Cluster
14,000 SKUs × 312 locations
Individual Store
14,000 SKUs × 4,200 locations
Still reading? The demo is faster.
Pre-loaded with 90 days of retail scan data.
No Systematic Over- or Under-Stock
A bias of -0.4% means Forecast neither chronically over-orders nor chronically under-orders. Markdown rates drop. Fill rates hold. Margin stays on the shelf.
Bias Impact — Annual
Avg across 47-brand cohort · FY 2025
Promotional Spikes Don't Fool the Model
Most forecasting tools treat promotions as noise. Forecast ingests your promo calendar as a first-class feature — trade deal depth, display mechanics, and ad flight windows included.
Promo Forecast — BOGO Event
Still reading? The demo is faster.
Pre-loaded with 90 days of retail scan data.
S&OP Alignment in One View
Finance, supply chain, and commercial all see the same demand signal. No reconciliation meeting. No version 7 of the spreadsheet. One number, one source of truth, one decision.
S&OP Consensus Dashboard
Updated automatically after each reforecast run
The demo is live.
Your data could be next.
No slides. No sales deck. A real Forecast instance pre-loaded with 90 days of anonymized retail scan data across 8 categories. Toggle every feature you just read about.
Explore the Live DemoOpens in sandbox · No account required · Exits cleanly