DeployOnePredict
Predictive analytics & ML
Forecasting, anomaly detection and scoring on hybrid LLM plus classical ML ensembles, with drift monitoring and explainability.
What it does
- 500+ variables modelled per use case
- Hybrid LLM plus classical ML ensembles for accuracy and explainability
- Drift monitoring so forecasts stay honest after go-live
- Industry agnostic — demand, yield, churn, credit, energy
Running demand and wastage forecasting for retail and F&B networks today.
At Kajaria
Demand sensing, dealer churn, plant yield, energy and credit risk.
In numbers
500+
Variables
Hybrid
Approach
Any
Industries
The work
19 applications delivered by DeployOnePredict
Each application names the operating metric it is built to move. That target is baselined against Kajaria\u2019s own data before any value is claimed.
| Application | Business | Target to baseline | Horizon |
|---|---|---|---|
Demand Sensing Engine SKU-by-region demand forecasts built from secondary sales, dealer sentiment, weather, housing launches and search signals. | tiles | Forecast error down 25-35%, fewer stockouts on fast movers | 3-6 months |
Slow-Mover Liquidation Copilot Flags designs going cold by region and recommends the discount, dealer and bundle that clears them fastest. | tiles | Dead inventory down 20-30% | 3-6 months |
Freight & Depot Optimiser Plans stock placement and lane allocation across depots against forecast demand and live freight rates. | tiles | Freight cost per msm down 6-9% | 6-12 months |
Design Trend Forecaster Reads global surface trends, Pinterest and Instagram signals and import data to call which finishes to launch next season. | eternity | New-launch hit rate up materially | 6-12 months |
Slab Yield Guardian Predicts breakage and shade rejection on large-format lines and adjusts the plan before the loss happens. | eternity | Slab rejection down 15-20% | 6-12 months |
Tile-to-Bath Cross-Sell Engine Scores every tile dealer and project for Kerovit potential and triggers the right offer through voice and field sales. | kerovit | Attach rate on shared counters up 2x | 3-6 months |
Sanitaryware Yield Predictor Predicts casting and firing defects in sanitaryware from slip, mould and kiln data. | kerovit | Rejection down 12-18% | 6-12 months |
Attach-Rate Engine Spots every tile invoice shipped without adhesive and triggers the offer to that dealer through voice and field sales. | adhesives | Attach rate from low single digits toward 20% | 0-90 days |
Shelf-Life & Batch Guardian Predicts which stock will age out and reroutes it before it becomes a write-off. | adhesives | Write-offs down 30% | 3-6 months |
Dealer Health Score Grades all 1,800 dealers on sell-out, credit, returns and engagement, and predicts who is about to churn to a competitor. | retail | Dealer attrition down 30% | 3-6 months |
Credit & Collections Sentinel Early-warning scoring on dealer credit, paired with the collections voice agent for graded follow-up. | retail | Bad debt down 20-25% | 3-6 months |
Sample & Display Logistics Predicts which samples and displays each showroom needs, cutting cost and dead display stock. | retail | Sample spend down 25% | 3-6 months |
Plant Digital Twin A live model of kilns, presses and dryers that finds the best operating recipe per line and holds it. | manufacturing | Gas per msm down 5-8%, throughput up 3-5% | 6-12 months |
Energy & Gas Optimiser Optimises firing curves and gas contracting against price, load and product mix. | manufacturing | Energy cost down 4-7% | 6-12 months |
Predictive Maintenance Predicts press, kiln-roller and glaze-line failures days ahead from vibration, thermal and load data. | manufacturing | Unplanned downtime down 30-40% | 3-6 months |
Raw Material Price Forecaster Forecasts clay, glaze, zircon, gas and freight to time procurement and contracting. | manufacturing | Input cost down 2-3% | 3-6 months |
Timber Cost Forecaster Forecasts veneer, timber and resin cost to time buying. | plywood | Input cost down 2-3% | 3-6 months |
Cross-Sell to Tile Dealers Identifies which tile dealers can carry plywood profitably and sequences the approach. | plywood | Distribution reach up 30% | 3-6 months |
Demand Micro-Forecast Predicts district-level plywood demand from housing completions and interior activity. | plywood | Stockouts and excess both down | 3-6 months |
Reference
Closest customers to Kajaria's shape
Dealer-channel manufacturer, same distribution shape as Kajaria
Water heaters sold through plumbers and retail — Kerovit's exact channel
Multi-store retail intelligence and brand hub
Rest of the shelf