Recommenders & Recommerce EngineSAR Co-Occurrence MatrixDead Stock Liquidation

AI Recommenders & B2B Recommerce Studio

Smart Adaptive Recommendations (SAR) for quotation cross-selling, dynamic B2B pricing, surplus inventory liquidation, and repeat purchase prediction.

Select Primary Quotation Item (Seed Input)

The SAR engine calculates co-occurrence probabilities, Jaccard similarity, and purchase lift to find highest-converting add-on bundles.
Industrial Brass Hex Fasteners (M8 x 40mm)PRODUCT
SKU: PRD-FAST-01 · HSN: 7318 · GST Rate: 18%
Base Unit Price
₹45 / NOS

AI Predicted Co-Purchased Bundles (SAR Output)

⭐ 75% Match Affinity1.65x Purchase Lift

Electrolytic Copper Busbar Strips (10mm x 50mm)

99.9% pure electrolytic tough pitch copper conductivity busbars.
SAR Insight: High affinity within Industrial Supplies cluster.
Historical Co-purchases:12 orders
Standalone: ₹550
₹506
8% Bundle Margin
⭐ 67% Match Affinity1.65x Purchase Lift

SS-304 Heavy Duty Flanged Ball Valve (2 Inch)

Investment cast stainless steel ball valve with PTFE seals, 150# class.
SAR Insight: High affinity within Industrial Supplies cluster.
Historical Co-purchases:10 orders
Standalone: ₹3,200
₹2,944
8% Bundle Margin
⭐ 59% Match Affinity1.65x Purchase Lift

5-Axis CNC Precision Milling & Turning Job Work

Precision component machining with tolerance within +/- 5 microns.
SAR Insight: High affinity within Industrial Services cluster.
Historical Co-purchases:8 orders
Standalone: ₹1,200
₹1,104
8% Bundle Margin
⭐ 51% Match Affinity1.65x Purchase Lift

Quarterly Machinery Preventive Maintenance (AMC)

Scheduled calibration, lubrication, and vibration analysis retainer.
SAR Insight: High affinity within Industrial Services cluster.
Historical Co-purchases:6 orders
Standalone: ₹15,000
₹13,800
8% Bundle Margin