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Merchlytics

Manual Merchandising, Fragmented Data

Merchandising teams at today’s retailers and CPG companies face a relentless set of challenges: manual, gut-feel forecasting that doesn’t scale; assortment decisions built on legacy rules rather than actual shopper behavior; promotions whose ROI is only understood after the fact; and data scattered across POS, ERP, TPM, PIM, and WMS systems that forces analysts to spend days reconciling numbers instead of making decisions.

AI-Powered Data Products for Retail Merchandising

Merchlytics is a portfolio of AI-powered data products built on the Databricks Data Intelligence Platform that gives merchandising teams a single, governed source of truth — and the intelligence to act on it. From automating store-level replenishment forecasts to optimizing SKU assortments by shopper cluster, Merchlytics replaces spreadsheet-driven guesswork with evidence-based merchandising at scale.

Measurable Outcomes Across the Merchandising P&L

2–5% Topline Sales Growth

By leveraging POS and inventory data to run AI-driven promotions and optimize category assortments for each store cluster.

2–5% Margin Uplift

Through better trade terms, improved promo ROI, and pricing decisions aligned to true customer demand and price elasticity.

10–20% Working Capital Reduction

Smarter inventory forecasting and replenishment integration lowers average inventory levels while reducing out-of-stocks.

What Merchlytics Delivers

Foundational Data & Reporting

A single, accurate data foundation that eliminates manual reconciliation and gives merchants a 360° view of performance — sales, units, orders, channels, and items — with centralized product master management for faster new item onboarding.

  • 30–45% reduction in reporting and item setup errors
  • 40–60% shorter reporting cycle times
  • ~20% of merchant time freed from manual reconciliation

Forecasting & Replenishment

AI/ML-powered demand forecasting at the item and store level using XGBoost and LightGBM models — reducing reliance on individual skill sets and gut feel. Optimized reorder points and replenishment cycles balance supply and demand automatically.

  • 10–15% improvement in forecast accuracy vs. manual
  • ~20% reduction in out-of-stock events
  • Consistent supplier alignment through a shared forecast basis

Vendor & Category Scorecards

Transparent vendor performance scorecards with OTIF, fill rate, margin impact, and trade ROI — plus category-level scorecards comparing growth, margin, and competitive dynamics. Gives merchants fact-based levers for trade negotiations.

  • 1–2% category sales growth by investing in top performers
  • 10–20% reduction in ineffective trade spend
  • Data-driven negotiation replacing relationship-based decisions

Unlock Siloed Retail Data

 

See what Merchlytics can unlock for your business. Schedule a 30-minute value assessment with our Retail & CPG practice

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Let’s Build What’s Next

Modernizing grid operations takes more than technology. It takes the right partner.

At Lovelytics, we work side by side with utility teams to design solutions that are practical, scalable, and built to deliver value fast. From AI strategy to full-scale deployment, we’re here to help every step of the way.