Retail analytics insights

Guides, frameworks, and strategies for retail teams that want to move from dashboards to decisions.

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Inventory · 11 min read

Phantom Inventory: Why Your System Shows Stock That Isn't on the Shelf

Perpetual inventory accuracy runs 60-75%, so replenishment never fires and the SKU goes dark. How to measure your phantom rate and detect it without an RFID rollout.

Operations · 12 min read

On-Shelf Availability: How Real-Time Monitoring Recovers Lost Sales

Your in-stock number overstates OSA. See the three ways to measure it, benchmarks by vertical, and why promoted items run in the 80s when you need them most.

Demand Forecasting · 8 min read

Blue Yonder, RELEX, Oracle: A Mid-Market Guide to Demand Planning Alternatives

Enterprise demand planning suites assume a planning organization, a multi-quarter rollout, and a six-figure budget. For mid-market retail, here are the real demand planning alternatives and how to evaluate them.

Operations · 11 min read

Automated Shelf Audits: Store-Level Data Without Field Reps

Catch empty shelves in under a day across every store, not 12 snapshots a year. How automated shelf audits work, what they cost per store-day, and how to run one in 30 days.

Shrinkage · 7 min read

Grocery Shrink Software: Finding the 1.5% You're Losing

Grocery runs 1-3% net margins and shrink near 1.5% of sales, so shrink is often bigger than profit. A guide to grocery shrink software: the four loss buckets, why annual counts are too late, and what to look for.

Demand Forecasting · 7 min read

Convenience Store Demand Forecasting and Dayparting

A daily forecast hides that you're out of breakfast items by 9am and overstocked by 8pm. Why c-store demand forecasting has to run at the daypart level, and how to balance foodservice waste against peak-hour stockouts.

Demand Forecasting · 8 min read

Pharmacy Demand Forecasting: Cut Carrying Cost Without Stockouts

Pharmacy forecasting balances two costs: expired product written off and lost scripts when a maintenance med is out. Why min-max reordering fails, and how demand-weighted, expiry-aware forecasting frees working capital.

AI & Strategy · 7 min read

What "LLM-Agnostic" Actually Means for Retail AI

An LLM-agnostic system isn't hard-wired to one model provider. Model quality and pricing shift every quarter, so avoiding lock-in lets you take the upgrade without a migration. What it means and what to ask a vendor.

KPIs & Metrics · 13 min read

Fill Rate Math: Why 95% Costs You More Than You Think

Unit, line, and case fill are three different numbers. Get the formulas, benchmarks by vertical, and why 95% fill rate costs a $400M chain $6M a year.

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