Reports & benchmarks
How retail leaders actually plan.
Benchmarks and research on how leading retailers and brands plan, buy and replenish — and where the gap to the leaders is won.
Resource · gated
The forecast is not a chatbot
Why inventory demand planning needs purpose-built ML, not an LLM, and why a forecast only becomes a plan when bottom-up meets top-down.
Read the guideReport · gated
The 2026 retail planning benchmark
The State of Retail Inventory 2026: our benchmark on how brands plan, buy and clear stock. Register to get the data drop when it lands.
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Full-price sell-through: what the leaders do differently
How the best brands plan: the habits, cadences and metrics that separate the top performers. Register to get the report when it publishes.
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Full-price sell-throughLive
94%