Retailer's Guide. Key to inventory optimization in retail.

Oct 28, 2021 · 22:18 · Event Talk
Vlad Bezrebryi Head of International Growth · LEAFIO AI

Key takeaways

Promotional items can account for 20% to 70% of a retailer's assortment, depending on its vertical and location.
Regular sales planning may occur annually, while promotional planning repeats weekly or bi-weekly and creates substantially more operational pressure.
A planner combining a forecasting model, market conditions, and intuition may produce an accurate plan in only around 50% of cases.
Even with collected data, machine-learning models may need six months to learn and at least 12 months to observe a complete annual promotion cycle.
Effective promotion management combines high-quality structured data, AI models, and coordinated end-to-end process management rather than relying on a single forecasting tool.

Chapters

Retail inventory optimization
LEAFIO optimization platform
The forecasting iceberg
Promotional sales complexity
Promotion lifecycle
Limits of planner forecasts
Data-driven retail models
Unified promotion management
Data and model requirements
Promotion workflow and forecasting
AI-ready retail data
Key recommendations

Quotes

Forecasting is just the tip of the iceberg.Vlad Bezrebryi
If we use poor-quality data, it produces poor-quality results.Vlad Bezrebryi
The more trade promotions you have, the more the models can evolve and increase efficiency.Vlad Bezrebryi
AI cannot do anything without the data.Vlad Bezrebryi
There's no silver bullet. There's no pill that you can buy that will solve the problem.Vlad Bezrebryi
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