Notes from the inside of retail decisions.
Why we built Solya, how we think about decisions, agents and data, and what we’re seeing on the ground with retail teams.
Why 80% of retail business rules are misused in data systems
Recommendations get rejected, teams revert to Excel, projects stall. The root cause is rarely the model — it's that the rules live in heads.
Why 20+ store chains need centralized decisions
Past roughly 20 stores, the methods that built your chain start working against it. The threshold is mathematical, not organizational.
Why 70% of retail markdown decisions are still manual (and expensive)
Most chains still set markdowns from a spreadsheet on Monday morning. Here's why the manual habit persists — and what it actually costs in net margin.
What the top retailers share: a closed decision → execution loop
Copying Zara or Costco doesn't work — what sets them apart is invisible: a closed decision-to-execution loop most retailers lack.
The real cost of overstock: what your ERP isn't telling you
Ask a retail CFO what overstock costs them and you'll get a number. It's almost always a fraction of the real bill — here's where the rest hides.
Why the future of retail isn't data, but automated decisions
The data race is over — everyone has the same infrastructure now. The next decade of retail competition will be won on something else: decision automation.
The invisible problem of modern retail: decision fragmentation
Ten retail teams will name ten different problems. Above all of them sits one structural issue nobody talks about: decisions never meet each other.
How retail data becomes useless without a decision layer
Ten years of data investment, and operational KPIs barely moved. The missing piece isn't more data — it's the layer that turns it into executed decisions.
From stock to cash: how decisions actually drive retail performance
Stripped of everything else, retail is a stock-to-cash converter. The real lever isn't margins or contracts — it's the speed and quality of daily decisions.
Why automating workflows isn't enough if decisions stay manual
RPA and workflow tools made retail processes faster — but the same decisions, just executed faster, won't move margin. Here's the trap, and the way out.
From forecasting to decision: why ML models aren't enough in retail
Retail forecasts have never been more accurate, yet operational results haven't budged. Here's the gap between predicting and deciding — and how to close it.
5 weak signals a product should be liquidated
Every retail product has a pivot moment — weeks before numbers show it, months before the markdown. Most systems miss it.
3 classic mistakes that kill retail data projects
For every retail data project that ships into production with measurable impact, three or four POC successes quietly die. Here's why — and how to avoid it.
AI Buying Agent Fashion Retail — Solya, Decision Runtime
An AI buying agent for multi-store fashion retail that decides + explains + executes. 4-layer architecture, native PoS integration, 4-week deploy.
How to avoid end-of-season overstock in fashion
End-of-season overstock? -22% on average with Solya. 7 concrete levers, quantified, validated by 80+ fashion retailers. Complete 2026 guide.