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.
What is retail replenishment? Definition and examples
Retail replenishment is the process of keeping the right stock in the right place as it sells. Simple to define, hard to do well at SKU/store scale.
Replenishment software vs. the replenishment decision
Most replenishment tools compute an order quantity and stop there — but the order is a decision with trade-offs no rules engine resolves on its own.
Decision intelligence software: what it is and isn't
Search the category and you get a wall of vendors all claiming the same label. Most are BI or forecasting tools in new packaging. Here's how to tell them apart.
What Breaks in Retail Decisions at 50, 100, 300 Stores
Past 20 stores, growth doesn't just add decisions — it changes their nature. Each band breaks a different manual loop.
Digital merchandising is a decision function
Digital merchandising gets confused with the storefront. The real surface to digitize is the decisions: assortment, allocation, replenishment, markdown.
Inventory optimization is a decision, not a forecast
Most inventory optimization projects solve a math problem that retail no longer has. The leverage moved from the formula to the decision around it.
Kill the analytics queue: let merchants query live data
Every ad-hoc data request is a decision delayed by days. The fix isn't another dashboard — it's letting merchants query live data in plain language.
What every retail CEO should ask about a decision platform
A CEO rarely buys a decision platform — they authorize a change in how the company decides. Here are the questions that tell you whether it will stick.
Generative AI in retail: where it helps, where it's hype
Generative AI is transforming retail's language tasks — search, content, copilots. It is not what decides a markdown or a replenishment. The two get conflated.
Merchandise financial planning software: plan vs decision
A merchandise financial plan sets the sales, margin and open-to-buy targets. The decisions that hit or miss them live in other tools, mostly by hand.
Prescriptive analytics in retail: what it is, where it stops
Prescriptive analytics is the top rung of the analytics ladder: it recommends an action. In retail it stops one step short of executing the decision.
Demand planning vs forecasting: where retail goes wrong
A forecast predicts demand; demand planning decides what to do about it. Confusing the two is why sharper numbers rarely change the result.
Retail data stack vs decision stack
Your modern data stack is composable and complete — and it terminates in a chart. The decision stack is the tier above it, and most retailers are missing it.
WMS vs decision platform in retail: where each one wins
Most retailers confuse WMS and decision platform. They solve different problems, they need each other, and conflating them wastes six-month RFPs.
What is yield management in retail? Price, inventory, time
Yield management started in airlines. In retail it becomes a coordinated arbitration of price, inventory, time and channel — here is the definition.
What is dynamic pricing in retail? A 2026 decisioning view
Dynamic pricing in retail isn't one discipline but two — rules and decisions. Here's the 2026 definition that tells them apart.
Retail KPI dashboards aren't decisions — and why that matters
Most retail teams run 12–40 dashboards. None of them has ever closed a P&L gap on its own. Here's why the KPI dashboard trap costs more than it looks.
Decision intelligence platform: the architecture, in 2026
What a decision intelligence platform actually contains: the four layers, the decision lifecycle, and the things that quietly break in production.