8Kava Labs Research
Operations
Pick lists, routes, shrink, spoilage and energy: the daily mechanics of running a fleet profitably.

Retrofit or Replace? The ROI Math for Aging Vending Machines
Replacing a 15-year-old machine feels like progress. Often it's the expensive way to buy the same improvement. Here's the payback math, the hurdle a new machine must clear, and the condition signals that genuinely call for replacement.
Read the article →
Where the Kilowatt-Hours Go: Running an Energy-Efficient Vending Fleet
A refrigerated vending machine moves heat all night for nobody. Here's where the kilowatt-hours actually go, which levers move them, which old tricks don't apply to fresh food, and how to prove savings without fooling yourself.

Expiry-Aware Dynamic Pricing for Fresh Food: Markdown Curves, Guardrails and Waste Math
Every fresh sandwich is worth full price for a few days and then nothing. Most operators handle that cliff with a trash bag. Expiry-aware pricing turns it into a slope, if you design the curve and the guardrails properly.

Pre-Kitting and Dynamic Routing: A Step-by-Step Guide to Fewer, Better Service Visits
Traditional routes decide what a machine needs while standing in front of it. Pre-kitting moves that decision to the warehouse the night before, and dynamic routing decides whether to go at all. Here's how to set up both.

Where Unattended Retail Shrink Comes From: Five Leaks and How to Find Each One
Shrink arrives as one number on the P&L. Treat it as one number and you'll buy cameras for a problem that was really a short tote. Here's how to split it into five sources and fix each one where it starts.
Prefer to see it running?
We’ll walk you through Kava OS on a live fleet: forecasts, pick lists, pricing guardrails and the agent’s approval queue.