Local SEO for Retail

For anything with a physical location, the map pack is worth more than position one organic. It sits above everything, carries reviews and a phone number, and a large share of searches never scroll past it.

In retail, store-level data is noisy and channels are usually not integrated. That single fact reshapes how local seo has to be built here, the guardrails, the approval points and the evidence trail are design inputs rather than things bolted on before go-live.

The workload we are most often asked to take on first is markdown optimisation, usually integrated against ERP. Integration comes before intelligence. A model that cannot reach your systems of record is a demo with good manners.

Built by engineers who ship production systems, not by a practice that subcontracts the build. You own the code, the models where they are open-weight, and the documentation to run it without us.