Your AI companion for Mapbox.

Test the map where customers will actually use it.

A style can look fine in an editor and still fail the real job when labels disappear at a useful zoom level, a route is hard to read, or a nearby place resolves unexpectedly.

Strawberry can prepare a review from the visible Mapbox configuration and product preview so the release conversation starts with concrete scenarios.

Turn odd location results into a reproducible question.

A search result that looks wrong needs more than a screenshot.

The engineer needs the input, returned location, expected place, context, and whether the failure is systematic or isolated.

Strawberry can organise the visible evidence into a reproducible location-data issue without changing the service configuration.

Keep map changes tied to the product surface they affect.

A change to style, source, or location behaviour can affect checkout, delivery selection, field operations, or search in ways that are not visible from the Mapbox workspace alone.

Strawberry can link the current configuration review to the browser screens where customers meet the map and prepare a release handoff.

Review release-bound location issues before planning locks.

A Tuesday pass gives product and engineering a stable moment to assess location issues before a typical end-of-week release window becomes crowded.

Capture the release-review criteria as a skill and use a Tuesday routine to prepare the open issue brief for the relevant team.

Frequently asked questions