The business problem
A brand may list the same dealership in several places, while that dealer’s website exposes only part of its stock. A missing count cannot safely be read as zero inventory.
Powersports Market Intelligence · Research & intelligence
Brand representation, physical dealerships, territories and publicly visible inventory, organized into comparable research views with evidence grades and collection status.
A brand may list the same dealership in several places, while that dealer’s website exposes only part of its stock. A missing count cannot safely be read as zero inventory.
The websites do not share a format, and some block collection. Adapters and dealer-by-dealer checks retain evidence grades and collection status before a research view is released. Missing and uncollected values stay explicit; historical changes are compared on a consistent basis.
Dealer entities connect brands, provinces and publicly visible inventory. Each observation retains its source and collection record. SAAQ and Ontario MTO registration-stock datasets provide separate market context; registered stock is not added to annual retail sales or website inventory.
Dealer websites
Collect observations
Match & deduplicate
Grade the evidence
Publish the research view
Missing values remain marked as not retrieved through publication; they are not estimated.
Many of these projects were built for businesses we operate ourselves — we run the software we build.
Explore servicesOnly for what dealers show publicly, and the research says so. It connects dealer entities, brands, provinces and publicly visible inventory, with the source and collection record kept for each observation.
It means the count was not available, not that the dealer has zero stock. Missing and uncollected values stay explicit rather than estimated.
Yes, SAAQ and Ontario MTO registration-stock datasets provide separate market context. Registered stock is not added to annual retail sales or website inventory.
No. It is source-backed research on dealer networks and territories, not investment advice.
Start with a two-to-three-week Operating Review: fixed scope, fixed fee, and you keep everything.