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MBUSA Dealer Website Providers

mbusa-dealer-website-providers.json classifies every MBUSA franchise dealer to the platform vendor that serves its website and new-inventory SRP. It is the work list for deciding which dealer-site collectors in ai_public are worth building: a vendor's row count is the number of MBUSA dealers one collector reaches.

Snapshot taken 2026-08-20 from the same dealer list the ai_mercedes raw dealers asset fetches (nafta-service.mbusa.com/api/dlrsrv/v1/us/search, filter=mbdealer): 387 dealers, all with a 5-digit oem_dealer_id that joins to dealer_code in ("mercedes", "mbusa", *, "dealers").

Distribution

providerdealers
Dealer.com (Cox)158
Dealer Inspire (Cars.com)157
DealerOn35
Motive (RideMotive)13
Team Velocity10
Dealer eProcess5
DealerFire (DealerSocket)3
Fox Dealer2
Space Auto1
Remora1
Dealer Alchemist1
DealerTower1

Two vendors cover 81% of the network.

Row structure

fieldmeaning
oem_dealer_id5-digit MBUSA dealer code
dealer_namedealer name as the MBUSA API reports it
websitedealer URL as the MBUSA API reports it; null for one dealer that has none
providernormalized platform vendor
resolved_websitethe site actually classified, where it differs from website (55 rows)
inventory_urlnew-inventory page reached, where one was reached (353 rows)
evidencechannel plus the vendor markers that decided the row
confidencehigh when two independent channels agree or the SRP itself carried the markers; medium for single-channel

Fingerprints that lie

Three signals look like platform evidence and are not. Each figure below is measured over the 387-dealer sweep.

  • *.mercedesdealer.com DNS. 183 dealers are listed under an MBUSA vanity host. Of the 129 whose CNAME names a recognizable vendor, the CNAME's vendor disagrees with the platform the page itself identifies for 28 — 22%. Three vendors appear as the CNAME target across those hosts: Dealer.com 74, Dealer Inspire 44, DealerFire 11. The target does not predict who serves the site. Burlington resolves into Dealer Inspire and runs DealerOn; Lynchburg resolves into Dealer.com and runs Dealer.com. Page content is the deciding signal; vanity-host DNS is discarded.
  • Shared redirect targets. 11 dealers CNAME to 765824-web10.dealerfire.com and none of them runs DealerFire (5 Dealer Inspire, 4 Dealer.com, 2 DealerOn). domains.dealer.com is the same kind of target, named by 74 vanity hosts.
  • assets.prod.analytics.dealer.com is a Cox tracking pixel, not a platform marker. 47 fetched pages carry it and not one of them is a Dealer.com site — they are Dealer Inspire (41), Motive (4), and DealerTower (2). It is the only dealer.com string on the DealerTower site.

One signal looks misleading and is reliable: sincrowebId appears for 23 dealers, all 23 running DealerOn. In all 80 fetched pages carrying it, it sits inside a dealeron_website_metadata block — a legacy Sincro identifier on a DealerOn site.

Fetching these sites

148 of 387 sites answer 403 to httpx. Retried with curl --http2 and a full Chrome header set, 143 of those 148 returned 200. Restricting to the 71 where the retry hit the identical hostname rather than following on to a corrected one, 66 returned 200. What httpx sends that draws the 403 was not isolated — TLS and HTTP-version fingerprinting is the hypothesis, untested.

Blocking is also intermittent: two Team Velocity hosts that served their homepage during the sweep answered 403 to the same request a day later. Retry before concluding a host is unreachable.

A few sites behind Cloudflare answer 200 with an empty body to any non-browser client; those were classified from their real domain instead.

Stale dealer URLs

Three rows the MBUSA API gets wrong, worth correcting upstream:

dealerissue
31123 Mercedes-Benz of Louisvilletafelmotors.com no longer belongs to the dealer and serves an unrelated gambling site; the dealer is at mblouisville.com
22176 Mercedes-Benz of Sycamorelisted as Bemis Imports; kunesmercedes.com titles itself "Kunes Mercedes-Benz of Sycamore" and mentions Bemis nowhere
70101 Mercedes-Benz of Ponceno url in the API at all; the dealer is at mercedesbenzofponce.com