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Ranked shortlist · 10 of 11 vehicle service centers
Best vehicle service centers in Tijuana
The 10 most notable vehicle service centers in Tijuana, in rank order. The order is curation quality — how well attested and how complete each record is — not popularity, and no place on this list paid to be on it.
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1
Alchemy Motorcycles
691 Anita St suite A
listed by Meta and Overture Maps Foundation · record has a website, a phone and an address · Overture confidence 0.98 · rank score 1.331, percentile 100 of 11
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2
Motocicletas De Avila
Av. Félix Parra 1494-3
listed by Meta and Overture Maps Foundation · record has a website, a phone and an address · Overture confidence 0.98 · rank score 1.296, percentile 90 of 11
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3
GR Motocicletas
Av. Alejandro Von Humboldt 17614-Loc 5
listed by Meta and Overture Maps Foundation · record has a website, a phone and an address · Overture confidence 0.95 · rank score 1.067, percentile 80 of 11
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4
Miller Marine Inc
2275 Manya St
listed by BrightQuery and Overture Maps Foundation · record has a website, a phone and an address · Overture confidence 0.95 · rank score 1.043, percentile 70 of 11
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5
Moto Servicios Betancour
Canon de la piedrera 120, Cañón de la Piedrera, Tijuana Baja California 22000, Canon de la Piedrera 120
listed by Meta and Overture Maps Foundation · record has a website, a phone and an address · Overture confidence 0.95 · rank score 1.020, percentile 60 of 11
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6
SOS Services USA
195 Mace St Ste D
listed by Microsoft and Overture Maps Foundation · record has a website, a phone and an address · Overture confidence 0.92 · rank score 0.777, percentile 50 of 11
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7
Budget Towing Inc.
3167 Beyer Blvd
listed by Microsoft and Overture Maps Foundation · record has a website, a phone and an address · Overture confidence 0.92 · rank score 0.777, percentile 40 of 11
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8
Boat Yard San Diego
5662 Otay Valley Road Yard #7
listed by Meta and Overture Maps Foundation · record has a website, a phone and an address · Overture confidence 0.92 · rank score 0.777, percentile 30 of 11
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9
Taller Motomex
Ixtapa
listed by Meta and Overture Maps Foundation · record has a phone and an address · Overture confidence 0.98 · rank score 0.733, percentile 20 of 11
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10
La Harley de los Alamos
Cam. Vecinal 425-D
listed by Meta and Overture Maps Foundation · record has a phone and an address · Overture confidence 0.96 · rank score 0.613, percentile 10 of 11
How this list is made
Every place in this group was scored by the same model, with each term z-normalised inside the group and capped, so a famous chain cannot win by being famous everywhere. The weights, verbatim:
- attestation by independent providers
- +0.35
- record completeness (website, phone, address)
- +0.25
- Overture existence confidence
- +0.20
- Michelin designation (Wikidata, CC0)
- +0.40
- brand fame (Wikidata sitelinks)
- −0.15
- same-name chain collision
- −0.30
Curation quality, not popularity: how well attested and how complete a record is.
No licensable popularity signal; this ranks curation quality, not taste
Independent check: 5,951 places listed in Wikivoyage (CC BY-SA 4.0; validation only, never published or scored) were matched to our records by name within 250 m. Across the 5,651 that fall in groups of at least 10, the median matched place sits at percentile 73 and 24.2% are in the top decile, against 10% by chance; five families have enough anchors to report (arts, food and drink, lodging, shopping, sport), while health care (5), lifestyle services (17), travel (26) have too few and are not validated. A match needs both the guide and the catalogue to name the same place, which favours well-attested places — a term this rank itself rewards — so these are lower bounds; Michelin's 528 in-group anchors have a median percentile of 100, but that is partly circular: across the Wikivoyage matches, the 17 that also carry the designation term this rank scores sit at 99.93, against 72.55 for the 5,934 without it.
The catalogue carries no rating, review count, price or opening hours, so this file has none.
Nobody paid for placement: no ads, no sponsored results, no ratings for sale.
Data: AllThePlaces (CC0-1.0), BrightQuery (CDLA-Permissive-2.0), DAC (CDLA-Permissive-2.0), Foursquare Open Source Places (Apache-2.0), Meta (CDLA-Permissive-2.0), Microsoft (CDLA-Permissive-2.0), Overture Maps Foundation (CDLA-Permissive-2.0), PinMeTo (CDLA-Permissive-2.0), RenderSEO (CDLA-Permissive-2.0).