Ranked shortlist · 10 of 46 car repair and service shops
Best car repair and service shops in Biên Hòa
The 10 most notable car repair and service shops in Biên Hòa, 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
Auto365 Biên Hòa
K8 Đ. Võ Thị Sáu
listed by Meta and Overture Maps Foundation · record has a website, a phone and an address · Overture confidence 0.99 · rank score 2.380, percentile 100 of 46
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2
Garage Tài Sơn
80 Tổ 1B Khu phố 12
listed by Meta and Overture Maps Foundation · record has a website, a phone and an address · Overture confidence 0.98 · rank score 2.330, percentile 97.78 of 46
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3
Z1 Auto Center Bien Hoa
546 Đ. Trần Quốc Toản
listed by Meta and Overture Maps Foundation · record has a website, a phone and an address · Overture confidence 0.98 · rank score 2.277, percentile 95.56 of 46
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4
Hai Le Auto
738/149 Khu phố 6
listed by Meta and Overture Maps Foundation · record has a website, a phone and an address · Overture confidence 0.97 · rank score 2.271, percentile 93.33 of 46
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5
Garage Auto An Phong
9 Đường số 24
listed by Meta and Overture Maps Foundation · record has a website, a phone and an address · Overture confidence 0.97 · rank score 2.267, percentile 91.11 of 46
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6
Autodonganh
21 Đ. Trương Định
listed by Meta and Overture Maps Foundation · record has a website, a phone and an address · Overture confidence 0.97 · rank score 2.250, percentile 88.89 of 46
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7
Thuận Tiến Car Service
12 Đường Số 8
listed by Meta and Overture Maps Foundation · record has a website, a phone and an address · Overture confidence 0.97 · rank score 2.248, percentile 86.67 of 46
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8
Auto365 Quận 9
330 Hoàng Hữu Nam
listed by Meta and Overture Maps Foundation · record has a website, a phone and an address · Overture confidence 0.97 · rank score 2.230, percentile 84.44 of 46
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9
Keramic Đồng Nai AutoSpa
Xa lộ Hà nội
listed by Meta and Overture Maps Foundation · record has a website, a phone and an address · Overture confidence 0.97 · rank score 2.230, percentile 82.22 of 46
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10
TH Autocar Biên Hòa - Phụ kiện công nghệ xe hơi
K20 Đường N3
listed by Meta and Overture Maps Foundation · record has a website, a phone and an address · Overture confidence 0.97 · rank score 2.214, percentile 80 of 46
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).