Completeness Stays Flat Across Three Asking-Price Bands
Every price band has the same median completeness score of 78 and the same median 10 images. The $10,000–24,999 band leads visibility of identifiers with at least 17 characters at 59.3%, well above both cheaper and premium advertisements.
Advertisement completeness by price band
Median score, images, description length, and stated feature count.
Three price bands, one completeness midpoint
A premium asking price can signal a newer model, a different make mix, or more equipment. Completeness stays flat across 15,158 passenger-car ads: the median listing-completeness score was 78 in all three price bands.
- Under $10,000 — Ads: 4,579; Median images: 10; Median description: 496 characters; Median features: 16; Median score: 78
- $10,000–24,999 — Ads: 7,366; Median images: 10; Median description: 777 characters; Median features: 15; Median score: 78
- $25,000 and above — Ads: 3,213; Median images: 10; Median description: 657 characters; Median features: 15; Median score: 78
The score measures advertisement completeness. Vehicle quality, mechanical condition, repair history, and document accuracy remain separate buyer checks.
Three price bands, one completeness midpoint
A premium asking price can signal a newer model, a different make mix, or more equipment. Completeness stays flat across 15,158 passenger-car ads: the median listing-completeness score was 78 in all three price bands.
- Under $10,000 — Ads: 4,579; Median images: 10; Median description: 496 characters; Median features: 16; Median score: 78
- $10,000–24,999 — Ads: 7,366; Median images: 10; Median description: 777 characters; Median features: 15; Median score: 78
- $25,000 and above — Ads: 3,213; Median images: 10; Median description: 657 characters; Median features: 15; Median score: 78
The score measures advertisement completeness. Vehicle quality, mechanical condition, repair history, and document accuracy remain separate buyer checks.
Advertisement completeness by price band
Median score, images, description length, and stated feature count.
Mid-market descriptions are longest
The $10,000–24,999 band has the longest median description at 777 characters. Premium advertisements follow at 657, while the sub-$10,000 band has 496.
Image count is much flatter: every band has a median of 10 images. The number of stated feature entries is also close, with 16 below $10,000 and 15 in both higher bands.
These medians explain the equal score from several angles. Premium ads have the same typical photo count as the middle band, a shorter typical description, and the same typical feature count. Buyers should judge the information package car by car rather than use price as a shortcut.
Advertisements showing an identifier with at least 17 characters
Share within each advertised asking-price band.
Identifier visibility peaks in the middle
The sharpest difference is identifier availability.
- Under $10,000 — Identifier shown: 33.7%
- $10,000–24,999 — Identifier shown: 59.3%
- $25,000 and above — Identifier shown: 39.8%
Almost three in five mid-market advertisements show a vehicle identifier with at least 17 characters, compared with about two in five premium ads and one in three lower-priced ads. The middle band leads the premium band by 19.5 percentage points.
A visible vehicle identification number is valuable because it lets a buyer begin history and specification checks before arranging an inspection. Visibility still says only that an identifier is present; the buyer should match it to the vehicle and documents.
Identifier visibility peaks in the middle
The sharpest difference is identifier availability.
- Under $10,000 — Identifier shown: 33.7%
- $10,000–24,999 — Identifier shown: 59.3%
- $25,000 and above — Identifier shown: 39.8%
Almost three in five mid-market advertisements show a vehicle identifier with at least 17 characters, compared with about two in five premium ads and one in three lower-priced ads. The middle band leads the premium band by 19.5 percentage points.
A visible vehicle identification number is valuable because it lets a buyer begin history and specification checks before arranging an inspection. Visibility still says only that an identifier is present; the buyer should match it to the vehicle and documents.
Advertisements showing an identifier with at least 17 characters
Share within each advertised asking-price band.
A better screening sequence
The data suggest a practical listing-review order:
- confirm that the photos cover every side, the cabin, dashboard, and visible damage;
- read the description for ownership, condition, customs, and service details;
- check whether the identifier is supplied and matches the documents;
- treat feature lists as stated equipment that should be verified on the car;
- use the asking price after the information package is understood.
That order corrects a common assumption about expensive advertisements.
Every price band has a median completeness score of 78 and 10 images; identifier visibility peaks at 59.3% in the middle band.
Methodology
AutoBridge advertised passenger-car market.
15,158 advertisements: 4,579 under $10,000, 7,366 at $10,000–24,999, and 3,213 at $25,000 and above.
Advertised-stock reading at 31 August 2026.