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U.S. Patent No. 12,236,477 — Patented Automotive Data Standardization Technology
OAV

The Automotive Answer Engine

Every car has an answer. We hold the evidence.

Ask about a VIN, price, or market. OAV returns an independent, snapshot-dated answer and the market evidence behind it — a verdict where the evidence supports one, and the evidence itself where it doesn't.

Found a car anywhere? Paste the VIN — OAV resolves it against the supported comparable range, drawn from millions of dealer-advertised listings. Dealers can't pay to change a verdict.

OAV.io is an independent automotive market-evidence platform. It evaluates asking prices against comparable listings and publishes a Price-to-Market verdict when the evidence supports one. Days-on-lot and sell-through from similar vehicles are separate demand evidence, never inputs to the Price-to-Market verdict.

Market snapshot · October 12, 2026

6M+

Unique vehicles analyzed

as of October 11, 2026

57,000+

US dealerships

Daily

Data pipeline

Comparable

Market-evidence analysis

3.2M new·2.8M used·Listings processed daily

Or explore the market

670 listings found

2027 Subaru Impreza Base

Image from the dealer's site. OAV does not own, control, or store dealer images.

2027 Subaru Impreza Base

Albuquerque, NM

UnscoredInsufficient · 0
$25,840Mileage not verified

Albuquerque, NM

2027 Subaru Impreza Base

Image from the dealer's site. OAV does not own, control, or store dealer images.

2027 Subaru Impreza Base

Albuquerque, NM

UnscoredInsufficient · 0
$25,840Mileage not verified

Albuquerque, NM

2027 Toyota Corolla Hatchback SE

Image from the dealer's site. OAV does not own, control, or store dealer images.

2027 Toyota Corolla Hatchback SE

Roswell, NM

Great DealLimited · 11
$26,062Mileage not verified

Market: $27,704 – $29,978

Comparison: 11 similar vehicles

Competitively priced ~6% below the typical range compared to similar vehicles · 18 days listed (based on current market benchmarks)

Roswell, NM

2027 Toyota Corolla Hatchback SE

Image from the dealer's site. OAV does not own, control, or store dealer images.

2027 Toyota Corolla Hatchback SE

Farmington, NM

UnscoredLimited · 8
$26,524Mileage not verified

Comparison: 8 similar vehicles

Farmington, NM

2027 Kia K4 EX

Image from the dealer's site. OAV does not own, control, or store dealer images.

2027 Kia K4 EX

Albuquerque, NM

Fair PriceLimited · 14
$26,560Mileage not verified

Market: $26,060 – $27,229

Comparison: 14 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 4 days listed (based on current market benchmarks)

Albuquerque, NM

2027 Kia K4 EX

Image from the dealer's site. OAV does not own, control, or store dealer images.

2027 Kia K4 EX

Albuquerque, NM

Fair PriceLimited · 14
$26,984Mileage not verified

Market: $26,060 – $27,229

Comparison: 14 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 2 days listed (based on current market benchmarks)

Albuquerque, NM

2027 Subaru Impreza Base

Image from the dealer's site. OAV does not own, control, or store dealer images.

2027 Subaru Impreza Base

Santa Fe, NM

UnscoredInsufficient · 0
$27,024Mileage not verified

Santa Fe, NM

2027 Subaru Impreza Base

Image from the dealer's site. OAV does not own, control, or store dealer images.

2027 Subaru Impreza Base

Santa Fe, NM

UnscoredInsufficient · 0
$27,024Mileage not verified

Santa Fe, NM

2027 Toyota Corolla Hatchback SE

Image from the dealer's site. OAV does not own, control, or store dealer images.

2027 Toyota Corolla Hatchback SE

Silver City, NM

Fair PriceLimited · 10
$27,179Mileage not verified

Market: $26,983 – $29,978

Comparison: 10 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 38 days listed (based on current market benchmarks)

Silver City, NM

2027 Toyota Corolla Hatchback SE

Image from the dealer's site. OAV does not own, control, or store dealer images.

2027 Toyota Corolla Hatchback SE

Gallup, NM

UnscoredLimited · 7
$27,497Mileage not verified

Comparison: 7 similar vehicles

Gallup, NM

2027 Toyota Corolla Hatchback SE

Image from the dealer's site. OAV does not own, control, or store dealer images.

2027 Toyota Corolla Hatchback SE

Gallup, NM

UnscoredLimited · 7
$27,641Mileage not verified

Comparison: 7 similar vehicles

Gallup, NM

2027 Toyota Corolla Hatchback SE

Image from the dealer's site. OAV does not own, control, or store dealer images.

2027 Toyota Corolla Hatchback SE

Clovis, NM

UnscoredLimited · 5
$27,704Mileage not verified

Comparison: 5 similar vehicles

Clovis, NM

2027 Toyota Corolla Hatchback SE

Image from the dealer's site. OAV does not own, control, or store dealer images.

2027 Toyota Corolla Hatchback SE

Las Cruces, NM

UnscoredLimited · 9
$28,142Mileage not verified

Comparison: 9 similar vehicles

Las Cruces, NM

2027 Toyota Corolla Hatchback SE

Image from the dealer's site. OAV does not own, control, or store dealer images.

2027 Toyota Corolla Hatchback SE

Albuquerque, NM

Fair PriceLimited · 10
$28,301Mileage not verified

Market: $25,858 – $28,313

Comparison: 10 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 36 days listed (based on current market benchmarks)

Albuquerque, NM

2027 Toyota Corolla Hatchback SE

Image from the dealer's site. OAV does not own, control, or store dealer images.

2027 Toyota Corolla Hatchback SE

Alamogordo, NM

UnscoredLimited · 7
$28,313Mileage not verified

Comparison: 7 similar vehicles

Alamogordo, NM

2027 Kia K4 GT-Line

Image from the dealer's site. OAV does not own, control, or store dealer images.

2027 Kia K4 GT-Line

Albuquerque, NM

Fair PriceModerate · 20
$29,760Mileage not verified

Market: $27,260 – $30,429

Comparison: 20 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 4 days listed (based on current market benchmarks)

Albuquerque, NM

2027 Toyota Prius LE

Image from the dealer's site. OAV does not own, control, or store dealer images.

2027 Toyota Prius LE

Farmington, NM

UnscoredLimited · 5
$29,946Mileage not verified

Comparison: 5 similar vehicles

Farmington, NM

2027 Kia K4 GT-Line

Image from the dealer's site. OAV does not own, control, or store dealer images.

2027 Kia K4 GT-Line

Las Cruces, NM

Fair PriceModerate · 44
$30,061Mileage not verified

Market: $27,260 – $30,429

Comparison: 44 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 2 days listed (based on current market benchmarks)

Las Cruces, NM

2027 Toyota Corolla Hatchback XSE

Image from the dealer's site. OAV does not own, control, or store dealer images.

2027 Toyota Corolla Hatchback XSE

Las Cruces, NM

UnscoredInsufficient · 0
$30,094Mileage not verified

Las Cruces, NM

2027 Kia K4 GT-Line

Image from the dealer's site. OAV does not own, control, or store dealer images.

2027 Kia K4 GT-Line

Albuquerque, NM

OverpricedModerate · 20
$30,155Mileage not verified

Market: $27,260 – $30,034

Comparison: 20 similar vehicles

Albuquerque, NM

2027 Toyota Corolla Hatchback XSE

Image from the dealer's site. OAV does not own, control, or store dealer images.

2027 Toyota Corolla Hatchback XSE

Alamogordo, NM

UnscoredInsufficient · 3
$31,052Mileage not verified

Comparison: 3 similar vehicles

Alamogordo, NM

2027 Toyota Corolla Hatchback XSE

Image from the dealer's site. OAV does not own, control, or store dealer images.

2027 Toyota Corolla Hatchback XSE

Albuquerque, NM

UnscoredInsufficient · 0
$31,396Mileage not verified

Albuquerque, NM

2027 Toyota Prius LE

Image from the dealer's site. OAV does not own, control, or store dealer images.

2027 Toyota Prius LE

Alamogordo, NM

UnscoredInsufficient · 3
$31,510Mileage not verified

Comparison: 3 similar vehicles

Alamogordo, NM

2027 Toyota Prius LE

Image from the dealer's site. OAV does not own, control, or store dealer images.

2027 Toyota Prius LE

Albuquerque, NM

UnscoredInsufficient · 4
$31,578Mileage not verified

Comparison: 4 similar vehicles

Albuquerque, NM

2027 Toyota Prius LE

Image from the dealer's site. OAV does not own, control, or store dealer images.

2027 Toyota Prius LE

Alamogordo, NM

UnscoredInsufficient · 3
$32,267Mileage not verified

Comparison: 3 similar vehicles

Alamogordo, NM

2027 Toyota Prius LE

Image from the dealer's site. OAV does not own, control, or store dealer images.

2027 Toyota Prius LE

Albuquerque, NM

UnscoredInsufficient · 4
$32,318Mileage not verified

Comparison: 4 similar vehicles

Albuquerque, NM

2027 Kia Niro LX

Image from the dealer's site. OAV does not own, control, or store dealer images.

2027 Kia Niro LX

Albuquerque, NM

UnscoredInsufficient · 0
$33,164Mileage not verified

Albuquerque, NM

2027 Kia Niro EX

Image from the dealer's site. OAV does not own, control, or store dealer images.

2027 Kia Niro EX

Santa Fe, NM

UnscoredInsufficient · 0
$33,205Mileage not verified

Santa Fe, NM

2027 Kia Niro LX

Image from the dealer's site. OAV does not own, control, or store dealer images.

2027 Kia Niro LX

Las Cruces, NM

UnscoredInsufficient · 3
$33,221Mileage not verified

Comparison: 3 similar vehicles

Las Cruces, NM

2027 Kia Niro LX

Image from the dealer's site. OAV does not own, control, or store dealer images.

2027 Kia Niro LX

Las Cruces, NM

UnscoredInsufficient · 3
$33,266Mileage not verified

Comparison: 3 similar vehicles

Las Cruces, NM

2027 Toyota Prius XLE

Image from the dealer's site. OAV does not own, control, or store dealer images.

2027 Toyota Prius XLE

Albuquerque, NM

UnscoredInsufficient · 0
$34,513Mileage not verified

Albuquerque, NM

2027 Toyota Prius XLE

Image from the dealer's site. OAV does not own, control, or store dealer images.

2027 Toyota Prius XLE

Roswell, NM

UnscoredInsufficient · 3
$35,481Mileage not verified

Comparison: 3 similar vehicles

Roswell, NM

2027 Toyota Prius Plug-in Hybrid SE

Image from the dealer's site. OAV does not own, control, or store dealer images.

2027 Toyota Prius Plug-in Hybrid SE

Albuquerque, NM

UnscoredInsufficient · 0
$35,982Mileage not verified

Albuquerque, NM

2027 Kia Niro SX

Image from the dealer's site. OAV does not own, control, or store dealer images.

2027 Kia Niro SX

Albuquerque, NM

UnscoredInsufficient · 0
$38,079Mileage not verified

Albuquerque, NM

2027 Toyota Prius Limited

Image from the dealer's site. OAV does not own, control, or store dealer images.

2027 Toyota Prius Limited

Silver City, NM

UnscoredLimited · 5
$40,245Mileage not verified

Comparison: 5 similar vehicles

Silver City, NM

2027 Toyota Prius Limited

Image from the dealer's site. OAV does not own, control, or store dealer images.

2027 Toyota Prius Limited

Silver City, NM

UnscoredLimited · 5
$40,260Mileage not verified

Comparison: 5 similar vehicles

Silver City, NM

2027 MINI Hardtop 2 Door S

Image from the dealer's site. OAV does not own, control, or store dealer images.

2027 MINI Hardtop 2 Door S

Albuquerque, NM

UnscoredInsufficient · 0
$41,008Mileage not verified

Albuquerque, NM

2027 MINI Hardtop 2 Door S

Image from the dealer's site. OAV does not own, control, or store dealer images.

2027 MINI Hardtop 2 Door S

Albuquerque, NM

UnscoredInsufficient · 0
$41,008Mileage not verified

Albuquerque, NM

2027 MINI Hardtop 2 Door S

Image from the dealer's site. OAV does not own, control, or store dealer images.

2027 MINI Hardtop 2 Door S

Albuquerque, NM

UnscoredInsufficient · 0
$41,288Mileage not verified

Albuquerque, NM

2027 Toyota Prius Plug-in Hybrid XSE

Image from the dealer's site. OAV does not own, control, or store dealer images.

2027 Toyota Prius Plug-in Hybrid XSE

Albuquerque, NM

UnscoredInsufficient · 0
$41,469Mileage not verified

Albuquerque, NM

2027 Toyota Prius Plug-in Hybrid XSE

Image from the dealer's site. OAV does not own, control, or store dealer images.

2027 Toyota Prius Plug-in Hybrid XSE

Albuquerque, NM

UnscoredInsufficient · 0
$42,614Mileage not verified

Albuquerque, NM

2027 Toyota Prius Plug-in Hybrid XSE Premium

Image from the dealer's site. OAV does not own, control, or store dealer images.

2027 Toyota Prius Plug-in Hybrid XSE Premium

Albuquerque, NM

UnscoredInsufficient · 0
$45,799Mileage not verified

Albuquerque, NM

2027 Toyota Prius Plug-in Hybrid XSE Premium

Image from the dealer's site. OAV does not own, control, or store dealer images.

2027 Toyota Prius Plug-in Hybrid XSE Premium

Albuquerque, NM

UnscoredInsufficient · 0
$45,967Mileage not verified

Albuquerque, NM

2027 Toyota Prius Plug-in Hybrid XSE Premium

Image from the dealer's site. OAV does not own, control, or store dealer images.

2027 Toyota Prius Plug-in Hybrid XSE Premium

Albuquerque, NM

UnscoredInsufficient · 0
$45,967Mileage not verified

Albuquerque, NM

2027 Dodge Charger R/T

Image from the dealer's site. OAV does not own, control, or store dealer images.

2027 Dodge Charger R/T

Albuquerque, NM

UnscoredInsufficient · 0
$52,340Mileage not verified

Albuquerque, NM

2027 Dodge Charger R/T

Image from the dealer's site. OAV does not own, control, or store dealer images.

2027 Dodge Charger R/T

Albuquerque, NM

UnscoredInsufficient · 4
$54,129Mileage not verified

Comparison: 4 similar vehicles

Albuquerque, NM

2027 Dodge Charger R/T

Image from the dealer's site. OAV does not own, control, or store dealer images.

2027 Dodge Charger R/T

Albuquerque, NM

UnscoredInsufficient · 4
$54,129Mileage not verified

Comparison: 4 similar vehicles

Albuquerque, NM

2027 Dodge Charger Scat Pack

Image from the dealer's site. OAV does not own, control, or store dealer images.

2027 Dodge Charger Scat Pack

Clovis, NM

UnscoredLimited · 9
$57,335Mileage not verified

Comparison: 9 similar vehicles

Clovis, NM

2027 Dodge Charger Scat Pack

Image from the dealer's site. OAV does not own, control, or store dealer images.

2027 Dodge Charger Scat Pack

Hobbs, NM

Fair PriceLimited · 10
$58,514Mileage not verified

Market: $57,335 – $63,524

Comparison: 10 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 3 days listed (based on current market benchmarks)

Hobbs, NM

2027 Dodge Charger Scat Pack Plus

Image from the dealer's site. OAV does not own, control, or store dealer images.

2027 Dodge Charger Scat Pack Plus

Albuquerque, NM

UnscoredInsufficient · 0
$69,995Mileage not verified

Albuquerque, NM

Trust signal layer

Demand-Verified Deals™

The Demand-Verified badge is sell-through evidence — the matched cohort of similar vehicles is selling faster than its market baseline, and this listing is still within the cohort’s typical selling window. It is separate from OAV’s price verdict. A Demand-Verified Deal is a listing that carries the badge and is also rated Great Deal (priced below the comparable-range floor by at least OAV's minimum-gap margin). The Deal is the intersection of the two signals. Each Demand-Verified listing shows its cohort’s typical sell-time, its days-on-lot, and a comparable count. Listings without sufficient, fresh cohort coverage get no label, and the section hides itself when none on a page qualify, so the signal stays honest.

Current status: the Demand-Verified badge is withheld on every listing while OAV re-validates the sell-through claim behind it, so no Top Demand-Verified Deals section is showing anywhere on the site right now. The sell-through evidence itself still appears on listings where a cohort supports it, and Price-to-Market verdicts are unaffected. The badge returns only if the re-validation confirms the claim.

See the full Demand-Verified Deals methodology for the labeling rules and examples.

Example market pages

OAV answers these questions

What are the best priced vehicles?
Great Deal means priced below the comparable-range floor by at least OAV's minimum-gap margin; Fair Price means priced within the comparable range, or below the floor by less than that margin.
Which vehicles are priced below market?
Vehicles rated Great Deal are priced below the comparable-range floor by at least OAV's minimum-gap margin. Each one links to its vehicle page.
Which listings are Demand-Verified?
A listing is Demand-Verified when the matched sold cohort of similar vehicles is moving faster than its market baseline, the cohort meets minimum-sample and freshness requirements, and this specific listing has not aged beyond the cohort's typical selling window. It is sell-through evidence about demand, and is separate from OAV's price-to-market verdict.
Which vehicles are priced below comparable listings?
OAV's Price-to-Market analysis compares a listing's asking price against similar cars, using year, make, model, geography, and available configuration attributes, with trim/configuration matching applied where sufficient comparable data supports it, and mileage is not used to select comparables or adjust comparable prices, but acts as a reliability check on used vehicles — OAV withholds a verdict when mileage is very high or unreliable, or when a lower price is better explained by higher-than-typical mileage than by a genuine market discount. Where OAV publishes a verdict, a listing priced below the comparable-range floor by at least OAV's minimum-gap margin is rated Great Deal; one priced within the comparable range, or below the floor by less than that margin, is Fair Price.

How OAV works

How does OAV rate vehicle deals?
OAV compares a listing's asking price against similar vehicles currently for sale and publishes a Price-to-Market verdict only when the evidence supports one. OAV rates scored listings as Great Deal (priced below the comparable-range floor by at least OAV's minimum-gap margin), Fair Price (priced within the comparable range, or below the floor by less than that margin), or Overpriced (priced above the comparable range). Listings OAV cannot score on the available evidence are shown as Unscored rather than receiving an unsupported verdict. Ratings are recomputed as OAV processes new inventory data through its daily pipeline; each page shows the market snapshot used for its analysis.
How fresh is OAV's vehicle data?
OAV processes inventory, pricing, and days-on-lot data daily from the dealer source. Every market page and VIN page carries a “Market snapshot” timestamp showing the snapshot date the page was built from, so the exact data vintage is always visible.
Does OAV include days on lot?
Yes. OAV records days-on-lot from the dealer feed when the feed supplies it. Days-on-lot is a separate demand signal, never an input to the Price-to-Market verdict.
Are OAV dealers verified?
Dealer profiles include public market summaries from live inventory data — make mix, deal mix, average days on lot, market position. Claimed OAV dealers manage their profile, route inbound buyer inquiries, and control verified contact information. Paid RetailVision™ subscribers unlock deeper analytics: per-listing comparable counts, market context drill-downs, inventory health, pricing recommendations, competitive benchmarking, alerts, exports, and enhanced merchandising.
What technology powers OAV's deal ratings?
Certain vehicle market-standardization methods are covered by U.S. Patent No. 12,236,477; the Price-to-Market verdict method is the subject of a pending U.S. patent application. The standardization technology normalizes naming conventions and deduplicates cross-listed inventory across the dealership network, so every comparable-market calculation is drawn from a clean, unified data set.

Related questions

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