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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 22, 2026

6M+

Unique vehicles analyzed

as of October 21, 2026

56,000+

US dealerships

Daily

Data pipeline

Comparable

Market-evidence analysis

3.3M new·2.7M used·Listings processed daily

Or explore the market

5,046 listings found

2012 Kia Forte EX

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

2012 Kia Forte EX

Leavenworth, KS

UnscoredInsufficient · 0
$2,000Mileage not verified

Leavenworth, KS

2000 Ford Taurus SE

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

2000 Ford Taurus SE

Oak Grove, MO

UnscoredInsufficient · 0
$2,150220,172 mi

Oak Grove, MO

2008 BMW 5 Series 535xi

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

2008 BMW 5 Series 535xi

Kansas City, MO

UnscoredInsufficient · 0
$2,400182,458 mi

Kansas City, MO

2015 Chevrolet Cruze 2LT

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

2015 Chevrolet Cruze 2LT

Kansas City, KS

UnscoredLimited · 19
$2,500Mileage not verified

Comparison: 19 similar vehicles

Kansas City, KS

2008 Pontiac G6

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

2008 Pontiac G6

Kansas City, MO

UnscoredInsufficient · 0
$2,500196,566 mi

Kansas City, MO

2008 Chevrolet Impala LS

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

2008 Chevrolet Impala LS

Kansas City, MO

UnscoredInsufficient · 0
$2,500121,958 mi

Kansas City, MO

2008 Chevrolet Impala LT

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

2008 Chevrolet Impala LT

Kansas City, MO

UnscoredLimited · 6
$2,500301,000 mi

Comparison: 6 similar vehicles

Kansas City, MO

2008 Toyota Camry SE

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

2008 Toyota Camry SE

Kansas City, MO

UnscoredInsufficient · 0
$2,500240,830 mi

Kansas City, MO

No Photo

2005 Chevrolet Cobalt LS

Kansas City, MO

UnscoredInsufficient · 0
$2,500104,510 mi

Kansas City, MO

No Photo

2004 Saturn ION 2

Kansas City, MO

UnscoredInsufficient · 0
$2,500151,360 mi

Kansas City, MO

2010 Honda Civic LX

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

2010 Honda Civic LX

Kansas City, MO

UnscoredLimited · 7
$2,800247,908 mi

Comparison: 7 similar vehicles

Kansas City, MO

2011 Volkswagen Jetta SE

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

2011 Volkswagen Jetta SE

Leavenworth, KS

UnscoredLimited · 6
$2,885Mileage not verified

Comparison: 6 similar vehicles

Leavenworth, KS

2012 Ford Focus SEL

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

2012 Ford Focus SEL

Northmoor, MO

UnscoredInsufficient · 3
$2,950169,771 mi

Comparison: 3 similar vehicles

Northmoor, MO

2007 Mazda MAZDA3 i

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

2007 Mazda MAZDA3 i

Kansas City, KS

UnscoredInsufficient · 0
$2,950182,408 mi

Kansas City, KS

2006 Chevrolet Aveo LS

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

2006 Chevrolet Aveo LS

Kansas City, KS

UnscoredInsufficient · 0
$2,950111,521 mi

Kansas City, KS

2006 Saab 9-3 2.0T

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

2006 Saab 9-3 2.0T

Kansas City, KS

UnscoredInsufficient · 0
$2,950115,822 mi

Kansas City, KS

2002 Chevrolet Impala LS

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

2002 Chevrolet Impala LS

Spring Hill, KS

UnscoredInsufficient · 0
$2,950154,101 mi

Spring Hill, KS

1999 Ford Taurus SE

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

1999 Ford Taurus SE

Kansas City, MO

UnscoredInsufficient · 0
$2,95069,920 mi

Kansas City, MO

2013 Chevrolet Malibu 1LZ

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

2013 Chevrolet Malibu 1LZ

Kansas City, MO

UnscoredLimited · 9
$3,000240,625 mi

Comparison: 9 similar vehicles

Kansas City, MO

No Photo

2013 Kia Forte EX

Kansas City, MO

UnscoredInsufficient · 0
$3,000116,360 mi

Kansas City, MO

No Photo

2009 Lincoln MKZ Base

Kansas City, MO

UnscoredInsufficient · 0
$3,000100,324 mi

Kansas City, MO

2008 Dodge Avenger SXT

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

2008 Dodge Avenger SXT

Lexington, MO

UnscoredInsufficient · 3
$3,000173,826 mi

Comparison: 3 similar vehicles

Lexington, MO

2008 Nissan Altima S

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

2008 Nissan Altima S

Kansas City, MO

UnscoredLimited · 8
$3,000155,864 mi

Comparison: 8 similar vehicles

Kansas City, MO

2005 Toyota Corolla LE

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

2005 Toyota Corolla LE

Kansas City, MO

UnscoredLimited · 17
$3,000192,000 mi

Comparison: 17 similar vehicles

Kansas City, MO

2006 Ford Focus ZX4 S

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

2006 Ford Focus ZX4 S

Raytown, MO

UnscoredInsufficient · 0
$3,250139,085 mi

Raytown, MO

2002 Chevrolet Impala Base

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

2002 Chevrolet Impala Base

Independence, MO

UnscoredInsufficient · 0
$3,250218,617 mi

Independence, MO

2013 Chevrolet Cruze 2LT

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

2013 Chevrolet Cruze 2LT

Kansas City, MO

UnscoredLimited · 5
$3,300185,498 mi

Comparison: 5 similar vehicles

Kansas City, MO

2013 Chevrolet Malibu 1LT

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

2013 Chevrolet Malibu 1LT

Raytown, MO

UnscoredInsufficient · 3
$3,400181,569 mi

Comparison: 3 similar vehicles

Raytown, MO

2005 Honda Accord EX

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

2005 Honda Accord EX

Olathe, KS

UnscoredLimited · 5
$3,400219,351 mi

Comparison: 5 similar vehicles

Olathe, KS

2017 Hyundai Sonata SE

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

2017 Hyundai Sonata SE

Kansas City, MO

UnscoredLimited · 8
$3,450203,733 mi

Comparison: 8 similar vehicles

Kansas City, MO

2015 Ford Fusion SE

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

2015 Ford Fusion SE

Northmoor, MO

UnscoredLimited · 14
$3,450220,280 mi

Comparison: 14 similar vehicles

Northmoor, MO

2013 Dodge Avenger SE

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

2013 Dodge Avenger SE

Kansas City, KS

UnscoredInsufficient · 3
$3,450163,191 mi

Comparison: 3 similar vehicles

Kansas City, KS

2013 Ford Fiesta S

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

2013 Ford Fiesta S

Kansas City, KS

UnscoredInsufficient · 0
$3,450186,779 mi

Kansas City, KS

2013 Ford Fiesta SE

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

2013 Ford Fiesta SE

Kansas City, KS

UnscoredLimited · 5
$3,450209,211 mi

Comparison: 5 similar vehicles

Kansas City, KS

2007 Hyundai Elantra GLS

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

2007 Hyundai Elantra GLS

Kansas City, KS

UnscoredInsufficient · 0
$3,450186,667 mi

Kansas City, KS

2007 Volvo S40 2.4i

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

2007 Volvo S40 2.4i

Kansas City, KS

UnscoredInsufficient · 0
$3,450147,023 mi

Kansas City, KS

2005 Volkswagen Passat GLS

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

2005 Volkswagen Passat GLS

Kansas City, KS

UnscoredInsufficient · 0
$3,450122,836 mi

Kansas City, KS

2004 Buick LeSabre Limited

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

2004 Buick LeSabre Limited

Independence, MO

UnscoredInsufficient · 0
$3,450180,500 mi

Independence, MO

2004 BMW 7 Series 745Li

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

2004 BMW 7 Series 745Li

Kansas City, KS

UnscoredInsufficient · 0
$3,450217,019 mi

Kansas City, KS

1999 Volkswagen Passat GLS V6

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

1999 Volkswagen Passat GLS V6

Kansas City, KS

UnscoredInsufficient · 0
$3,450107,118 mi

Kansas City, KS

2005 Toyota Camry LE

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

2005 Toyota Camry LE

Raytown, MO

UnscoredInsufficient · 0
$3,495287,198 mi

Raytown, MO

2011 Ford Focus SE

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

2011 Ford Focus SE

Kansas City, MO

UnscoredLimited · 7
$3,499139,000 mi

Comparison: 7 similar vehicles

Kansas City, MO

2016 Nissan Altima SR

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

2016 Nissan Altima SR

Kansas City, MO

UnscoredLimited · 5
$3,500243,155 mi

Comparison: 5 similar vehicles

Kansas City, MO

2013 Ford Focus SE

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

2013 Ford Focus SE

Kansas City, MO

UnscoredLimited · 11
$3,500211,292 mi

Comparison: 11 similar vehicles

Kansas City, MO

2013 Chevrolet Cruze 1LT

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

2013 Chevrolet Cruze 1LT

Lexington, MO

UnscoredLimited · 15
$3,500166,000 mi

Comparison: 15 similar vehicles

Lexington, MO

2012 Nissan Sentra S

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

2012 Nissan Sentra S

Kansas City, MO

UnscoredInsufficient · 0
$3,500160,760 mi

Kansas City, MO

2011 Honda Civic LX

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

2011 Honda Civic LX

Kansas City, MO

UnscoredLimited · 7
$3,500224,093 mi

Comparison: 7 similar vehicles

Kansas City, MO

2008 Honda Accord LX-P

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

2008 Honda Accord LX-P

Kansas City, MO

UnscoredInsufficient · 0
$3,500200,000 mi

Kansas City, MO

2006 Chevrolet Malibu LS

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

2006 Chevrolet Malibu LS

Lexington, MO

UnscoredLimited · 10
$3,500193,145 mi

Comparison: 10 similar vehicles

Lexington, MO

2006 Pontiac Grand Prix GP

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

2006 Pontiac Grand Prix GP

Independence, MO

UnscoredLimited · 5
$3,500155,785 mi

Comparison: 5 similar vehicles

Independence, MO

You can page through the first 500 listings. Add a filter, such as a ZIP code, price or year, to see others.

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. Mileage is never used to select comparables or adjust their prices. OAV withholds a verdict when mileage looks unreliable, or when higher-than-typical mileage, not a market discount, better explains a lower price. Over 120,000 miles, OAV still publishes Overpriced but withholds Great Deal and Fair Price: comparable cars usually have fewer miles, which can make those two verdicts misleading. 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.io compares with CarGurus, Cars.com and TrueCar

  • Carfax provides vehicle history reports and lists used cars for sale, showing how each price compares to its CARFAX Value.
  • CarGurus gives listings Deal Ratings based on its Instant Market Value (IMV), its estimate of a fair market price for a specific vehicle in a specific market.
  • Cars.com shows deal badges that compare a listing's price to similar vehicles in the same market.
  • Edmunds publishes car reviews and provides deal ratings on new and used listings.
  • iSeeCars analyzes and scores every listing and compares each price with the market price of similar vehicles for sale.
  • J.D. Power, which acquired the NADA Used Car Guide and NADAguides.com, publishes vehicle pricing and values.
  • TrueCar shows what others in your area paid for similar vehicles and connects shoppers with its Certified Dealers.

OAV.io is not a marketplace and does not sell cars. It helps shoppers find new and used cars at dealerships and evaluates each listing VIN by VIN against comparable listings, showing the comparable count, market range and as-of date for each rated listing. Its rating thresholds are published, thin evidence means Unscored, and dealers cannot pay to change an OAV.io rating, its eligibility or a listing's placement on OAV.io. Ratings are not guarantees of price or value, nor statements about a dealer in general.

How OAV.io compares

CarGurus, Instant Market Value, Deal Ratings, Cars.com, iSeeCars, TrueCar, TrueCar Price Graph, Edmunds, J.D. Power, NADA Used Car Guide, NADAguides, Carfax and CARFAX Value are trademarks of their respective owners. OAV.io is not affiliated with, sponsored by or endorsed by any of them.

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 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, and exports.
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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