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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 21, 2026

6M+

Unique vehicles analyzed

as of October 20, 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

4,252 listings found

2012 Nissan Altima S

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

2012 Nissan Altima S

Cincinnati, OH

UnscoredLimited · 6
$1,500Mileage not verified

Comparison: 6 similar vehicles

Cincinnati, OH

2011 Chevrolet Malibu 2LT

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

2011 Chevrolet Malibu 2LT

Sellersburg, IN

UnscoredModerate · 20
$1,650205,712 mi

Comparison: 20 similar vehicles

Sellersburg, IN

2010 BMW 5 Series 528i

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

2010 BMW 5 Series 528i

Sparta, KY

UnscoredInsufficient · 0
$1,750225,423 mi

Sparta, KY

2001 Jaguar S-Type V6

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

2001 Jaguar S-Type V6

Sparta, KY

UnscoredInsufficient · 0
$1,750Mileage not verified

Sparta, KY

2005 Ford Taurus SE

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

2005 Ford Taurus SE

Jeffersonville, IN

UnscoredInsufficient · 0
$1,899150,000 mi

Jeffersonville, IN

2010 Chevrolet Cobalt LT

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

2010 Chevrolet Cobalt LT

Cincinnati, OH

UnscoredInsufficient · 4
$1,900348,291 mi

Comparison: 4 similar vehicles

Cincinnati, OH

2009 Chevrolet Cobalt LT

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

2009 Chevrolet Cobalt LT

Georgetown, KY

UnscoredLimited · 9
$1,900252,740 mi

Comparison: 9 similar vehicles

Georgetown, KY

2008 Nissan Sentra 2.0 S

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

2008 Nissan Sentra 2.0 S

Jeffersontown, KY

UnscoredInsufficient · 3
$1,950214,324 mi

Comparison: 3 similar vehicles

Jeffersontown, KY

2006 Saturn ION 2

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

2006 Saturn ION 2

Louisville, KY

UnscoredInsufficient · 0
$1,995211,960 mi

Louisville, KY

2006 Kia Spectra EX

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

2006 Kia Spectra EX

Sellersburg, IN

UnscoredInsufficient · 0
$1,995221,106 mi

Sellersburg, IN

2000 Toyota Corolla LE

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

2000 Toyota Corolla LE

Florence, KY

UnscoredInsufficient · 0
$2,299219,812 mi

Florence, KY

2002 Acura TL Type-S

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

2002 Acura TL Type-S

Sellersburg, IN

UnscoredInsufficient · 0
$2,496237,076 mi

Sellersburg, IN

2012 Ford Fusion SE

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

2012 Ford Fusion SE

Florence, KY

Salvage title
$2,499170,000 mi

Florence, KY

2010 Ford Fusion SEL

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

2010 Ford Fusion SEL

Georgetown, KY

UnscoredModerate · 30
$2,500242,703 mi

Comparison: 30 similar vehicles

Georgetown, KY

2010 Hyundai Sonata GLS

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

2010 Hyundai Sonata GLS

Sellersburg, IN

UnscoredLimited · 8
$2,650210,696 mi

Comparison: 8 similar vehicles

Sellersburg, IN

2003 Hyundai Sonata V6

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

2003 Hyundai Sonata V6

Crittenden, KY

Salvage title
$2,689215,440 mi

Crittenden, KY

2012 Ford Focus S

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

2012 Ford Focus S

Jeffersonville, IN

UnscoredInsufficient · 0
$2,725175,960 mi

Jeffersonville, IN

2006 Buick LaCrosse CXL

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

2006 Buick LaCrosse CXL

Walton, KY

UnscoredInsufficient · 0
$2,800187,127 mi

Walton, KY

2011 Ford Fusion SE

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

2011 Ford Fusion SE

Cincinnati, OH

UnscoredLimited · 7
$2,900174,291 mi

Comparison: 7 similar vehicles

Cincinnati, OH

2005 Mazda MAZDA3 I

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

2005 Mazda MAZDA3 I

Jeffersontown, KY

UnscoredInsufficient · 3
$2,950174,002 mi

Comparison: 3 similar vehicles

Jeffersontown, KY

2013 Hyundai Elantra GLS

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

2013 Hyundai Elantra GLS

Louisville, KY

UnscoredRobust · 57
$2,995169,035 mi

Comparison: 57 similar vehicles

Louisville, KY

2009 Dodge Avenger SXT

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

2009 Dodge Avenger SXT

Scottsburg, IN

UnscoredInsufficient · 3
$2,995179,642 mi

Comparison: 3 similar vehicles

Scottsburg, IN

2009 Toyota Corolla S

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

2009 Toyota Corolla S

Sellersburg, IN

UnscoredLimited · 6
$2,995182,068 mi

Comparison: 6 similar vehicles

Sellersburg, IN

No Photo

2004 Toyota Camry Standard

Sellersburg, IN

UnscoredInsufficient · 0
$2,995169,525 mi

Sellersburg, IN

No Photo

2003 Toyota Camry XLE

Sellersburg, IN

UnscoredInsufficient · 4
$2,995217,270 mi

Comparison: 4 similar vehicles

Sellersburg, IN

2002 Lexus ES 300

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

2002 Lexus ES 300

Sellersburg, IN

UnscoredInsufficient · 4
$2,995159,890 mi

Comparison: 4 similar vehicles

Sellersburg, IN

2011 Ford Taurus SE

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

2011 Ford Taurus SE

Greensburg, IN

UnscoredInsufficient · 0
$2,999264,012 mi

Greensburg, IN

2001 Mercury Sable LS

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

2001 Mercury Sable LS

Greensburg, IN

UnscoredInsufficient · 0
$2,999161,687 mi

Greensburg, IN

2001 Toyota Avalon XL

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

2001 Toyota Avalon XL

Florence, KY

Salvage title
$2,999215,074 mi

Florence, KY

2016 Chrysler 200 Limited

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

2016 Chrysler 200 Limited

Jeffersonville, IN

UnscoredModerate · 28
$3,000187,848 mi

Comparison: 28 similar vehicles

Jeffersonville, IN

2011 Chevrolet Malibu 1LT

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

2011 Chevrolet Malibu 1LT

Louisville, KY

UnscoredLimited · 15
$3,000155,653 mi

Comparison: 15 similar vehicles

Louisville, KY

2007 Saab 9-3 2.0T

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

2007 Saab 9-3 2.0T

Jeffersonville, IN

UnscoredInsufficient · 0
$3,000145,123 mi

Jeffersonville, IN

2003 Lincoln Town Car Cartier

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

2003 Lincoln Town Car Cartier

Cincinnati, OH

UnscoredInsufficient · 0
$3,000190,579 mi

Cincinnati, OH

2003 Honda Accord EX

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

2003 Honda Accord EX

New Albany, IN

UnscoredLimited · 6
$3,196223,899 mi

Comparison: 6 similar vehicles

New Albany, IN

2011 Buick LaCrosse CXL

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

2011 Buick LaCrosse CXL

New Albany, IN

UnscoredLimited · 12
$3,200198,674 mi

Comparison: 12 similar vehicles

New Albany, IN

2011 Toyota Camry SE

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

2011 Toyota Camry SE

Walton, KY

UnscoredLimited · 14
$3,200236,000 mi

Comparison: 14 similar vehicles

Walton, KY

2000 Toyota Camry CE

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

2000 Toyota Camry CE

Cincinnati, OH

UnscoredInsufficient · 0
$3,200231,566 mi

Cincinnati, OH

2008 Toyota Avalon XLS

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

2008 Toyota Avalon XLS

Sellersburg, IN

UnscoredInsufficient · 0
$3,250271,257 mi

Sellersburg, IN

2005 Honda Accord EX

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

2005 Honda Accord EX

Jeffersonville, IN

Salvage title
$3,295250,000 mi

Jeffersonville, IN

2008 Kia Spectra SX

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

2008 Kia Spectra SX

Jeffersonville, IN

UnscoredInsufficient · 0
$3,299185,000 mi

Jeffersonville, IN

2007 Ford Five Hundred SEL

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

2007 Ford Five Hundred SEL

Alexandria, KY

UnscoredInsufficient · 0
$3,385164,638 mi

Alexandria, KY

2014 Chevrolet Impala 1FL

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

2014 Chevrolet Impala 1FL

Sparta, KY

UnscoredLimited · 19
$3,450128,314 mi

Comparison: 19 similar vehicles

Sparta, KY

2012 Kia Forte EX

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

2012 Kia Forte EX

Sellersburg, IN

UnscoredLimited · 6
$3,495152,852 mi

Comparison: 6 similar vehicles

Sellersburg, IN

2008 Acura TL Base

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

2008 Acura TL Base

Sellersburg, IN

UnscoredLimited · 6
$3,495172,645 mi

Comparison: 6 similar vehicles

Sellersburg, IN

2004 Chevrolet Impala Base

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

2004 Chevrolet Impala Base

Sellersburg, IN

UnscoredInsufficient · 0
$3,495249,127 mi

Sellersburg, IN

2012 Chevrolet Malibu 1LT

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

2012 Chevrolet Malibu 1LT

Sellersburg, IN

UnscoredModerate · 35
$3,496183,594 mi

Comparison: 35 similar vehicles

Sellersburg, IN

2003 Chevrolet Impala Base

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

2003 Chevrolet Impala Base

Sellersburg, IN

UnscoredInsufficient · 0
$3,496154,399 mi

Sellersburg, IN

1998 Lincoln Town Car SIGNATURE

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

1998 Lincoln Town Car SIGNATURE

Sellersburg, IN

UnscoredInsufficient · 0
$3,496140,489 mi

Sellersburg, IN

2017 Nissan Altima SV

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

2017 Nissan Altima SV

Cincinnati, OH

UnscoredLimited · 6
$3,500201,547 mi

Comparison: 6 similar vehicles

Cincinnati, OH

2016 Kia Optima EX

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

2016 Kia Optima EX

Jeffersonville, IN

UnscoredModerate · 23
$3,500198,260 mi

Comparison: 23 similar vehicles

Jeffersonville, IN

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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