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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 15, 2026

5.9M+

Unique vehicles analyzed

as of October 15, 2026

57,000+

US dealerships

Daily

Data pipeline

Comparable

Market-evidence analysis

3.2M new·2.7M used·Listings processed daily

Or explore the market

15,869 listings found

2002 Honda Odyssey EX

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

2002 Honda Odyssey EX

Dalton, GA

UnscoredInsufficient · 0
$1,795224,385 mi

Dalton, GA

2010 Ford Focus SE

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

2010 Ford Focus SE

Dalton, GA

UnscoredModerate · 21
$1,900396,894 mi

Comparison: 21 similar vehicles

Dalton, GA

2004 Chevrolet Impala Base

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

2004 Chevrolet Impala Base

Dalton, GA

UnscoredInsufficient · 4
$1,95090,996 mi

Comparison: 4 similar vehicles

Dalton, GA

1998 Ford Mustang Base

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

1998 Ford Mustang Base

Dalton, GA

UnscoredInsufficient · 0
$1,990274,398 mi

Dalton, GA

2012 Nissan LEAF SL

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

2012 Nissan LEAF SL

Chattanooga, TN

UnscoredInsufficient · 0
$1,99153,516 mi

Chattanooga, TN

2006 Nissan Murano S

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

2006 Nissan Murano S

Dalton, GA

UnscoredInsufficient · 0
$1,995143,419 mi

Dalton, GA

2005 Mercedes-Benz E-Class E320

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

2005 Mercedes-Benz E-Class E320

Dalton, GA

UnscoredInsufficient · 0
$1,995179,059 mi

Dalton, GA

2003 Ford Focus SE

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

2003 Ford Focus SE

Dalton, GA

UnscoredInsufficient · 0
$1,995314,903 mi

Dalton, GA

2004 Volkswagen Jetta GLS

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

2004 Volkswagen Jetta GLS

Chattanooga, TN

UnscoredInsufficient · 0
$1,999194,389 mi

Chattanooga, TN

2011 Subaru Outback 3.6R Limited

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

2011 Subaru Outback 3.6R Limited

Cleveland, TN

Salvage title
$2,399222,817 mi

Cleveland, TN

No Photo

2012 Kia Sorento LX

Chattanooga, TN

UnscoredInsufficient · 3
$2,500301,723 mi

Comparison: 3 similar vehicles

Chattanooga, TN

2011 Ford Escape XLT

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

2011 Ford Escape XLT

Dalton, GA

UnscoredModerate · 38
$2,500191,622 mi

Comparison: 38 similar vehicles

Dalton, GA

2008 Chevrolet Impala LT

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

2008 Chevrolet Impala LT

Chattanooga, TN

UnscoredLimited · 12
$2,500201,964 mi

Comparison: 12 similar vehicles

Chattanooga, TN

2006 Land Rover LR3 HSE

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

2006 Land Rover LR3 HSE

Dalton, GA

UnscoredInsufficient · 0
$2,500238,455 mi

Dalton, GA

2002 Jeep Liberty LIMITED

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

2002 Jeep Liberty LIMITED

Cleveland, TN

UnscoredInsufficient · 3
$2,696254,810 mi

Comparison: 3 similar vehicles

Cleveland, TN

2010 Subaru Forester X Premium

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

2010 Subaru Forester X Premium

Dalton, GA

UnscoredLimited · 5
$2,700217,524 mi

Comparison: 5 similar vehicles

Dalton, GA

2008 Saturn VUE XE

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

2008 Saturn VUE XE

Dalton, GA

UnscoredLimited · 7
$2,700224,116 mi

Comparison: 7 similar vehicles

Dalton, GA

2011 Nissan Maxima S

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

2011 Nissan Maxima S

Dalton, GA

UnscoredLimited · 7
$2,750213,766 mi

Comparison: 7 similar vehicles

Dalton, GA

2016 Hyundai Elantra GT Base

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

2016 Hyundai Elantra GT Base

Chattanooga, TN

UnscoredModerate · 30
$2,890187,902 mi

Comparison: 30 similar vehicles

Chattanooga, TN

2015 FIAT 500e Battery Electric

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

2015 FIAT 500e Battery Electric

Dalton, GA

UnscoredInsufficient · 0
$2,90042,487 mi

Dalton, GA

2012 Nissan Maxima S

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

2012 Nissan Maxima S

Dalton, GA

UnscoredInsufficient · 4
$2,900153,255 mi

Comparison: 4 similar vehicles

Dalton, GA

2010 Jeep Liberty Sport

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

2010 Jeep Liberty Sport

Dalton, GA

UnscoredLimited · 5
$2,900164,230 mi

Comparison: 5 similar vehicles

Dalton, GA

2010 Nissan Murano SL

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

2010 Nissan Murano SL

Dalton, GA

UnscoredInsufficient · 3
$2,900201,925 mi

Comparison: 3 similar vehicles

Dalton, GA

2009 Ford Focus SES

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

2009 Ford Focus SES

Dalton, GA

UnscoredInsufficient · 0
$2,900175,584 mi

Dalton, GA

2009 Chevrolet Cobalt LT

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

2009 Chevrolet Cobalt LT

Dalton, GA

UnscoredInsufficient · 3
$2,900183,218 mi

Comparison: 3 similar vehicles

Dalton, GA

2009 Chevrolet Traverse LTZ

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

2009 Chevrolet Traverse LTZ

Dalton, GA

UnscoredInsufficient · 3
$2,900273,211 mi

Comparison: 3 similar vehicles

Dalton, GA

2009 Nissan Murano S

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

2009 Nissan Murano S

Dalton, GA

UnscoredLimited · 7
$2,900224,188 mi

Comparison: 7 similar vehicles

Dalton, GA

2009 MINI Cooper Base

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

2009 MINI Cooper Base

Dalton, GA

UnscoredInsufficient · 4
$2,90085,999 mi

Comparison: 4 similar vehicles

Dalton, GA

2008 Jeep Liberty Sport

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

2008 Jeep Liberty Sport

Dalton, GA

UnscoredLimited · 9
$2,900226,856 mi

Comparison: 9 similar vehicles

Dalton, GA

2006 Volvo XC70 2.5T

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

2006 Volvo XC70 2.5T

Dalton, GA

UnscoredInsufficient · 0
$2,900280,512 mi

Dalton, GA

2004 Acura TSX Base

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

2004 Acura TSX Base

Dalton, GA

UnscoredLimited · 5
$2,900268,750 mi

Comparison: 5 similar vehicles

Dalton, GA

2002 Mazda Protege5 Base

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

2002 Mazda Protege5 Base

Dalton, GA

UnscoredInsufficient · 0
$2,900231,174 mi

Dalton, GA

2001 Toyota Sequoia SR5

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

2001 Toyota Sequoia SR5

Dalton, GA

UnscoredInsufficient · 0
$2,900323,055 mi

Dalton, GA

2003 Mazda Tribute LX

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

2003 Mazda Tribute LX

Dalton, GA

UnscoredInsufficient · 0
$2,949226,712 mi

Dalton, GA

2007 Ford Escape Limited

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

2007 Ford Escape Limited

Dalton, GA

UnscoredInsufficient · 3
$2,950226,597 mi

Comparison: 3 similar vehicles

Dalton, GA

No Photo

2016 Kia Sorento LX

Chattanooga, TN

UnscoredRobust · 59
$2,991234,027 mi

Comparison: 59 similar vehicles

Chattanooga, TN

2013 Hyundai Elantra GLS

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

2013 Hyundai Elantra GLS

Chattanooga, TN

Fair PriceRobust · 75
$2,991169,109 mi

Market: $2,795 – $12,990

Comparison: 75 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 29 days listed (based on current market benchmarks)

Chattanooga, TN

No Photo

2011 Nissan Pathfinder SV

Chattanooga, TN

UnscoredInsufficient · 0
$2,991200,038 mi

Chattanooga, TN

No Photo

2010 Ford Escape XLT

Chattanooga, TN

UnscoredModerate · 23
$2,991244,152 mi

Comparison: 23 similar vehicles

Chattanooga, TN

2018 Hyundai Elantra SE

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

2018 Hyundai Elantra SE

Dalton, GA

UnscoredModerate · 27
$2,995182,675 mi

Comparison: 27 similar vehicles

Dalton, GA

2016 Chevrolet Traverse 2LT

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

2016 Chevrolet Traverse 2LT

Dalton, GA

UnscoredModerate · 46
$2,995198,741 mi

Comparison: 46 similar vehicles

Dalton, GA

2015 Kia Soul Base

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

2015 Kia Soul Base

Dalton, GA

UnscoredInsufficient · 3
$2,995155,228 mi

Comparison: 3 similar vehicles

Dalton, GA

2014 Nissan Maxima S

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

2014 Nissan Maxima S

Dalton, GA

UnscoredLimited · 16
$2,995160,125 mi

Comparison: 16 similar vehicles

Dalton, GA

2012 Volkswagen Routan SE

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

2012 Volkswagen Routan SE

Dalton, GA

UnscoredInsufficient · 0
$2,995147,075 mi

Dalton, GA

2011 Volkswagen Jetta SE

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

2011 Volkswagen Jetta SE

Dalton, GA

UnscoredModerate · 20
$2,995175,008 mi

Comparison: 20 similar vehicles

Dalton, GA

2011 Honda Odyssey Touring

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

2011 Honda Odyssey Touring

Dalton, GA

UnscoredLimited · 7
$2,995254,890 mi

Comparison: 7 similar vehicles

Dalton, GA

2011 Hyundai Veracruz GLS

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

2011 Hyundai Veracruz GLS

Dalton, GA

UnscoredInsufficient · 0
$2,995270,060 mi

Dalton, GA

2009 BMW 3 Series 328xi

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

2009 BMW 3 Series 328xi

Dalton, GA

UnscoredInsufficient · 0
$2,995147,581 mi

Dalton, GA

2008 Jeep Patriot Sport

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

2008 Jeep Patriot Sport

Dalton, GA

UnscoredLimited · 5
$2,995174,840 mi

Comparison: 5 similar vehicles

Dalton, GA

2008 Hyundai Santa Fe SE

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

2008 Hyundai Santa Fe SE

Dalton, GA

UnscoredLimited · 10
$2,995236,331 mi

Comparison: 10 similar vehicles

Dalton, GA

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.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 verdict thresholds are published, thin evidence means Unscored, and dealers cannot pay to change an OAV.io verdict, its eligibility or a listing's placement on OAV.io.

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 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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