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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

1,601 listings found

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

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
$2,700147,581 mi

Dalton, GA

2003 Buick Century Custom

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

2003 Buick Century Custom

Cedartown, GA

UnscoredInsufficient · 0
$2,800Mileage not verified

Cedartown, GA

2013 Volkswagen CC R-Line

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

2013 Volkswagen CC R-Line

Dalton, GA

UnscoredLimited · 16
$2,995135,838 mi

Comparison: 16 similar vehicles

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

UnscoredLimited · 7
$2,995175,008 mi

Comparison: 7 similar vehicles

Dalton, GA

2005 Volkswagen Passat GLS

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

2005 Volkswagen Passat GLS

Cedartown, GA

UnscoredInsufficient · 0
$3,000214,200 mi

Cedartown, GA

2017 Chevrolet Cruze LS

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

2017 Chevrolet Cruze LS

Dalton, GA

UnscoredModerate · 23
$3,795154,466 mi

Comparison: 23 similar vehicles

Dalton, GA

2015 Volkswagen Jetta SE

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

2015 Volkswagen Jetta SE

Dalton, GA

Fair PriceLimited · 19
$3,900Mileage not verified

Market: $3,298 – $12,590

Comparison: 19 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 717 days listed (based on current market benchmarks)

Dalton, GA

2012 Buick Verano 1SL

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

2012 Buick Verano 1SL

Boaz, AL

UnscoredLimited · 5
$3,900130,301 mi

Comparison: 5 similar vehicles

Boaz, AL

2012 Chevrolet Impala 1FL

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

2012 Chevrolet Impala 1FL

Boaz, AL

UnscoredInsufficient · 3
$3,900Mileage not verified

Comparison: 3 similar vehicles

Boaz, AL

2008 Toyota Camry LE

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

2008 Toyota Camry LE

Fort Payne, AL

UnscoredLimited · 17
$3,900245,676 mi

Comparison: 17 similar vehicles

Fort Payne, AL

2007 Buick LaCrosse CX

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

2007 Buick LaCrosse CX

Boaz, AL

UnscoredLimited · 7
$3,900139,531 mi

Comparison: 7 similar vehicles

Boaz, AL

2007 Nissan Sentra 2.0

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

2007 Nissan Sentra 2.0

Rome, GA

UnscoredLimited · 7
$3,900Mileage not verified

Comparison: 7 similar vehicles

Rome, GA

2019 Chevrolet Malibu 1LS

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

2019 Chevrolet Malibu 1LS

Dalton, GA

UnscoredLimited · 19
$3,995212,600 mi

Comparison: 19 similar vehicles

Dalton, GA

2010 Hyundai Elantra SE

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

2010 Hyundai Elantra SE

Adairsville, GA

UnscoredInsufficient · 3
$3,995141,000 mi

Comparison: 3 similar vehicles

Adairsville, GA

2008 Chevrolet Malibu Classic LS

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

2008 Chevrolet Malibu Classic LS

Fort Payne, AL

UnscoredInsufficient · 0
$3,995188,096 mi

Fort Payne, AL

2006 Mercedes-Benz C-Class C230 Sport

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

2006 Mercedes-Benz C-Class C230 Sport

Dalton, GA

UnscoredInsufficient · 0
$3,995174,854 mi

Dalton, GA

1999 Honda Accord EX

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

1999 Honda Accord EX

Gadsden, AL

UnscoredInsufficient · 0
$3,995204,000 mi

Gadsden, AL

2007 Lexus ES 350

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

2007 Lexus ES 350

Attalla, AL

UnscoredModerate · 49
$4,000233,447 mi

Comparison: 49 similar vehicles

Attalla, AL

2004 Lexus ES 330

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

2004 Lexus ES 330

Attalla, AL

UnscoredLimited · 7
$4,000245,634 mi

Comparison: 7 similar vehicles

Attalla, AL

2016 Chevrolet Cruze Limited 1LT

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

2016 Chevrolet Cruze Limited 1LT

East Ridge, TN

Fair PriceModerate · 36
$4,047Mileage not verified

Market: $3,999 – $11,981

Comparison: 36 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 27 days listed (based on current market benchmarks)

East Ridge, TN

2013 Chrysler 300 Base

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

2013 Chrysler 300 Base

Fort Payne, AL

UnscoredLimited · 7
$4,200237,584 mi

Comparison: 7 similar vehicles

Fort Payne, AL

No Photo

2011 Hyundai Sonata GLS

Rossville, GA

Fair PriceModerate · 24
$4,200111,825 mi

Market: $3,850 – $9,394

Comparison: 24 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 148 days listed (based on current market benchmarks)

Rossville, GA

2010 Toyota Yaris Base

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

2010 Toyota Yaris Base

Dalton, GA

UnscoredInsufficient · 3
$4,495189,776 mi

Comparison: 3 similar vehicles

Dalton, GA

2006 Nissan Sentra 1.8

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

2006 Nissan Sentra 1.8

Gurley, AL

UnscoredInsufficient · 0
$4,495Mileage not verified

Gurley, AL

2014 Nissan Altima S

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

2014 Nissan Altima S

Chattanooga, TN

UnscoredModerate · 38
$4,500171,765 mi

Comparison: 38 similar vehicles

Chattanooga, TN

2013 Chrysler 200 Touring

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

2013 Chrysler 200 Touring

Ringgold, GA

UnscoredModerate · 24
$4,500170,000 mi

Comparison: 24 similar vehicles

Ringgold, GA

2016 Nissan Altima SV

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

2016 Nissan Altima SV

East Ridge, TN

UnscoredLimited · 17
$4,544Mileage not verified

Comparison: 17 similar vehicles

East Ridge, TN

2005 Honda Civic EX

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

2005 Honda Civic EX

Chattanooga, TN

UnscoredInsufficient · 0
$4,597249,755 mi

Chattanooga, TN

2012 Chevrolet Cruze 1LT

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

2012 Chevrolet Cruze 1LT

Arab, AL

UnscoredLimited · 13
$4,650190,349 mi

Comparison: 13 similar vehicles

Arab, AL

2004 Dodge Neon SXT

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

2004 Dodge Neon SXT

Chattanooga, TN

UnscoredInsufficient · 0
$4,699148,160 mi

Chattanooga, TN

2019 Ford Fusion SE

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

2019 Ford Fusion SE

Boaz, AL

UnscoredInsufficient · 4
$4,800157,576 mi

Comparison: 4 similar vehicles

Boaz, AL

2015 Ford Focus SE

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

2015 Ford Focus SE

Rome, GA

UnscoredModerate · 38
$4,800147,736 mi

Comparison: 38 similar vehicles

Rome, GA

2012 Volkswagen Passat SE

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

2012 Volkswagen Passat SE

Chattanooga, TN

UnscoredModerate · 21
$4,899193,678 mi

Comparison: 21 similar vehicles

Chattanooga, TN

2014 Volkswagen Jetta SE

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

2014 Volkswagen Jetta SE

Dalton, GA

Fair PriceModerate · 24
$4,900100,010 mi

Market: $3,950 – $9,928

Comparison: 24 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 338 days listed (based on current market benchmarks)

Dalton, GA

2007 Lincoln Town Car Signature

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

2007 Lincoln Town Car Signature

Dalton, GA

UnscoredInsufficient · 3
$4,900223,516 mi

Comparison: 3 similar vehicles

Dalton, GA

2019 Ford Fusion SE

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

2019 Ford Fusion SE

Dalton, GA

UnscoredRobust · 93
$4,995191,915 mi

Comparison: 93 similar vehicles

Dalton, GA

2015 Subaru Impreza 2.0I

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

2015 Subaru Impreza 2.0I

Dalton, GA

UnscoredInsufficient · 0
$4,99592,158 mi

Dalton, GA

2012 Volvo S80 3.2

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

2012 Volvo S80 3.2

East Ridge, TN

UnscoredInsufficient · 0
$4,995161,440 mi

East Ridge, TN

2011 Nissan Maxima SV

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

2011 Nissan Maxima SV

Fort Payne, AL

UnscoredLimited · 10
$4,995138,941 mi

Comparison: 10 similar vehicles

Fort Payne, AL

2011 Volkswagen Jetta SE

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

2011 Volkswagen Jetta SE

East Ridge, TN

UnscoredLimited · 7
$4,995159,260 mi

Comparison: 7 similar vehicles

East Ridge, TN

2007 Saturn Aura XE

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

2007 Saturn Aura XE

Rossville, GA

UnscoredInsufficient · 0
$4,995Mileage not verified

Rossville, GA

2007 Honda Civic EX

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

2007 Honda Civic EX

Dalton, GA

UnscoredModerate · 20
$4,995136,942 mi

Comparison: 20 similar vehicles

Dalton, GA

2003 Cadillac CTS Base

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

2003 Cadillac CTS Base

Rossville, GA

UnscoredInsufficient · 0
$4,995196,515 mi

Rossville, GA

2018 Chrysler 300 Touring

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

2018 Chrysler 300 Touring

East Ridge, TN

UnscoredLimited · 5
$4,999Mileage not verified

Comparison: 5 similar vehicles

East Ridge, TN

2013 Kia Forte LX

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

2013 Kia Forte LX

Rossville, GA

UnscoredInsufficient · 0
$4,999192,690 mi

Rossville, GA

2012 Toyota Avalon

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

2012 Toyota Avalon

Chattanooga, TN

UnscoredLimited · 10
$5,000220,380 mi

Comparison: 10 similar vehicles

Chattanooga, TN

2011 BMW 3 Series 328i

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

2011 BMW 3 Series 328i

Dalton, GA

UnscoredModerate · 22
$5,495127,074 mi

Comparison: 22 similar vehicles

Dalton, GA

2016 Ford Fusion SE

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

2016 Ford Fusion SE

Rome, GA

UnscoredInsufficient · 3
$5,500183,641 mi

Comparison: 3 similar vehicles

Rome, GA

2016 Kia Optima EX

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

2016 Kia Optima EX

Tunnel Hill, GA

UnscoredModerate · 28
$5,500131,160 mi

Comparison: 28 similar vehicles

Tunnel Hill, GA

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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