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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

13,436 listings found

2008 Mercury Milan Premier

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

2008 Mercury Milan Premier

Douglasville, GA

UnscoredInsufficient · 0
$2,000183,477 mi

Douglasville, GA

2013 Ford Taurus SEL

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

2013 Ford Taurus SEL

Mableton, GA

UnscoredLimited · 11
$2,295Mileage not verified

Comparison: 11 similar vehicles

Mableton, GA

No Photo

2013 Kia Rio LX

Roswell, GA

UnscoredInsufficient · 4
$2,450207,680 mi

Comparison: 4 similar vehicles

Roswell, GA

2011 Hyundai Sonata Limited

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

2011 Hyundai Sonata Limited

Tucker, GA

UnscoredInsufficient · 3
$2,500135,810 mi

Comparison: 3 similar vehicles

Tucker, GA

2006 Chevrolet Impala LTZ

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

2006 Chevrolet Impala LTZ

Fayetteville, GA

UnscoredInsufficient · 0
$2,500165,408 mi

Fayetteville, GA

2016 Chrysler 200 Limited

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

2016 Chrysler 200 Limited

Mableton, GA

UnscoredLimited · 7
$2,595Mileage not verified

Comparison: 7 similar vehicles

Mableton, GA

2010 Dodge Charger SXT

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

2010 Dodge Charger SXT

Mableton, GA

UnscoredLimited · 6
$2,599Mileage not verified

Comparison: 6 similar vehicles

Mableton, GA

2013 Nissan Sentra SV

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

2013 Nissan Sentra SV

Fayetteville, GA

UnscoredInsufficient · 4
$2,700233,000 mi

Comparison: 4 similar vehicles

Fayetteville, GA

2014 Ford Fusion Titanium

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

2014 Ford Fusion Titanium

Lake City, GA

UnscoredLimited · 5
$2,747271,897 mi

Comparison: 5 similar vehicles

Lake City, GA

2010 Acura TL Technology Package

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

2010 Acura TL Technology Package

Acworth, GA

UnscoredInsufficient · 3
$2,795225,364 mi

Comparison: 3 similar vehicles

Acworth, GA

2004 Mercedes-Benz E-Class E500

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

2004 Mercedes-Benz E-Class E500

Roswell, GA

UnscoredInsufficient · 0
$2,798153,500 mi

Roswell, GA

2004 Honda Accord EX

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

2004 Honda Accord EX

Douglasville, GA

UnscoredModerate · 25
$2,800211,994 mi

Comparison: 25 similar vehicles

Douglasville, 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

2008 Toyota Avalon Limited

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

2008 Toyota Avalon Limited

Doraville, GA

UnscoredLimited · 5
$2,950236,000 mi

Comparison: 5 similar vehicles

Doraville, GA

2004 Toyota Camry LE

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

2004 Toyota Camry LE

Doraville, GA

UnscoredLimited · 7
$2,950267,320 mi

Comparison: 7 similar vehicles

Doraville, GA

2016 Chrysler 200 Limited

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

2016 Chrysler 200 Limited

Mableton, GA

UnscoredLimited · 7
$2,995Mileage not verified

Comparison: 7 similar vehicles

Mableton, GA

2014 Chevrolet Impala 1LZ

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

2014 Chevrolet Impala 1LZ

Mableton, GA

UnscoredInsufficient · 4
$2,995Mileage not verified

Comparison: 4 similar vehicles

Mableton, GA

2003 Saturn L-Series L200

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

2003 Saturn L-Series L200

Mableton, GA

UnscoredInsufficient · 0
$2,995129,351 mi

Mableton, GA

2002 Toyota Camry LE

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

2002 Toyota Camry LE

Decatur, GA

UnscoredLimited · 12
$2,995218,599 mi

Comparison: 12 similar vehicles

Decatur, GA

2001 Toyota Camry LE

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

2001 Toyota Camry LE

Norcross, GA

UnscoredLimited · 11
$2,995253,000 mi

Comparison: 11 similar vehicles

Norcross, GA

2015 Chevrolet Malibu 1LZ

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

2015 Chevrolet Malibu 1LZ

Norcross, GA

UnscoredInsufficient · 4
$2,999201,965 mi

Comparison: 4 similar vehicles

Norcross, GA

2014 Nissan Altima S

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

2014 Nissan Altima S

Austell, GA

UnscoredLimited · 13
$2,999252,075 mi

Comparison: 13 similar vehicles

Austell, GA

2013 Volkswagen Passat S

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

2013 Volkswagen Passat S

Norcross, GA

UnscoredInsufficient · 3
$2,999192,976 mi

Comparison: 3 similar vehicles

Norcross, GA

2011 Ford Taurus SEL

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

2011 Ford Taurus SEL

Marietta, GA

UnscoredLimited · 9
$2,999197,476 mi

Comparison: 9 similar vehicles

Marietta, GA

2011 Nissan Altima S

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

2011 Nissan Altima S

Norcross, GA

UnscoredLimited · 8
$2,999213,080 mi

Comparison: 8 similar vehicles

Norcross, GA

2010 Kia Forte EX

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

2010 Kia Forte EX

Tucker, GA

UnscoredLimited · 7
$2,999159,471 mi

Comparison: 7 similar vehicles

Tucker, GA

2009 Hyundai Elantra GLS

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

2009 Hyundai Elantra GLS

Norcross, GA

UnscoredLimited · 6
$2,999191,850 mi

Comparison: 6 similar vehicles

Norcross, GA

2008 INFINITI M 35

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

2008 INFINITI M 35

Norcross, GA

UnscoredInsufficient · 0
$2,999202,202 mi

Norcross, GA

2013 Hyundai Genesis 3.8

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

2013 Hyundai Genesis 3.8

Bremen, GA

UnscoredLimited · 13
$3,000187,287 mi

Comparison: 13 similar vehicles

Bremen, 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

2000 Toyota Avalon XL

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

2000 Toyota Avalon XL

Norcross, GA

UnscoredInsufficient · 0
$3,100210,038 mi

Norcross, GA

No Photo

2014 Ford Fusion SE

Roswell, GA

UnscoredLimited · 16
$3,170151,680 mi

Comparison: 16 similar vehicles

Roswell, GA

2001 Toyota Avalon XL

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

2001 Toyota Avalon XL

Norcross, GA

UnscoredInsufficient · 0
$3,195217,000 mi

Norcross, GA

2011 Ford Taurus Limited

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

2011 Ford Taurus Limited

Union City, GA

UnscoredInsufficient · 4
$3,199165,698 mi

Comparison: 4 similar vehicles

Union City, GA

No Photo

2009 Chevrolet Cobalt LT

Jonesboro, GA

UnscoredInsufficient · 4
$3,200229,922 mi

Comparison: 4 similar vehicles

Jonesboro, GA

2011 Nissan Altima S

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

2011 Nissan Altima S

Roswell, GA

UnscoredLimited · 7
$3,241191,339 mi

Comparison: 7 similar vehicles

Roswell, GA

2009 Toyota Camry LE

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

2009 Toyota Camry LE

Anniston, AL

UnscoredModerate · 33
$3,250219,051 mi

Comparison: 33 similar vehicles

Anniston, AL

2012 Hyundai Sonata SE

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

2012 Hyundai Sonata SE

Alpharetta, GA

UnscoredLimited · 5
$3,299204,500 mi

Comparison: 5 similar vehicles

Alpharetta, GA

2010 Ford Focus SE

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

2010 Ford Focus SE

Union City, GA

UnscoredLimited · 7
$3,349204,754 mi

Comparison: 7 similar vehicles

Union City, GA

2008 Kia Spectra EX

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

2008 Kia Spectra EX

Douglasville, GA

UnscoredInsufficient · 0
$3,361223,584 mi

Douglasville, GA

2013 Nissan Maxima SV

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

2013 Nissan Maxima SV

Union City, GA

UnscoredLimited · 5
$3,399302,500 mi

Comparison: 5 similar vehicles

Union City, GA

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

Villa Rica, GA

UnscoredInsufficient · 3
$3,399187,554 mi

Comparison: 3 similar vehicles

Villa Rica, GA

2000 Cadillac DeVille Base

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

2000 Cadillac DeVille Base

Acworth, GA

UnscoredLimited · 5
$3,485119,761 mi

Comparison: 5 similar vehicles

Acworth, GA

2001 Toyota Avalon XLS

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

2001 Toyota Avalon XLS

Norcross, GA

UnscoredInsufficient · 0
$3,495181,000 mi

Norcross, GA

2007 Hyundai Sonata LIMITED

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

2007 Hyundai Sonata LIMITED

Norcross, GA

UnscoredInsufficient · 0
$3,497112,211 mi

Norcross, GA

2013 Nissan Altima Sedan S

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

2013 Nissan Altima Sedan S

Norcross, GA

UnscoredLimited · 17
$3,499168,804 mi

Comparison: 17 similar vehicles

Norcross, GA

2018 Ford Fusion SE

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

2018 Ford Fusion SE

Doraville, GA

UnscoredLimited · 12
$3,500143,000 mi

Comparison: 12 similar vehicles

Doraville, GA

2018 Hyundai Elantra SEL

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

2018 Hyundai Elantra SEL

Doraville, GA

UnscoredLimited · 16
$3,500157,000 mi

Comparison: 16 similar vehicles

Doraville, GA

2016 Kia Forte LX

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

2016 Kia Forte LX

Doraville, GA

UnscoredLimited · 9
$3,500134,000 mi

Comparison: 9 similar vehicles

Doraville, GA

2013 Chevrolet Sonic LS

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

2013 Chevrolet Sonic LS

Dallas, GA

UnscoredLimited · 6
$3,500171,501 mi

Comparison: 6 similar vehicles

Dallas, 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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