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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

9,508 listings found

2014 Chevrolet Cruze LS

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

2014 Chevrolet Cruze LS

Stockbridge, GA

UnscoredLimited · 8
$1,545206,824 mi

Comparison: 8 similar vehicles

Stockbridge, GA

2006 Ford Taurus SE

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

2006 Ford Taurus SE

Stockbridge, GA

UnscoredInsufficient · 0
$1,545125,000 mi

Stockbridge, GA

2014 Chevrolet Malibu 1LT

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

2014 Chevrolet Malibu 1LT

Stockbridge, GA

UnscoredInsufficient · 3
$1,751251,158 mi

Comparison: 3 similar vehicles

Stockbridge, GA

2010 Ford Focus SE

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

2010 Ford Focus SE

Stockbridge, GA

UnscoredLimited · 10
$1,854159,000 mi

Comparison: 10 similar vehicles

Stockbridge, GA

2000 Toyota Camry CE

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

2000 Toyota Camry CE

Stockbridge, GA

UnscoredInsufficient · 3
$1,854215,079 mi

Comparison: 3 similar vehicles

Stockbridge, GA

2007 Cadillac DTS Luxury I

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

2007 Cadillac DTS Luxury I

Stockbridge, GA

UnscoredInsufficient · 0
$1,957185,802 mi

Stockbridge, GA

2000 Lincoln LS Base

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

2000 Lincoln LS Base

Stockbridge, GA

UnscoredInsufficient · 0
$1,957104,000 mi

Stockbridge, GA

No Photo

2011 Ford Focus SEL

Buford, GA

UnscoredInsufficient · 0
$2,000237,532 mi

Buford, GA

2014 Chevrolet Cruze 1LT

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

2014 Chevrolet Cruze 1LT

Stockbridge, GA

UnscoredLimited · 7
$2,060208,378 mi

Comparison: 7 similar vehicles

Stockbridge, GA

2013 Ford Fiesta SE

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

2013 Ford Fiesta SE

Stockbridge, GA

UnscoredInsufficient · 4
$2,060158,328 mi

Comparison: 4 similar vehicles

Stockbridge, GA

2012 Dodge Avenger SE

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

2012 Dodge Avenger SE

Stockbridge, GA

UnscoredLimited · 6
$2,060134,206 mi

Comparison: 6 similar vehicles

Stockbridge, GA

2012 Nissan Altima S

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

2012 Nissan Altima S

Stockbridge, GA

UnscoredLimited · 19
$2,060230,291 mi

Comparison: 19 similar vehicles

Stockbridge, GA

2005 Mercury Grand Marquis LS

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

2005 Mercury Grand Marquis LS

Decatur, GA

UnscoredInsufficient · 0
$2,200Mileage not verified

Decatur, GA

2012 Hyundai Elantra GLS

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

2012 Hyundai Elantra GLS

Stockbridge, GA

UnscoredLimited · 8
$2,369179,137 mi

Comparison: 8 similar vehicles

Stockbridge, GA

2016 Chevrolet Malibu Limited 1LT

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

2016 Chevrolet Malibu Limited 1LT

Stockbridge, GA

UnscoredLimited · 9
$2,472195,000 mi

Comparison: 9 similar vehicles

Stockbridge, GA

2015 Nissan Altima S

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

2015 Nissan Altima S

Stockbridge, GA

UnscoredLimited · 17
$2,472226,000 mi

Comparison: 17 similar vehicles

Stockbridge, GA

2014 Kia Forte EX

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

2014 Kia Forte EX

Stockbridge, GA

UnscoredLimited · 5
$2,472170,317 mi

Comparison: 5 similar vehicles

Stockbridge, GA

2004 Mercedes-Benz C-Class C240

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

2004 Mercedes-Benz C-Class C240

Flowery Branch, GA

UnscoredInsufficient · 0
$2,495173,409 mi

Flowery Branch, GA

2016 Nissan Altima S

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

2016 Nissan Altima S

Lilburn, GA

UnscoredLimited · 18
$2,500168,805 mi

Comparison: 18 similar vehicles

Lilburn, GA

No Photo

2014 Nissan Versa Sedan S

Jackson, GA

UnscoredInsufficient · 0
$2,500Mileage not verified

Jackson, 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

2010 Honda Civic LX

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

2010 Honda Civic LX

Jackson, GA

UnscoredLimited · 5
$2,500Mileage not verified

Comparison: 5 similar vehicles

Jackson, GA

2006 Ford Five Hundred Limited

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

2006 Ford Five Hundred Limited

Decatur, GA

UnscoredInsufficient · 0
$2,500158,000 mi

Decatur, GA

2005 Ford Focus ZX4 S

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

2005 Ford Focus ZX4 S

Decatur, GA

UnscoredInsufficient · 0
$2,500128,287 mi

Decatur, GA

2012 Kia Optima LX

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

2012 Kia Optima LX

Stockbridge, GA

UnscoredLimited · 5
$2,575146,103 mi

Comparison: 5 similar vehicles

Stockbridge, GA

2011 Chevrolet Cruze LS

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

2011 Chevrolet Cruze LS

Stockbridge, GA

UnscoredLimited · 9
$2,575147,433 mi

Comparison: 9 similar vehicles

Stockbridge, GA

2012 Chevrolet Impala 2FL

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

2012 Chevrolet Impala 2FL

Conyers, GA

UnscoredLimited · 14
$2,591184,005 mi

Comparison: 14 similar vehicles

Conyers, GA

2006 Nissan Altima S

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

2006 Nissan Altima S

Duluth, GA

UnscoredInsufficient · 4
$2,599217,647 mi

Comparison: 4 similar vehicles

Duluth, GA

2015 Hyundai Sonata SE

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

2015 Hyundai Sonata SE

Lilburn, GA

UnscoredLimited · 16
$2,600143,337 mi

Comparison: 16 similar vehicles

Lilburn, GA

2013 Chevrolet Cruze 1LT

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

2013 Chevrolet Cruze 1LT

Stockbridge, GA

UnscoredInsufficient · 4
$2,678150,226 mi

Comparison: 4 similar vehicles

Stockbridge, GA

2011 Dodge Avenger Express

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

2011 Dodge Avenger Express

Stockbridge, GA

UnscoredInsufficient · 0
$2,678144,902 mi

Stockbridge, GA

2009 Ford Fusion SE

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

2009 Ford Fusion SE

Stockbridge, GA

UnscoredInsufficient · 4
$2,678132,682 mi

Comparison: 4 similar vehicles

Stockbridge, GA

2013 Hyundai Elantra GLS

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

2013 Hyundai Elantra GLS

Flowery Branch, GA

UnscoredModerate · 22
$2,795226,235 mi

Comparison: 22 similar vehicles

Flowery Branch, GA

2008 Mercedes-Benz C-Class C300 Luxury

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

2008 Mercedes-Benz C-Class C300 Luxury

Duluth, GA

UnscoredInsufficient · 3
$2,799203,922 mi

Comparison: 3 similar vehicles

Duluth, GA

2010 Ford Focus SE

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

2010 Ford Focus SE

Decatur, GA

UnscoredLimited · 10
$2,800191,580 mi

Comparison: 10 similar vehicles

Decatur, GA

2005 Toyota Corolla CE

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

2005 Toyota Corolla CE

Decatur, GA

UnscoredInsufficient · 0
$2,800241 mi

Decatur, GA

2014 Kia Forte EX

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

2014 Kia Forte EX

Stockbridge, GA

UnscoredLimited · 5
$2,884165,243 mi

Comparison: 5 similar vehicles

Stockbridge, GA

2011 Nissan Sentra S

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

2011 Nissan Sentra S

Buford, GA

UnscoredInsufficient · 3
$2,900105,200 mi

Comparison: 3 similar vehicles

Buford, GA

2007 Lexus ES 350

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

2007 Lexus ES 350

Flowery Branch, GA

UnscoredLimited · 10
$2,900Mileage not verified

Comparison: 10 similar vehicles

Flowery Branch, GA

2013 Chevrolet Malibu 1LT

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

2013 Chevrolet Malibu 1LT

Gainesville, GA

UnscoredLimited · 6
$2,910219,938 mi

Comparison: 6 similar vehicles

Gainesville, GA

2018 Nissan Sentra S

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

2018 Nissan Sentra S

Flowery Branch, GA

UnscoredLimited · 6
$2,995206,980 mi

Comparison: 6 similar vehicles

Flowery Branch, GA

2013 Ford Focus SE

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

2013 Ford Focus SE

Flowery Branch, GA

UnscoredInsufficient · 3
$2,995148,382 mi

Comparison: 3 similar vehicles

Flowery Branch, GA

2011 Kia Optima SX

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

2011 Kia Optima SX

Flowery Branch, GA

UnscoredInsufficient · 0
$2,995206,920 mi

Flowery Branch, GA

2010 Toyota Camry Base

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

2010 Toyota Camry Base

Flowery Branch, GA

UnscoredInsufficient · 3
$2,995214,430 mi

Comparison: 3 similar vehicles

Flowery Branch, GA

2010 Mazda MAZDA3 i Touring

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

2010 Mazda MAZDA3 i Touring

Flowery Branch, GA

UnscoredInsufficient · 4
$2,995163,000 mi

Comparison: 4 similar vehicles

Flowery Branch, GA

2004 Honda Accord LX

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

2004 Honda Accord LX

Decatur, GA

UnscoredInsufficient · 4
$2,995217,485 mi

Comparison: 4 similar vehicles

Decatur, 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

2015 Chrysler 200 Limited

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

2015 Chrysler 200 Limited

Decatur, GA

UnscoredLimited · 11
$2,999205,180 mi

Comparison: 11 similar vehicles

Decatur, 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

2015 Nissan Sentra SV

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

2015 Nissan Sentra SV

Duluth, GA

UnscoredLimited · 7
$2,999209,629 mi

Comparison: 7 similar vehicles

Duluth, 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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