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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 29, 2026

6M+

Unique vehicles analyzed

as of October 29, 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

42,460 listings found

2023 Mercedes-Benz GLS Maybach

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

2023 Mercedes-Benz GLS Maybach

Marietta, GA

UnscoredInsufficient · 0
$1,58435,484 mi

Marietta, GA

2025 Porsche 911

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

2025 Porsche 911

Marietta, GA

UnscoredInsufficient · 0
$1,988490 mi

Marietta, GA

2025 Porsche 911

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

2025 Porsche 911

Marietta, GA

UnscoredInsufficient · 0
$2,051279 mi

Marietta, GA

2025 Porsche 911

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

2025 Porsche 911

Marietta, GA

UnscoredInsufficient · 0
$2,0597,334 mi

Marietta, 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

No Photo

2013 Kia Rio LX

Roswell, GA

UnscoredInsufficient · 4
$2,450207,680 mi

Comparison: 4 similar vehicles

Roswell, 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

No Photo

2005 Chrysler PT Cruiser Touring Edition

Roswell, GA

UnscoredInsufficient · 3
$2,675119,680 mi

Comparison: 3 similar vehicles

Roswell, GA

2014 Nissan LEAF S

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

2014 Nissan LEAF S

Roswell, GA

UnscoredInsufficient · 0
$2,70094,522 mi

Roswell, 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

Unscored
$2,800191,580 mi

Comparison: 11 similar vehicles

Decatur, GA

No Photo

2015 Chevrolet Equinox 1LT

Roswell, GA

Unscored
$2,825204,700 mi

Comparison: 11 similar vehicles

Roswell, GA

2007 Lincoln MKX Base

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

2007 Lincoln MKX Base

Roswell, GA

UnscoredInsufficient · 3
$2,900185,868 mi

Comparison: 3 similar vehicles

Roswell, GA

No Photo

2014 Cadillac ATS Standard

Roswell, GA

Unscored
$2,975235,600 mi

Comparison: 6 similar vehicles

Roswell, 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 · 3
$2,995217,485 mi

Comparison: 3 similar vehicles

Decatur, GA

2003 Toyota Highlander Limited

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

2003 Toyota Highlander Limited

Atlanta, GA

Unscored
$2,995204,793 mi

Comparison: 6 similar vehicles

Atlanta, 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

Unscored
$2,995218,599 mi

Comparison: 13 similar vehicles

Decatur, 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

Unscored
$2,999197,476 mi

Comparison: 6 similar vehicles

Marietta, GA

2015 Mitsubishi Outlander SE

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

2015 Mitsubishi Outlander SE

Decatur, GA

UnscoredInsufficient · 0
$3,000205,000 mi

Decatur, 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

Unscored
$3,141191,339 mi

Comparison: 16 similar vehicles

Roswell, GA

No Photo

2014 Ford Fusion SE

Roswell, GA

Unscored
$3,170151,680 mi

Comparison: 23 similar vehicles

Roswell, GA

2000 Ford Expedition EDDIE BAUER

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

2000 Ford Expedition EDDIE BAUER

Atlanta, GA

UnscoredInsufficient · 0
$3,195206,500 mi

Atlanta, GA

2013 Hyundai Accent GS

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

2013 Hyundai Accent GS

Decatur, GA

UnscoredInsufficient · 0
$3,200183,800 mi

Decatur, GA

2009 Chevrolet Malibu 2LT

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

2009 Chevrolet Malibu 2LT

Decatur, GA

UnscoredInsufficient · 0
$3,200Mileage not verified

Decatur, GA

2010 Honda Pilot Touring

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

2010 Honda Pilot Touring

Marietta, GA

UnscoredInsufficient · 0
$3,250276,785 mi

Marietta, GA

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

Unscored
$3,299204,500 mi

Comparison: 5 similar vehicles

Alpharetta, GA

2010 Cadillac CTS Premium Collection

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

2010 Cadillac CTS Premium Collection

Decatur, GA

UnscoredInsufficient · 0
$3,400204,000 mi

Decatur, GA

2008 Toyota Matrix XR

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

2008 Toyota Matrix XR

Roswell, GA

UnscoredInsufficient · 0
$3,495209,546 mi

Roswell, GA

2008 Chrysler PT Cruiser Base

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

2008 Chrysler PT Cruiser Base

Marietta, GA

UnscoredInsufficient · 0
$3,49596,400 mi

Marietta, GA

2004 Toyota Sienna LE

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

2004 Toyota Sienna LE

Alpharetta, GA

Unscored
$3,498208,150 mi

Comparison: 13 similar vehicles

Alpharetta, GA

2015 Dodge Dart SE

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

2015 Dodge Dart SE

Decatur, GA

UnscoredInsufficient · 3
$3,500196,730 mi

Comparison: 3 similar vehicles

Decatur, GA

2012 Honda Civic EX

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

2012 Honda Civic EX

Marietta, GA

Unscored
$3,500264,194 mi

Comparison: 8 similar vehicles

Marietta, GA

2011 Nissan Versa S

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

2011 Nissan Versa S

Alpharetta, GA

UnscoredInsufficient · 3
$3,500126,264 mi

Comparison: 3 similar vehicles

Alpharetta, GA

2010 Lexus ES 350

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

2010 Lexus ES 350

Marietta, GA

Unscored
$3,500267,993 mi

Comparison: 8 similar vehicles

Marietta, GA

2009 Toyota Prius Touring

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

2009 Toyota Prius Touring

Decatur, GA

UnscoredInsufficient · 0
$3,500235,313 mi

Decatur, GA

2007 Hyundai Sonata SE

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

2007 Hyundai Sonata SE

Roswell, GA

UnscoredInsufficient · 0
$3,500130,257 mi

Roswell, GA

2006 Scion xA Base

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

2006 Scion xA Base

Alpharetta, GA

Unscored
$3,500179,751 mi

Comparison: 5 similar vehicles

Alpharetta, GA

2005 Nissan Altima S

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

2005 Nissan Altima S

Decatur, GA

Unscored
$3,500195,200 mi

Comparison: 5 similar vehicles

Decatur, GA

2004 Nissan Murano SL 2WD

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

2004 Nissan Murano SL 2WD

Roswell, GA

UnscoredInsufficient · 0
$3,500205,378 mi

Roswell, GA

2004 Mercedes-Benz E-Class E320

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

2004 Mercedes-Benz E-Class E320

Marietta, GA

UnscoredInsufficient · 3
$3,500179,017 mi

Comparison: 3 similar vehicles

Marietta, GA

2003 Toyota Camry LE

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

2003 Toyota Camry LE

Alpharetta, GA

Unscored
$3,500188,541 mi

Comparison: 8 similar vehicles

Alpharetta, GA

2002 Lincoln Town Car Signature

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

2002 Lincoln Town Car Signature

Marietta, GA

UnscoredInsufficient · 0
$3,590Mileage not verified

Marietta, GA

2013 Volkswagen Jetta S

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

2013 Volkswagen Jetta S

Roswell, GA

UnscoredInsufficient · 4
$3,59998,117 mi

Comparison: 4 similar vehicles

Roswell, GA

2011 Chevrolet HHR LT

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

2011 Chevrolet HHR LT

Decatur, GA

UnscoredInsufficient · 3
$3,650194,163 mi

Comparison: 3 similar vehicles

Decatur, GA

2015 Jeep Patriot Sport

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

2015 Jeep Patriot Sport

Atlanta, GA

Unscored
$3,695178,766 mi

Comparison: 17 similar vehicles

Atlanta, GA

2013 Chevrolet Equinox 1LT

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

2013 Chevrolet Equinox 1LT

Decatur, GA

Unscored
$3,700180,000 mi

Comparison: 37 similar vehicles

Decatur, GA

2007 Buick Lucerne CXL

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

2007 Buick Lucerne CXL

Marietta, GA

UnscoredInsufficient · 3
$3,700129,875 mi

Comparison: 3 similar vehicles

Marietta, GA

2001 BMW 5 Series 525i

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

2001 BMW 5 Series 525i

Marietta, GA

UnscoredInsufficient · 0
$3,700214,895 mi

Marietta, GA

2013 Hyundai Accent GLS

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

2013 Hyundai Accent GLS

Roswell, GA

Unscored
$3,799133,800 mi

Comparison: 6 similar vehicles

Roswell, GA

2012 Ford Escape XLT

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

2012 Ford Escape XLT

Decatur, GA

UnscoredInsufficient · 4
$3,800284,518 mi

Comparison: 4 similar vehicles

Decatur, GA

2012 Chevrolet Cruze ECO

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

2012 Chevrolet Cruze ECO

Decatur, GA

Unscored
$3,800177,168 mi

Comparison: 5 similar vehicles

Decatur, 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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