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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 · November 5, 2026

6.8M+

Vehicles tracked nationwide

6M+ searchable on oav.io

60,000+

US dealerships

Daily

Data pipeline

Comparable

Market-evidence analysis

New and used·Listings processed daily

Or explore the market

4,980 listings found

2012 Nissan Sentra SR

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

2012 Nissan Sentra SR

Alpharetta, GA

Unscored
$2,500206,000 mi

Comparison: 6 similar vehicles

Alpharetta, 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

UnscoredInsufficient · 4
$3,299204,500 mi

Comparison: 4 similar vehicles

Alpharetta, 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

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

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

UnscoredInsufficient · 0
$3,500179,751 mi

Alpharetta, 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: 9 similar vehicles

Alpharetta, GA

2014 Ford Fiesta SE

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

2014 Ford Fiesta SE

Alpharetta, GA

Unscored
$3,800141,815 mi

Comparison: 5 similar vehicles

Alpharetta, GA

2012 Nissan Frontier S

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

2012 Nissan Frontier S

Alpharetta, GA

UnscoredInsufficient · 3
$3,800195,700 mi

Comparison: 3 similar vehicles

Alpharetta, GA

2015 Jeep Patriot Sport

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

2015 Jeep Patriot Sport

Alpharetta, GA

Unscored
$3,995159,950 mi

Comparison: 14 similar vehicles

Alpharetta, GA

2006 Nissan Murano SL

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

2006 Nissan Murano SL

Alpharetta, GA

Unscored
$3,995138,000 mi

Comparison: 5 similar vehicles

Alpharetta, GA

2006 Ford Explorer Eddie Bauer

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

2006 Ford Explorer Eddie Bauer

Alpharetta, GA

UnscoredInsufficient · 4
$4,094196,936 mi

Comparison: 4 similar vehicles

Alpharetta, GA

2006 Toyota Matrix Base

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

2006 Toyota Matrix Base

Alpharetta, GA

UnscoredInsufficient · 0
$4,399162,000 mi

Alpharetta, GA

2003 Ford Taurus SES

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

2003 Ford Taurus SES

Alpharetta, GA

UnscoredInsufficient · 3
$4,49986,450 mi

Comparison: 3 similar vehicles

Alpharetta, GA

2012 Volkswagen Jetta SE

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

2012 Volkswagen Jetta SE

Alpharetta, GA

Unscored
$4,500134,000 mi

Comparison: 9 similar vehicles

Alpharetta, GA

2011 Nissan Altima S

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

2011 Nissan Altima S

Alpharetta, GA

Unscored
$4,500151,000 mi

Comparison: 12 similar vehicles

Alpharetta, GA

2010 Kia Sportage LX

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

2010 Kia Sportage LX

Alpharetta, GA

UnscoredInsufficient · 0
$4,500134,378 mi

Alpharetta, GA

2015 Nissan Rogue Select S

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

2015 Nissan Rogue Select S

Alpharetta, GA

Unscored
$4,600167,000 mi

Comparison: 8 similar vehicles

Alpharetta, GA

2013 Mazda MAZDA3 i Touring

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

2013 Mazda MAZDA3 i Touring

Alpharetta, GA

Unscored
$4,750183,000 mi

Comparison: 8 similar vehicles

Alpharetta, GA

2015 Chevrolet Malibu 1LT

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

2015 Chevrolet Malibu 1LT

Alpharetta, GA

Unscored
$4,800160,451 mi

Comparison: 34 similar vehicles

Alpharetta, GA

2014 Hyundai Sonata SE

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

2014 Hyundai Sonata SE

Alpharetta, GA

UnscoredInsufficient · 3
$4,800Mileage not verified

Comparison: 3 similar vehicles

Alpharetta, GA

2008 BMW X3 3.0si

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

2008 BMW X3 3.0si

Alpharetta, GA

UnscoredInsufficient · 3
$4,990131,157 mi

Comparison: 3 similar vehicles

Alpharetta, GA

2013 Chrysler Town & Country Touring

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

2013 Chrysler Town & Country Touring

Alpharetta, GA

UnscoredInsufficient · 3
$4,994151,716 mi

Comparison: 3 similar vehicles

Alpharetta, GA

2011 Toyota Camry LE

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

2011 Toyota Camry LE

Alpharetta, GA

Unscored
$4,995220,000 mi

Comparison: 15 similar vehicles

Alpharetta, GA

2011 Mazda MAZDA3 i Touring

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

2011 Mazda MAZDA3 i Touring

Alpharetta, GA

UnscoredInsufficient · 4
$4,995143,000 mi

Comparison: 4 similar vehicles

Alpharetta, GA

2012 Nissan Sentra SR

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

2012 Nissan Sentra SR

Alpharetta, GA

Unscored
$4,999101,987 mi

Comparison: 6 similar vehicles

Alpharetta, GA

No Photo

2011 Hyundai Sonata GLS

Alpharetta, GA

Unscored
$4,999153,000 mi

Comparison: 15 similar vehicles

Alpharetta, GA

2003 Nissan Altima S

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

2003 Nissan Altima S

Alpharetta, GA

UnscoredInsufficient · 0
$4,99984,100 mi

Alpharetta, GA

2003 Toyota Avalon XLS

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

2003 Toyota Avalon XLS

Alpharetta, GA

UnscoredInsufficient · 0
$4,999122,300 mi

Alpharetta, GA

2012 Mazda MAZDA5 Touring

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

2012 Mazda MAZDA5 Touring

Alpharetta, GA

UnscoredInsufficient · 3
$5,200158,982 mi

Comparison: 3 similar vehicles

Alpharetta, GA

2013 Mazda MAZDA3 i Touring

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

2013 Mazda MAZDA3 i Touring

Alpharetta, GA

Unscored
$5,300158,696 mi

Comparison: 8 similar vehicles

Alpharetta, GA

2015 Buick Verano 1SL

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

2015 Buick Verano 1SL

Alpharetta, GA

Salvage title
$5,485131,985 mi

Alpharetta, GA

2008 Toyota Camry Solara SE

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

2008 Toyota Camry Solara SE

Alpharetta, GA

UnscoredInsufficient · 3
$5,499140,150 mi

Comparison: 3 similar vehicles

Alpharetta, GA

2007 Toyota Avalon XLS

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

2007 Toyota Avalon XLS

Alpharetta, GA

UnscoredInsufficient · 3
$5,499151,900 mi

Comparison: 3 similar vehicles

Alpharetta, GA

2004 Toyota Camry LE V6

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

2004 Toyota Camry LE V6

Alpharetta, GA

UnscoredInsufficient · 0
$5,499125,100 mi

Alpharetta, GA

2014 Mazda Mazda2 Sport

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

2014 Mazda Mazda2 Sport

Alpharetta, GA

UnscoredInsufficient · 3
$5,500141,675 mi

Comparison: 3 similar vehicles

Alpharetta, GA

2012 Honda Accord LX

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

2012 Honda Accord LX

Alpharetta, GA

Unscored
$5,500175,000 mi

Comparison: 10 similar vehicles

Alpharetta, GA

2013 Hyundai Elantra Limited

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

2013 Hyundai Elantra Limited

Alpharetta, GA

Unscored
$5,517196,002 mi

Comparison: 22 similar vehicles

Alpharetta, GA

2005 Acura RL Base

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

2005 Acura RL Base

Alpharetta, GA

UnscoredInsufficient · 0
$5,587208,573 mi

Alpharetta, GA

2011 GMC Acadia SLT1

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

2011 GMC Acadia SLT1

Alpharetta, GA

Unscored
$5,594170,800 mi

Comparison: 5 similar vehicles

Alpharetta, GA

2012 Jeep Liberty Sport

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

2012 Jeep Liberty Sport

Alpharetta, GA

Unscored
$5,689160,329 mi

Comparison: 5 similar vehicles

Alpharetta, GA

2015 Toyota Yaris L

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

2015 Toyota Yaris L

Alpharetta, GA

UnscoredInsufficient · 3
$5,800130,199 mi

Comparison: 3 similar vehicles

Alpharetta, GA

2008 Toyota Yaris S

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

2008 Toyota Yaris S

Alpharetta, GA

UnscoredInsufficient · 3
$5,875159,554 mi

Comparison: 3 similar vehicles

Alpharetta, GA

2014 Volkswagen Jetta SE

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

2014 Volkswagen Jetta SE

Alpharetta, GA

Unscored
$5,950110,533 mi

Comparison: 7 similar vehicles

Alpharetta, GA

2010 Toyota Corolla Base

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

2010 Toyota Corolla Base

Alpharetta, GA

UnscoredInsufficient · 4
$5,950151,000 mi

Comparison: 4 similar vehicles

Alpharetta, GA

2017 Jeep Patriot Sport

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

2017 Jeep Patriot Sport

Alpharetta, GA

UnscoredInsufficient · 3
$5,995108,000 mi

Comparison: 3 similar vehicles

Alpharetta, GA

2017 Nissan Altima S

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

2017 Nissan Altima S

Alpharetta, GA

Unscored
$5,995121,000 mi

Comparison: 16 similar vehicles

Alpharetta, GA

2017 Hyundai Elantra SE

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

2017 Hyundai Elantra SE

Alpharetta, GA

Fair PriceModerate · 48
$5,995107,000 mi

Market: $5,495 – $13,500

Comparison: 48 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 677 days listed (based on current market benchmarks)

Alpharetta, GA

2015 Kia Soul +

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

2015 Kia Soul +

Alpharetta, GA

Unscored
$5,99597,386 mi

Comparison: 9 similar vehicles

Alpharetta, GA

2014 Mazda Mazda2 Sport

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

2014 Mazda Mazda2 Sport

Alpharetta, GA

UnscoredInsufficient · 3
$5,995101,000 mi

Comparison: 3 similar vehicles

Alpharetta, GA

2013 Nissan Versa Sedan SV

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

2013 Nissan Versa Sedan SV

Alpharetta, GA

Fair PriceLimited · 11
$5,99592,000 mi

Market: $2,999 – $6,999

Comparison: 11 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 105 days listed (based on current market benchmarks)

Alpharetta, 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 recently 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.
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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