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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 9, 2026

7.3M+

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

56 listings found

2013 Chevrolet Malibu 2LT

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

2013 Chevrolet Malibu 2LT

Ardmore, AL

Unscored
$2,900202,886 mi

Comparison: 14 similar vehicles

Ardmore, AL

2006 Chevrolet Impala LT

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

2006 Chevrolet Impala LT

Ardmore, AL

Unscored
$3,500245,106 mi

Comparison: 6 similar vehicles

Ardmore, AL

1999 Ford Ranger XLT

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

1999 Ford Ranger XLT

Ardmore, AL

UnscoredInsufficient · 0
$3,600202,814 mi

Ardmore, AL

2011 Mazda MAZDA3 i Sport

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

2011 Mazda MAZDA3 i Sport

Ardmore, AL

Unscored
$3,700180,000 mi

Comparison: 6 similar vehicles

Ardmore, AL

2012 Nissan Altima S

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

2012 Nissan Altima S

Ardmore, AL

Fair PriceRobust · 52
$4,500Mileage not verified

Market: $2,500 – $11,995

Comparison: 52 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 848 days listed (based on current market benchmarks)

Ardmore, AL

2011 Subaru Forester X Limited

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

2011 Subaru Forester X Limited

Ardmore, AL

UnscoredInsufficient · 4
$4,800143,331 mi

Comparison: 4 similar vehicles

Ardmore, AL

2015 Chevrolet Malibu 1LT

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

2015 Chevrolet Malibu 1LT

Ardmore, AL

Unscored
$4,900134,513 mi

Comparison: 28 similar vehicles

Ardmore, AL

2014 Mazda MAZDA5 Touring

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

2014 Mazda MAZDA5 Touring

Ardmore, AL

UnscoredInsufficient · 0
$5,500165,628 mi

Ardmore, AL

2007 Mercedes-Benz E-Class E350

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

2007 Mercedes-Benz E-Class E350

Ardmore, AL

UnscoredInsufficient · 0
$5,500160,477 mi

Ardmore, AL

2016 Chrysler 200 Limited

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

2016 Chrysler 200 Limited

Ardmore, AL

Unscored
$5,900128,718 mi

Comparison: 36 similar vehicles

Ardmore, AL

2013 Ford Edge SEL

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

2013 Ford Edge SEL

Ardmore, AL

Unscored
$6,000157,700 mi

Comparison: 7 similar vehicles

Ardmore, AL

2012 Ford Edge SEL

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

2012 Ford Edge SEL

Ardmore, AL

Unscored
$6,200191,591 mi

Comparison: 6 similar vehicles

Ardmore, AL

2015 Ford Escape Titanium

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

2015 Ford Escape Titanium

Ardmore, AL

Unscored
$6,500140,519 mi

Comparison: 10 similar vehicles

Ardmore, AL

2012 Nissan Rogue S

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

2012 Nissan Rogue S

Ardmore, AL

Unscored
$6,750142,000 mi

Comparison: 26 similar vehicles

Ardmore, AL

2008 Mercedes-Benz E-Class E350

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

2008 Mercedes-Benz E-Class E350

Ardmore, AL

Unscored
$6,800176,689 mi

Comparison: 9 similar vehicles

Ardmore, AL

2003 Ford F-150 Lariat

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

2003 Ford F-150 Lariat

Ardmore, AL

UnscoredInsufficient · 0
$7,000227,316 mi

Ardmore, AL

2015 Jeep Renegade Limited

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

2015 Jeep Renegade Limited

Ardmore, AL

UnscoredInsufficient · 4
$7,500167,493 mi

Comparison: 4 similar vehicles

Ardmore, AL

2014 Ford Escape SE

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

2014 Ford Escape SE

Ardmore, AL

Unscored
$7,500128,680 mi

Comparison: 86 similar vehicles

Ardmore, AL

2008 Jeep Wrangler X

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

2008 Jeep Wrangler X

Ardmore, AL

Unscored
$7,500318,988 mi

Comparison: 8 similar vehicles

Ardmore, AL

2008 Mercedes-Benz E-Class E350

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

2008 Mercedes-Benz E-Class E350

Ardmore, AL

Unscored
$7,700126,382 mi

Comparison: 9 similar vehicles

Ardmore, AL

2015 Nissan Altima S

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

2015 Nissan Altima S

Ardmore, AL

Unscored
$8,000139,222 mi

Comparison: 7 similar vehicles

Ardmore, AL

2013 Nissan Altima Sedan SV

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

2013 Nissan Altima Sedan SV

Ardmore, AL

Unscored
$8,500157,996 mi

Comparison: 29 similar vehicles

Ardmore, AL

2011 Chevrolet Camaro 1LT

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

2011 Chevrolet Camaro 1LT

Ardmore, AL

Unscored
$8,500191,913 mi

Comparison: 12 similar vehicles

Ardmore, AL

2008 Toyota Tacoma PreRunner

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

2008 Toyota Tacoma PreRunner

Ardmore, AL

Unscored
$8,500300,649 mi

Comparison: 11 similar vehicles

Ardmore, AL

2007 Jeep Wrangler Unlimited Sahara

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

2007 Jeep Wrangler Unlimited Sahara

Ardmore, AL

Unscored
$8,500211,262 mi

Comparison: 11 similar vehicles

Ardmore, AL

2010 Toyota Corolla S

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

2010 Toyota Corolla S

Ardmore, AL

Unscored
$8,700142,998 mi

Comparison: 44 similar vehicles

Ardmore, AL

2014 Mazda CX-5 Touring

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

2014 Mazda CX-5 Touring

Ardmore, AL

Unscored
$9,000166,835 mi

Comparison: 15 similar vehicles

Ardmore, AL

2010 Chevrolet Silverado 1500 LT

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

2010 Chevrolet Silverado 1500 LT

Ardmore, AL

Unscored
$9,000174,531 mi

Comparison: 25 similar vehicles

Ardmore, AL

2021 Chevrolet Trax LS

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

2021 Chevrolet Trax LS

Ardmore, AL

Unscored
$9,500146,638 mi

Comparison: 11 similar vehicles

Ardmore, AL

2016 Hyundai Elantra Value Edition

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

2016 Hyundai Elantra Value Edition

Ardmore, AL

UnscoredInsufficient · 4
$9,50097,000 mi

Comparison: 4 similar vehicles

Ardmore, AL

2011 Toyota RAV4 Base

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

2011 Toyota RAV4 Base

Ardmore, AL

Unscored
$9,500156,948 mi

Comparison: 36 similar vehicles

Ardmore, AL

2011 Scion tC Base

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

2011 Scion tC Base

Ardmore, AL

UnscoredInsufficient · 0
$9,500168,249 mi

Ardmore, AL

2019 Ford Mustang EcoBoost

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

2019 Ford Mustang EcoBoost

Ardmore, AL

Unscored
$10,500168,119 mi

Comparison: 54 similar vehicles

Ardmore, AL

2016 Nissan Rogue SL

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

2016 Nissan Rogue SL

Ardmore, AL

Fair PriceRobust · 114
$10,500119,000 mi

Market: $5,990 – $24,988

Comparison: 114 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 16 days listed (based on current market benchmarks)

Ardmore, AL

2007 Jeep Wrangler Sahara

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

2007 Jeep Wrangler Sahara

Ardmore, AL

Unscored
$10,500109,482 mi

Comparison: 7 similar vehicles

Ardmore, AL

2005 Chevrolet Tahoe

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

2005 Chevrolet Tahoe

Ardmore, AL

UnscoredInsufficient · 0
$10,500247,255 mi

Ardmore, AL

2016 Honda Odyssey EX

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

2016 Honda Odyssey EX

Ardmore, AL

Unscored
$11,000148,910 mi

Comparison: 13 similar vehicles

Ardmore, AL

2015 Chevrolet Suburban LTZ

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

2015 Chevrolet Suburban LTZ

Ardmore, AL

Unscored
$11,000187,044 mi

Comparison: 6 similar vehicles

Ardmore, AL

2013 GMC Sierra 1500 SLE

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

2013 GMC Sierra 1500 SLE

Ardmore, AL

Unscored
$11,990170,467 mi

Comparison: 27 similar vehicles

Ardmore, AL

2020 Toyota Corolla LE

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

2020 Toyota Corolla LE

Ardmore, AL

UnscoredInsufficient · 4
$13,500139,223 mi

Comparison: 4 similar vehicles

Ardmore, AL

2016 Dodge Challenger SXT

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

2016 Dodge Challenger SXT

Ardmore, AL

Fair PriceModerate · 25
$13,50070,934 mi

Market: $9,900 – $20,399

Comparison: 25 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 143 days listed (based on current market benchmarks)

Ardmore, AL

2016 Toyota Camry Special Edition

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

2016 Toyota Camry Special Edition

Ardmore, AL

Unscored
$13,500124,207 mi

Comparison: 59 similar vehicles

Ardmore, AL

2020 Nissan Pathfinder SL

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

2020 Nissan Pathfinder SL

Ardmore, AL

UnscoredInsufficient · 4
$13,900106,110 mi

Comparison: 4 similar vehicles

Ardmore, AL

2014 Mercedes-Benz E-Class E350

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

2014 Mercedes-Benz E-Class E350

Ardmore, AL

Fair PriceLimited · 19
$14,000118,614 mi

Market: $9,500 – $20,995

Comparison: 19 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 9 days listed (based on current market benchmarks)

Ardmore, AL

2018 Ford F-150 Lariat

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

2018 Ford F-150 Lariat

Ardmore, AL

Unscored
$14,225272,549 mi

Comparison: 209 similar vehicles

Ardmore, AL

2016 GMC Sierra 1500 SLT

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

2016 GMC Sierra 1500 SLT

Ardmore, AL

UnscoredInsufficient · 3
$14,500217,808 mi

Comparison: 3 similar vehicles

Ardmore, AL

2019 Toyota Camry SE

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

2019 Toyota Camry SE

Ardmore, AL

Unscored
$14,900150,040 mi

Comparison: 112 similar vehicles

Ardmore, AL

2014 Jeep Wrangler Unlimited Sport

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

2014 Jeep Wrangler Unlimited Sport

Ardmore, AL

Fair PriceRobust · 50
$16,500100,810 mi

Market: $7,995 – $18,900

Comparison: 50 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 53 days listed (based on current market benchmarks)

Ardmore, AL

2018 Chevrolet Colorado Work Truck

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

2018 Chevrolet Colorado Work Truck

Ardmore, AL

Fair PriceLimited · 14
$17,50050,282 mi

Market: $17,090 – $23,357

Comparison: 14 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 418 days listed (based on current market benchmarks)

Ardmore, AL

2018 Jeep Wrangler JK Unlimited Sport S

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

2018 Jeep Wrangler JK Unlimited Sport S

Ardmore, AL

UnscoredInsufficient · 3
$18,500121,676 mi

Comparison: 3 similar vehicles

Ardmore, AL

Trust signal layer

Demand-Verified Deals™

The Demand-Verified badge is sell-through evidence — the matched cohort of similar vehicles whose listings recently came off the market is leaving the market faster than its market baseline, and this listing has not been listed longer than the cohort’s typical time on market. A listing coming off the market is not always a sale. 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 time on market, 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 cohort of similar vehicles whose listings recently came off the market is leaving the market faster than its market baseline, the cohort meets minimum-sample and freshness requirements, and this specific listing has not been listed longer than the cohort's typical time on market. 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.

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