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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

1,225 listings found

2002 Chevrolet Impala LS

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

2002 Chevrolet Impala LS

Tuscaloosa, AL

UnscoredInsufficient · 0
$1,300Mileage not verified

Tuscaloosa, AL

No Photo

2004 Kia Rio Base

Tuscaloosa, AL

UnscoredInsufficient · 0
$2,315Mileage not verified

Tuscaloosa, AL

2012 Lincoln MKZ Base

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

2012 Lincoln MKZ Base

Tuscaloosa, AL

UnscoredInsufficient · 3
$2,318191,472 mi

Comparison: 3 similar vehicles

Tuscaloosa, AL

2017 Nissan Sentra SV

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

2017 Nissan Sentra SV

Tuscaloosa, AL

UnscoredInsufficient · 4
$2,500177,575 mi

Comparison: 4 similar vehicles

Tuscaloosa, AL

2007 Mercury Milan Premier

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

2007 Mercury Milan Premier

Aliceville, AL

UnscoredInsufficient · 0
$2,990286,678 mi

Aliceville, AL

2002 Toyota Camry LE

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

2002 Toyota Camry LE

Northport, AL

UnscoredInsufficient · 4
$3,000248,000 mi

Comparison: 4 similar vehicles

Northport, AL

2008 Volkswagen Jetta S

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

2008 Volkswagen Jetta S

Tuscaloosa, AL

UnscoredInsufficient · 0
$3,500208,369 mi

Tuscaloosa, AL

2013 Dodge Charger SE

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

2013 Dodge Charger SE

Tuscaloosa, AL

UnscoredInsufficient · 3
$3,900196,405 mi

Comparison: 3 similar vehicles

Tuscaloosa, AL

2010 Volkswagen Jetta Limited Edition

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

2010 Volkswagen Jetta Limited Edition

Tuscaloosa, AL

UnscoredInsufficient · 0
$3,974187,174 mi

Tuscaloosa, AL

2018 Nissan Altima SL

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

2018 Nissan Altima SL

Starkville, MS

UnscoredLimited · 11
$4,419233,546 mi

Comparison: 11 similar vehicles

Starkville, MS

2010 Honda Accord EX-L V6

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

2010 Honda Accord EX-L V6

Tuscaloosa, AL

UnscoredLimited · 10
$4,448194,896 mi

Comparison: 10 similar vehicles

Tuscaloosa, AL

2008 Honda Civic EX

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

2008 Honda Civic EX

Carrollton, AL

UnscoredInsufficient · 3
$4,500234,000 mi

Comparison: 3 similar vehicles

Carrollton, AL

2012 Subaru Legacy I Limited

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

2012 Subaru Legacy I Limited

Tuscaloosa, AL

UnscoredInsufficient · 0
$4,553165,960 mi

Tuscaloosa, AL

2013 Volkswagen Jetta SE

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

2013 Volkswagen Jetta SE

Tuscaloosa, AL

UnscoredLimited · 5
$4,863208,875 mi

Comparison: 5 similar vehicles

Tuscaloosa, AL

2002 Honda Accord EX

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

2002 Honda Accord EX

Tuscaloosa, AL

UnscoredInsufficient · 0
$4,977197,745 mi

Tuscaloosa, 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

Tuscaloosa, AL

UnscoredLimited · 15
$4,983192,827 mi

Comparison: 15 similar vehicles

Tuscaloosa, AL

1998 Cadillac DeVille Base

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

1998 Cadillac DeVille Base

Starkville, MS

UnscoredInsufficient · 0
$4,990130,735 mi

Starkville, MS

2015 Chrysler 200 Limited

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

2015 Chrysler 200 Limited

Carrollton, AL

UnscoredModerate · 30
$5,500164,579 mi

Comparison: 30 similar vehicles

Carrollton, AL

2013 Dodge Charger SE

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

2013 Dodge Charger SE

Northport, AL

Salvage title
$5,500139,142 mi

Northport, AL

2009 Ford Focus SE

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

2009 Ford Focus SE

Tuscaloosa, AL

Fair PriceLimited · 12
$5,948109,899 mi

Market: $2,499 – $9,995

Comparison: 12 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 5 days listed (based on current market benchmarks)

Tuscaloosa, AL

2010 Hyundai Elantra Blue

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

2010 Hyundai Elantra Blue

Aliceville, AL

UnscoredInsufficient · 0
$5,990148,147 mi

Aliceville, AL

2014 Ford Focus SE

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

2014 Ford Focus SE

Tuscaloosa, AL

UnscoredModerate · 40
$6,023222,255 mi

Comparison: 40 similar vehicles

Tuscaloosa, AL

2008 Ford Taurus SEL

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

2008 Ford Taurus SEL

West Point, MS

UnscoredInsufficient · 0
$6,415132,751 mi

West Point, MS

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

Buhl, AL

UnscoredModerate · 21
$6,500153,680 mi

Comparison: 21 similar vehicles

Buhl, AL

2010 BMW 3 Series 328i

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

2010 BMW 3 Series 328i

West Point, MS

UnscoredInsufficient · 0
$6,900190,564 mi

West Point, MS

2003 Buick LeSabre Custom

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

2003 Buick LeSabre Custom

Columbus, MS

UnscoredInsufficient · 0
$6,90097,226 mi

Columbus, MS

2014 Volkswagen Passat SEL Premium

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

2014 Volkswagen Passat SEL Premium

Aliceville, AL

UnscoredLimited · 9
$6,990127,691 mi

Comparison: 9 similar vehicles

Aliceville, AL

2008 Honda Accord EX-L

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

2008 Honda Accord EX-L

Buhl, AL

UnscoredLimited · 10
$7,500198,587 mi

Comparison: 10 similar vehicles

Buhl, AL

2006 Honda Accord SE

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

2006 Honda Accord SE

Columbus, MS

UnscoredInsufficient · 0
$7,724174,676 mi

Columbus, MS

2017 Nissan Altima S

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

2017 Nissan Altima S

Carrollton, AL

UnscoredModerate · 26
$7,800154,930 mi

Comparison: 26 similar vehicles

Carrollton, AL

2013 Nissan Altima Sedan SL

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

2013 Nissan Altima Sedan SL

Tuscaloosa, AL

UnscoredLimited · 5
$7,977136,608 mi

Comparison: 5 similar vehicles

Tuscaloosa, AL

2014 Chevrolet Impala 1LZ

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

2014 Chevrolet Impala 1LZ

Tuscaloosa, AL

UnscoredLimited · 9
$7,983149,543 mi

Comparison: 9 similar vehicles

Tuscaloosa, AL

2017 Kia Forte LX

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

2017 Kia Forte LX

Tuscaloosa, AL

UnscoredRobust · 56
$8,348140,035 mi

Comparison: 56 similar vehicles

Tuscaloosa, AL

2012 Nissan Altima SR

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

2012 Nissan Altima SR

West Point, MS

UnscoredInsufficient · 0
$8,42296,367 mi

West Point, MS

2017 BMW 3 Series 330i

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

2017 BMW 3 Series 330i

Tuscaloosa, AL

UnscoredLimited · 7
$8,798157,586 mi

Comparison: 7 similar vehicles

Tuscaloosa, AL

2014 Nissan Maxima SV

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

2014 Nissan Maxima SV

Columbus, MS

UnscoredLimited · 18
$8,950153,074 mi

Comparison: 18 similar vehicles

Columbus, MS

2013 Ford Taurus Limited

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

2013 Ford Taurus Limited

Tuscaloosa, AL

UnscoredInsufficient · 0
$8,97790,153 mi

Tuscaloosa, AL

2013 Nissan Altima Sedan SL

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

2013 Nissan Altima Sedan SL

Northport, AL

UnscoredInsufficient · 3
$8,977137,928 mi

Comparison: 3 similar vehicles

Northport, AL

2011 Ford Taurus SEL

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

2011 Ford Taurus SEL

Tuscaloosa, AL

UnscoredLimited · 9
$8,977167,550 mi

Comparison: 9 similar vehicles

Tuscaloosa, AL

2009 Toyota Avalon Limited

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

2009 Toyota Avalon Limited

Northport, AL

Salvage title
$8,977175,111 mi

Northport, AL

2021 Hyundai Sonata SE

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

2021 Hyundai Sonata SE

Starkville, MS

Fair PriceModerate · 20
$8,990117,766 mi

Market: $6,500 – $19,547

Comparison: 20 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 8 days listed (based on current market benchmarks)

Starkville, MS

2018 Kia RIO S

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

2018 Kia RIO S

Starkville, MS

UnscoredInsufficient · 0
$8,990127,193 mi

Starkville, MS

2018 Hyundai Elantra SEL

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

2018 Hyundai Elantra SEL

Tuscaloosa, AL

UnscoredLimited · 16
$9,088129,777 mi

Comparison: 16 similar vehicles

Tuscaloosa, AL

2010 Buick LaCrosse CXL

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

2010 Buick LaCrosse CXL

Fosters, AL

UnscoredLimited · 7
$9,494108,836 mi

Comparison: 7 similar vehicles

Fosters, AL

2015 Chevrolet Impala 2LZ

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

2015 Chevrolet Impala 2LZ

Carrollton, AL

Fair PriceLimited · 13
$9,500115,267 mi

Market: $5,495 – $15,500

Comparison: 13 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 83 days listed (based on current market benchmarks)

Carrollton, AL

2020 Hyundai Accent SE

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

2020 Hyundai Accent SE

Starkville, MS

UnscoredLimited · 6
$9,88072,539 mi

Comparison: 6 similar vehicles

Starkville, MS

2012 Chrysler 300 Limited

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

2012 Chrysler 300 Limited

Columbus, MS

UnscoredLimited · 7
$9,950180,000 mi

Comparison: 7 similar vehicles

Columbus, MS

2017 Toyota Yaris iA Base

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

2017 Toyota Yaris iA Base

Tuscaloosa, AL

Fair PriceModerate · 26
$9,977111,795 mi

Market: $9,995 – $14,500

Comparison: 26 similar vehicles

Fairly priced — priced near the comparable range, but not far enough below it to qualify as a Great Deal · 718 days listed (based on current market benchmarks)

Tuscaloosa, AL

2011 Toyota Camry XLE

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

2011 Toyota Camry XLE

Tuscaloosa, AL

Salvage title
$9,977164,933 mi

Tuscaloosa, AL

2016 Volkswagen Jetta SE

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

2016 Volkswagen Jetta SE

Tuscaloosa, AL

UnscoredInsufficient · 0
$9,995126,961 mi

Tuscaloosa, AL

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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