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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 7, 2026

7.1M+

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

13,218 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

2007 Toyota Camry LE

Montgomery, AL

Unscored
$1,400Mileage not verified

Comparison: 39 similar vehicles

Montgomery, AL

No Photo

2017 Nissan Sentra S

Montgomery, AL

Unscored
$1,900Mileage not verified

Comparison: 25 similar vehicles

Montgomery, AL

2010 Nissan Altima S

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

2010 Nissan Altima S

Huntsville, AL

Unscored
$1,900227,750 mi

Comparison: 29 similar vehicles

Huntsville, AL

No Photo

2014 Ford Fusion SE

Birmingham, AL

UnscoredInsufficient · 3
$2,000Mileage not verified

Comparison: 3 similar vehicles

Birmingham, AL

2004 Honda Accord EX

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

2004 Honda Accord EX

Auburn, AL

UnscoredInsufficient · 3
$2,000321,773 mi

Comparison: 3 similar vehicles

Auburn, AL

1998 Mercury Grand Marquis LS

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

1998 Mercury Grand Marquis LS

Dothan, AL

UnscoredInsufficient · 0
$2,000298,259 mi

Dothan, AL

2013 Volkswagen Jetta SE

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

2013 Volkswagen Jetta SE

Foley, AL

Unscored
$2,088208,875 mi

Comparison: 5 similar vehicles

Foley, AL

2009 Chevrolet Impala LS

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

2009 Chevrolet Impala LS

Tuscaloosa, AL

UnscoredInsufficient · 3
$2,198176,581 mi

Comparison: 3 similar vehicles

Tuscaloosa, AL

2014 Dodge Dart GT

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

2014 Dodge Dart GT

Montgomery, AL

UnscoredInsufficient · 0
$2,200Mileage not verified

Montgomery, 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

Unscored
$2,318191,472 mi

Comparison: 5 similar vehicles

Tuscaloosa, AL

2011 Nissan Altima S

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

2011 Nissan Altima S

Fort Payne, AL

Unscored
$2,400205,688 mi

Comparison: 32 similar vehicles

Fort Payne, AL

2002 Cadillac Seville STS

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

2002 Cadillac Seville STS

Florence, AL

UnscoredInsufficient · 0
$2,499171,234 mi

Florence, 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

Unscored
$2,500177,575 mi

Comparison: 5 similar vehicles

Tuscaloosa, AL

2013 Chevrolet Malibu 2SA

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

2013 Chevrolet Malibu 2SA

Pell City, AL

UnscoredInsufficient · 0
$2,500Mileage not verified

Pell City, AL

2011 Ford Focus SE

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

2011 Ford Focus SE

Phenix City, AL

Unscored
$2,500198,031 mi

Comparison: 10 similar vehicles

Phenix City, AL

2008 Ford Fusion SE

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

2008 Ford Fusion SE

Somerville, AL

UnscoredInsufficient · 0
$2,500167,455 mi

Somerville, AL

2004 Mercury Sable LS

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

2004 Mercury Sable LS

Montgomery, AL

UnscoredInsufficient · 0
$2,500127,675 mi

Montgomery, 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

Unscored
$2,549220,827 mi

Comparison: 5 similar vehicles

Tuscaloosa, AL

2012 Nissan Sentra S

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

2012 Nissan Sentra S

Tuscaloosa, AL

Salvage title
$2,598127,236 mi

Tuscaloosa, AL

2010 Chevrolet Aveo 1LT

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

2010 Chevrolet Aveo 1LT

Fort Payne, AL

UnscoredInsufficient · 0
$2,750121,757 mi

Fort Payne, AL

2002 Ford Taurus SE

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

2002 Ford Taurus SE

Somerville, AL

UnscoredInsufficient · 0
$2,800206,522 mi

Somerville, AL

2016 Ford Fusion Hybrid S

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

2016 Ford Fusion Hybrid S

Birmingham, AL

UnscoredInsufficient · 0
$2,899245,060 mi

Birmingham, AL

2007 Buick Lucerne CXS

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

2007 Buick Lucerne CXS

Jasper, AL

UnscoredInsufficient · 0
$2,899Mileage not verified

Jasper, AL

2016 Ford Fusion S

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

2016 Ford Fusion S

Athens, AL

Unscored
$2,900301,377 mi

Comparison: 20 similar vehicles

Athens, AL

2016 Hyundai Sonata SE

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

2016 Hyundai Sonata SE

Odenville, AL

UnscoredInsufficient · 3
$2,900254,769 mi

Comparison: 3 similar vehicles

Odenville, AL

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: 13 similar vehicles

Ardmore, AL

2010 Honda Civic LX

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

2010 Honda Civic LX

Huntsville, AL

Unscored
$2,900410,434 mi

Comparison: 21 similar vehicles

Huntsville, AL

2012 Ford Fusion S

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

2012 Ford Fusion S

Anniston, AL

UnscoredInsufficient · 0
$2,950231,471 mi

Anniston, AL

2011 Lincoln MKZ Base

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

2011 Lincoln MKZ Base

Attalla, AL

UnscoredInsufficient · 0
$2,950370,990 mi

Attalla, AL

2011 Hyundai Sonata Limited

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

2011 Hyundai Sonata Limited

Anniston, AL

Unscored
$2,950226,624 mi

Comparison: 19 similar vehicles

Anniston, 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

2013 Hyundai Elantra GLS

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

2013 Hyundai Elantra GLS

Madison, AL

Salvage title
$2,995260,451 mi

Madison, AL

2010 Lexus GS 350

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

2010 Lexus GS 350

Fyffe, AL

UnscoredInsufficient · 0
$2,995284,194 mi

Fyffe, AL

2006 Ford Taurus SEL

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

2006 Ford Taurus SEL

Meridianville, AL

UnscoredInsufficient · 0
$2,995181,787 mi

Meridianville, AL

2006 Mercedes-Benz C-Class C280 Luxury

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

2006 Mercedes-Benz C-Class C280 Luxury

Pell City, AL

UnscoredInsufficient · 0
$2,995Mileage not verified

Pell City, AL

2013 Kia Optima EX

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

2013 Kia Optima EX

Center Point, AL

Unscored
$2,999228,000 mi

Comparison: 22 similar vehicles

Center Point, AL

2012 Chevrolet Impala 1FL

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

2012 Chevrolet Impala 1FL

Midfield, AL

Salvage title
$2,999155,250 mi

Midfield, AL

2014 Chevrolet Cruze 1LT

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

2014 Chevrolet Cruze 1LT

Phenix City, AL

Unscored
$3,000236,958 mi

Comparison: 38 similar vehicles

Phenix City, AL

2013 Chevrolet Impala LTZ

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

2013 Chevrolet Impala LTZ

Gadsden, AL

Unscored
$3,000248,284 mi

Comparison: 8 similar vehicles

Gadsden, AL

2008 Dodge Avenger SXT

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

2008 Dodge Avenger SXT

Phenix City, AL

UnscoredInsufficient · 0
$3,000366,608 mi

Phenix City, AL

2002 Saturn S-Series SL2

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

2002 Saturn S-Series SL2

Prattville, AL

UnscoredInsufficient · 0
$3,00028,000 mi

Prattville, 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

Unscored
$3,000248,000 mi

Comparison: 6 similar vehicles

Northport, 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

Foley, AL

UnscoredInsufficient · 0
$3,097200,091 mi

Foley, AL

2014 Chevrolet Cruze 1LT

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

2014 Chevrolet Cruze 1LT

Tuscaloosa, AL

Fair PriceModerate · 37
$3,198107,808 mi

Market: $3,000 – $15,990

Comparison: 37 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 46 days listed (based on current market benchmarks)

Tuscaloosa, AL

2015 Dodge Dart GT

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

2015 Dodge Dart GT

Woodstock, AL

UnscoredInsufficient · 0
$3,200Mileage not verified

Woodstock, AL

2013 Nissan Sentra SV

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

2013 Nissan Sentra SV

Bay Minette, AL

Unscored
$3,200158,052 mi

Comparison: 9 similar vehicles

Bay Minette, AL

2012 Ford Fusion SEL

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

2012 Ford Fusion SEL

Woodstock, AL

Salvage title
$3,200165,369 mi

Woodstock, AL

2009 Toyota Camry LE

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

2009 Toyota Camry LE

Anniston, AL

Unscored
$3,250219,051 mi

Comparison: 40 similar vehicles

Anniston, 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 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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