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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 16, 2026

5.9M+

Unique vehicles analyzed

as of October 15, 2026

57,000+

US dealerships

Daily

Data pipeline

Comparable

Market-evidence analysis

3.2M new·2.7M used·Listings processed daily

Or explore the market

25,856 listings found

No Photo

2014 Chrysler Town & Country Touring

Birmingham, AL

UnscoredModerate · 21
$1,500Mileage not verified

Comparison: 21 similar vehicles

Birmingham, AL

2013 Chrysler 200 Limited

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

2013 Chrysler 200 Limited

Birmingham, AL

UnscoredLimited · 8
$1,500Mileage not verified

Comparison: 8 similar vehicles

Birmingham, AL

2006 Ford Taurus SEL

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

2006 Ford Taurus SEL

Alabaster, AL

UnscoredInsufficient · 0
$1,500Mileage not verified

Alabaster, AL

No Photo

2014 Ford Fusion SE

Birmingham, AL

UnscoredModerate · 48
$2,000Mileage not verified

Comparison: 48 similar vehicles

Birmingham, 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

1999 Toyota Sienna CE

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

1999 Toyota Sienna CE

Montevallo, AL

UnscoredInsufficient · 0
$2,500247,867 mi

Montevallo, AL

2009 Kia Borrego LX

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

2009 Kia Borrego LX

Pell City, AL

UnscoredInsufficient · 3
$2,725Mileage not verified

Comparison: 3 similar vehicles

Pell City, AL

2018 Chevrolet Sonic LS

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

2018 Chevrolet Sonic LS

Hoover, AL

UnscoredInsufficient · 0
$2,787195,402 mi

Hoover, AL

2001 Isuzu Rodeo S

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

2001 Isuzu Rodeo S

Birmingham, AL

UnscoredInsufficient · 0
$2,797244,534 mi

Birmingham, AL

2011 Chevrolet Silverado 1500 Work Truck

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

2011 Chevrolet Silverado 1500 Work Truck

Alabaster, AL

UnscoredModerate · 31
$2,800258,957 mi

Comparison: 31 similar vehicles

Alabaster, 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

Odenville, AL

UnscoredLimited · 10
$2,900195,697 mi

Comparison: 10 similar vehicles

Odenville, AL

2007 Ford Freestyle SEL

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

2007 Ford Freestyle SEL

Pell City, AL

UnscoredInsufficient · 0
$2,995Mileage not verified

Pell City, 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

2003 Dodge Grand Caravan EX

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

2003 Dodge Grand Caravan EX

Montevallo, AL

UnscoredInsufficient · 0
$2,998161,145 mi

Montevallo, AL

No Photo

2018 Chevrolet Malibu 1LT

Birmingham, AL

UnscoredLimited · 14
$3,000Mileage not verified

Comparison: 14 similar vehicles

Birmingham, AL

2012 Chrysler 200 S

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

2012 Chrysler 200 S

Trafford, AL

UnscoredInsufficient · 0
$3,000170,946 mi

Trafford, AL

2003 Ford Econoline Wagon XL

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

2003 Ford Econoline Wagon XL

Bessemer, AL

UnscoredInsufficient · 0
$3,000435,233 mi

Bessemer, 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

2015 Jeep Cherokee Altitude

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

2015 Jeep Cherokee Altitude

Riverside, AL

UnscoredInsufficient · 0
$3,098210,000 mi

Riverside, AL

2015 Dodge Dart GT

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

2015 Dodge Dart GT

Centreville, AL

UnscoredInsufficient · 0
$3,200Mileage not verified

Centreville, AL

2011 Cadillac CTS Base

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

2011 Cadillac CTS Base

Bessemer, AL

UnscoredInsufficient · 3
$3,200178,205 mi

Comparison: 3 similar vehicles

Bessemer, AL

2007 Jeep Grand Cherokee Laredo

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

2007 Jeep Grand Cherokee Laredo

Hueytown, AL

UnscoredInsufficient · 4
$3,450230,984 mi

Comparison: 4 similar vehicles

Hueytown, AL

2006 Chrysler PT Cruiser Touring Edition

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

2006 Chrysler PT Cruiser Touring Edition

Hueytown, AL

UnscoredInsufficient · 0
$3,450132,938 mi

Hueytown, AL

2009 Ford Focus SE

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

2009 Ford Focus SE

Birmingham, AL

UnscoredLimited · 9
$3,490229,000 mi

Comparison: 9 similar vehicles

Birmingham, AL

2009 Ford Focus SE

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

2009 Ford Focus SE

Birmingham, AL

UnscoredLimited · 9
$3,490159,721 mi

Comparison: 9 similar vehicles

Birmingham, AL

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

Hueytown, AL

UnscoredInsufficient · 4
$3,495172,220 mi

Comparison: 4 similar vehicles

Hueytown, AL

2004 Jeep Grand Cherokee Laredo

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

2004 Jeep Grand Cherokee Laredo

Birmingham, AL

UnscoredLimited · 6
$3,495230,069 mi

Comparison: 6 similar vehicles

Birmingham, AL

2011 Chevrolet Traverse 1LT

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

2011 Chevrolet Traverse 1LT

Midfield, AL

Salvage title
$3,499130,000 mi

Midfield, AL

2011 Hyundai Elantra Limited

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

2011 Hyundai Elantra Limited

Birmingham, AL

UnscoredLimited · 18
$3,499272,047 mi

Comparison: 18 similar vehicles

Birmingham, AL

2009 Ford Fusion SEL

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

2009 Ford Fusion SEL

Bessemer, AL

Salvage title
$3,499130,000 mi

Bessemer, AL

2008 Mazda MAZDA3 s Sport

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

2008 Mazda MAZDA3 s Sport

Birmingham, AL

UnscoredInsufficient · 0
$3,499200,000 mi

Birmingham, 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

2003 Toyota Corolla CE

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

2003 Toyota Corolla CE

Alabaster, AL

UnscoredInsufficient · 0
$3,500Mileage not verified

Alabaster, AL

2001 Volkswagen Passat GLS

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

2001 Volkswagen Passat GLS

Westover, AL

UnscoredInsufficient · 0
$3,500145,971 mi

Westover, AL

2002 Cadillac DeVille Base

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

2002 Cadillac DeVille Base

Bessemer, AL

UnscoredInsufficient · 0
$3,590126,085 mi

Bessemer, AL

2004 GMC Envoy SLT

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

2004 GMC Envoy SLT

Birmingham, AL

UnscoredInsufficient · 3
$3,595162,788 mi

Comparison: 3 similar vehicles

Birmingham, AL

2003 Ford F-150 XLT

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

2003 Ford F-150 XLT

Prattville, AL

UnscoredLimited · 8
$3,599167,000 mi

Comparison: 8 similar vehicles

Prattville, AL

2014 Chevrolet Equinox 2LT

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

2014 Chevrolet Equinox 2LT

Hueytown, AL

UnscoredLimited · 10
$3,650287,017 mi

Comparison: 10 similar vehicles

Hueytown, AL

2009 Nissan Murano SL

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

2009 Nissan Murano SL

Hueytown, AL

UnscoredLimited · 7
$3,650230,348 mi

Comparison: 7 similar vehicles

Hueytown, AL

2004 Jeep Grand Cherokee Laredo

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

2004 Jeep Grand Cherokee Laredo

Hueytown, AL

UnscoredInsufficient · 4
$3,650209,833 mi

Comparison: 4 similar vehicles

Hueytown, AL

2008 Toyota Highlander Hybrid

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

2008 Toyota Highlander Hybrid

Hoover, AL

UnscoredInsufficient · 0
$3,676236,284 mi

Hoover, AL

2008 Ford Edge Limited

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

2008 Ford Edge Limited

Birmingham, AL

UnscoredLimited · 6
$3,699250,890 mi

Comparison: 6 similar vehicles

Birmingham, AL

2011 Kia Forte EX

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

2011 Kia Forte EX

Pell City, AL

UnscoredInsufficient · 4
$3,725Mileage not verified

Comparison: 4 similar vehicles

Pell City, AL

2007 Honda Odyssey EX

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

2007 Honda Odyssey EX

Pell City, AL

UnscoredLimited · 10
$3,725239,060 mi

Comparison: 10 similar vehicles

Pell City, AL

2013 Chevrolet Spark LS

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

2013 Chevrolet Spark LS

Hueytown, AL

UnscoredInsufficient · 4
$3,750165,015 mi

Comparison: 4 similar vehicles

Hueytown, AL

2015 Ford Edge SE

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

2015 Ford Edge SE

Hoover, AL

UnscoredLimited · 7
$3,759208,310 mi

Comparison: 7 similar vehicles

Hoover, AL

2011 Kia Sorento LX

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

2011 Kia Sorento LX

Hoover, AL

UnscoredModerate · 30
$3,759188,184 mi

Comparison: 30 similar vehicles

Hoover, AL

2015 Jeep Patriot Sport

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

2015 Jeep Patriot Sport

Munford, AL

UnscoredModerate · 38
$3,800154,900 mi

Comparison: 38 similar vehicles

Munford, AL

2002 Jeep Grand Cherokee LAREDO

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

2002 Jeep Grand Cherokee LAREDO

Prattville, AL

UnscoredInsufficient · 0
$3,800163,000 mi

Prattville, AL

2015 Ford Fusion Hybrid SE

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

2015 Ford Fusion Hybrid SE

Hueytown, AL

Salvage title
$3,850243,226 mi

Hueytown, AL

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 manage their profile, 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, exports, and enhanced merchandising.
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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