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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

4,502 listings found

2014 Jeep Patriot Sport

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

2014 Jeep Patriot Sport

Tuscaloosa, AL

UnscoredInsufficient · 3
$2,308153,531 mi

Comparison: 3 similar vehicles

Tuscaloosa, AL

1999 Jeep Grand Cherokee LAREDO

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

1999 Jeep Grand Cherokee LAREDO

Tuscaloosa, AL

UnscoredInsufficient · 3
$2,437Mileage not verified

Comparison: 3 similar vehicles

Tuscaloosa, AL

2011 Volvo XC60 T6

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

2011 Volvo XC60 T6

Tuscaloosa, AL

UnscoredInsufficient · 0
$2,983190,933 mi

Tuscaloosa, AL

2004 Ford Expedition Eddie Bauer

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

2004 Ford Expedition Eddie Bauer

Aliceville, AL

UnscoredLimited · 14
$2,990321,163 mi

Comparison: 14 similar vehicles

Aliceville, AL

2005 Jeep Grand Cherokee Limited

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

2005 Jeep Grand Cherokee Limited

Tuscaloosa, AL

UnscoredInsufficient · 0
$3,277276,766 mi

Tuscaloosa, 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

2013 Dodge Journey SE

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

2013 Dodge Journey SE

Hueytown, AL

UnscoredInsufficient · 3
$3,590207,120 mi

Comparison: 3 similar vehicles

Hueytown, 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 · 6
$3,650230,348 mi

Comparison: 6 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

2010 Jeep Liberty Sport

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

2010 Jeep Liberty Sport

Centreville, AL

UnscoredInsufficient · 3
$3,850180,051 mi

Comparison: 3 similar vehicles

Centreville, AL

2004 Honda CR-V LX

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

2004 Honda CR-V LX

Bessemer, AL

Salvage title
$3,900256,132 mi

Bessemer, AL

2006 Chevrolet Tahoe LS

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

2006 Chevrolet Tahoe LS

Woodstock, AL

UnscoredInsufficient · 0
$3,950264,843 mi

Woodstock, AL

2014 Ford Escape SE

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

2014 Ford Escape SE

Hueytown, AL

UnscoredLimited · 6
$3,975137,534 mi

Comparison: 6 similar vehicles

Hueytown, AL

2013 Chevrolet Equinox 1LT

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

2013 Chevrolet Equinox 1LT

Hueytown, AL

UnscoredModerate · 24
$3,995182,217 mi

Comparison: 24 similar vehicles

Hueytown, AL

2012 Chevrolet Equinox 1LT

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

2012 Chevrolet Equinox 1LT

Hueytown, AL

UnscoredLimited · 9
$3,995176,210 mi

Comparison: 9 similar vehicles

Hueytown, AL

2011 Chevrolet Equinox LTZ

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

2011 Chevrolet Equinox LTZ

Hueytown, AL

UnscoredInsufficient · 4
$3,995188,506 mi

Comparison: 4 similar vehicles

Hueytown, AL

2011 Chevrolet Equinox 1LT

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

2011 Chevrolet Equinox 1LT

Hueytown, AL

UnscoredInsufficient · 4
$3,995114,854 mi

Comparison: 4 similar vehicles

Hueytown, AL

2008 Nissan Xterra X

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

2008 Nissan Xterra X

Hueytown, AL

UnscoredInsufficient · 4
$3,995228,463 mi

Comparison: 4 similar vehicles

Hueytown, AL

2010 Ford Expedition Limited

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

2010 Ford Expedition Limited

Hueytown, AL

UnscoredInsufficient · 0
$4,450253,026 mi

Hueytown, AL

2007 GMC Envoy SLE

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

2007 GMC Envoy SLE

Bessemer, AL

UnscoredInsufficient · 0
$4,492192,103 mi

Bessemer, AL

2012 Hyundai Santa Fe Limited

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

2012 Hyundai Santa Fe Limited

Bessemer, AL

UnscoredInsufficient · 3
$4,500220,197 mi

Comparison: 3 similar vehicles

Bessemer, AL

2005 Chevrolet TrailBlazer LS

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

2005 Chevrolet TrailBlazer LS

Hueytown, AL

UnscoredLimited · 5
$4,500239,345 mi

Comparison: 5 similar vehicles

Hueytown, AL

2013 Chevrolet Equinox 2LT

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

2013 Chevrolet Equinox 2LT

Hueytown, AL

UnscoredLimited · 7
$4,600174,808 mi

Comparison: 7 similar vehicles

Hueytown, AL

2007 GMC Envoy Denali

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

2007 GMC Envoy Denali

Tuscaloosa, AL

UnscoredInsufficient · 0
$4,663140,345 mi

Tuscaloosa, AL

2007 Saturn Outlook XE

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

2007 Saturn Outlook XE

Hueytown, AL

UnscoredInsufficient · 0
$4,750136,089 mi

Hueytown, AL

2014 Chevrolet Equinox 1LT

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

2014 Chevrolet Equinox 1LT

Hueytown, AL

Fair PriceModerate · 25
$4,800100,907 mi

Market: $4,000 – $10,798

Comparison: 25 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 39 days listed (based on current market benchmarks)

Hueytown, AL

2013 Hyundai Tucson GLS

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

2013 Hyundai Tucson GLS

Hueytown, AL

Salvage title
$4,800188,856 mi

Hueytown, AL

2010 Jeep Grand Cherokee Laredo

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

2010 Jeep Grand Cherokee Laredo

Maylene, AL

UnscoredInsufficient · 3
$4,800209,157 mi

Comparison: 3 similar vehicles

Maylene, AL

2013 Chevrolet Equinox LTZ

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

2013 Chevrolet Equinox LTZ

Hueytown, AL

UnscoredInsufficient · 0
$4,875205,887 mi

Hueytown, AL

2009 Mercury Mariner Base

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

2009 Mercury Mariner Base

Tuscaloosa, AL

UnscoredInsufficient · 0
$4,877212,853 mi

Tuscaloosa, AL

2009 Honda Pilot Touring

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

2009 Honda Pilot Touring

Fayette, AL

UnscoredInsufficient · 0
$4,900236,284 mi

Fayette, AL

2009 Ford Expedition Limited

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

2009 Ford Expedition Limited

Tuscaloosa, AL

UnscoredInsufficient · 3
$4,950232,003 mi

Comparison: 3 similar vehicles

Tuscaloosa, AL

2014 GMC Terrain SLE-2

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

2014 GMC Terrain SLE-2

Hueytown, AL

UnscoredInsufficient · 3
$4,995166,727 mi

Comparison: 3 similar vehicles

Hueytown, AL

2014 Nissan Pathfinder SV

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

2014 Nissan Pathfinder SV

Hueytown, AL

UnscoredLimited · 10
$4,995242,407 mi

Comparison: 10 similar vehicles

Hueytown, AL

2007 Ford Escape Limited

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

2007 Ford Escape Limited

Tuscaloosa, AL

UnscoredInsufficient · 0
$4,995Mileage not verified

Tuscaloosa, AL

2017 Kia Sportage LX

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

2017 Kia Sportage LX

Hueytown, AL

UnscoredModerate · 27
$4,999158,897 mi

Comparison: 27 similar vehicles

Hueytown, AL

2015 Kia Sorento LX

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

2015 Kia Sorento LX

Hueytown, AL

UnscoredLimited · 5
$4,999153,000 mi

Comparison: 5 similar vehicles

Hueytown, AL

2013 Nissan Rogue S

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

2013 Nissan Rogue S

Hueytown, AL

Salvage title
$5,000152,449 mi

Hueytown, AL

2014 Nissan Rogue SL

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

2014 Nissan Rogue SL

Hueytown, AL

UnscoredInsufficient · 4
$5,495173,758 mi

Comparison: 4 similar vehicles

Hueytown, AL

2015 Lincoln MKX Base

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

2015 Lincoln MKX Base

Hueytown, AL

UnscoredInsufficient · 3
$5,500160,000 mi

Comparison: 3 similar vehicles

Hueytown, AL

2004 Ford Explorer XLT

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

2004 Ford Explorer XLT

Buhl, AL

UnscoredInsufficient · 0
$5,500170,020 mi

Buhl, AL

2003 Toyota Highlander Limited

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

2003 Toyota Highlander Limited

Buhl, AL

UnscoredInsufficient · 0
$5,500235,515 mi

Buhl, AL

2006 Lexus RX 330

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

2006 Lexus RX 330

Tuscaloosa, AL

UnscoredLimited · 8
$5,549327,928 mi

Comparison: 8 similar vehicles

Tuscaloosa, AL

2014 Mazda CX-9 Touring

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

2014 Mazda CX-9 Touring

Hueytown, AL

UnscoredInsufficient · 3
$5,675188,351 mi

Comparison: 3 similar vehicles

Hueytown, AL

2018 Chevrolet Trax LT

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

2018 Chevrolet Trax LT

Bessemer, AL

UnscoredLimited · 6
$5,694177,038 mi

Comparison: 6 similar vehicles

Bessemer, AL

2015 Buick Enclave Leather

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

2015 Buick Enclave Leather

Centreville, AL

Salvage title
$5,800159,447 mi

Centreville, AL

2018 Dodge Journey Crossroad

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

2018 Dodge Journey Crossroad

Tuscaloosa, AL

UnscoredLimited · 7
$5,900159,224 mi

Comparison: 7 similar vehicles

Tuscaloosa, AL

2016 Jeep Compass Sport

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

2016 Jeep Compass Sport

Tuscaloosa, AL

Great DealModerate · 20
$5,900116,075 mi

Market: $6,950 – $11,590

Comparison: 20 similar vehicles

Competitively priced ~15% below the typical range compared to similar vehicles · 8 days listed (based on current market benchmarks)

Tuscaloosa, AL

2009 Acura MDX Technology & Entertainment Package

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

2009 Acura MDX Technology & Entertainment Package

Hueytown, AL

Salvage title
$5,900197,660 mi

Hueytown, 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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