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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 21, 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

7,996 listings found

2002 Toyota Highlander Limited

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

2002 Toyota Highlander Limited

Phenix City, AL

UnscoredInsufficient · 0
$2,500Mileage not verified

Phenix City, AL

2002 Nissan Xterra XE

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

2002 Nissan Xterra XE

Salem, AL

UnscoredInsufficient · 0
$3,000306,762 mi

Salem, AL

2000 Ford Expedition XLT

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

2000 Ford Expedition XLT

Phenix City, AL

UnscoredInsufficient · 0
$3,200262,000 mi

Phenix City, AL

2007 GMC Yukon SLE2

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

2007 GMC Yukon SLE2

Phenix City, AL

UnscoredLimited · 5
$3,800Mileage not verified

Comparison: 5 similar vehicles

Phenix City, AL

2015 Ford Escape SE

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

2015 Ford Escape SE

Montgomery, AL

UnscoredModerate · 37
$3,990172,639 mi

Comparison: 37 similar vehicles

Montgomery, AL

2011 Hyundai Tucson Limited

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

2011 Hyundai Tucson Limited

Phenix City, AL

UnscoredInsufficient · 3
$3,995Mileage not verified

Comparison: 3 similar vehicles

Phenix City, AL

2007 Jeep Patriot Limited

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

2007 Jeep Patriot Limited

Opelika, AL

UnscoredInsufficient · 0
$3,995111,235 mi

Opelika, AL

2015 Jeep Patriot Sport

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

2015 Jeep Patriot Sport

Lagrange, GA

Fair PriceModerate · 35
$4,000116,244 mi

Market: $2,995 – $12,166

Comparison: 35 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 181 days listed (based on current market benchmarks)

Lagrange, GA

2008 GMC Yukon Denali

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

2008 GMC Yukon Denali

Phenix City, AL

UnscoredInsufficient · 0
$4,000274,850 mi

Phenix City, AL

2005 Toyota 4Runner Sport

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

2005 Toyota 4Runner Sport

Phenix City, AL

UnscoredInsufficient · 3
$4,000373,566 mi

Comparison: 3 similar vehicles

Phenix City, AL

2008 Nissan Rogue SL

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

2008 Nissan Rogue SL

Auburn, AL

UnscoredLimited · 7
$4,196228,360 mi

Comparison: 7 similar vehicles

Auburn, AL

2017 Dodge Journey SE

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

2017 Dodge Journey SE

Montgomery, AL

UnscoredModerate · 30
$4,500246,900 mi

Comparison: 30 similar vehicles

Montgomery, AL

2015 Dodge Journey SE

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

2015 Dodge Journey SE

Phenix City, AL

UnscoredLimited · 11
$4,500144,023 mi

Comparison: 11 similar vehicles

Phenix City, AL

2001 GMC Yukon SLE

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

2001 GMC Yukon SLE

Phenix City, AL

UnscoredInsufficient · 0
$4,500Mileage not verified

Phenix City, AL

2007 Hyundai Tucson Limited

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

2007 Hyundai Tucson Limited

Phenix City, AL

UnscoredInsufficient · 0
$4,569Mileage not verified

Phenix City, AL

2006 Nissan Murano SL

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

2006 Nissan Murano SL

LaGrange, GA

UnscoredLimited · 6
$4,694115,534 mi

Comparison: 6 similar vehicles

LaGrange, GA

2010 Mercedes-Benz GLK-Class GLK350

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

2010 Mercedes-Benz GLK-Class GLK350

Montgomery, AL

UnscoredLimited · 6
$4,900259,111 mi

Comparison: 6 similar vehicles

Montgomery, AL

2006 Toyota Highlander Sport

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

2006 Toyota Highlander Sport

Montgomery, AL

UnscoredInsufficient · 0
$4,900288,968 mi

Montgomery, AL

2006 GMC Envoy SLE

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

2006 GMC Envoy SLE

Phenix City, AL

UnscoredInsufficient · 0
$4,995200,000 mi

Phenix City, AL

2006 GMC Envoy XL SLT

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

2006 GMC Envoy XL SLT

Phenix City, AL

UnscoredInsufficient · 0
$4,995217,382 mi

Phenix City, AL

2004 Chevrolet TrailBlazer LT

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

2004 Chevrolet TrailBlazer LT

Opelika, AL

UnscoredInsufficient · 0
$4,995165,281 mi

Opelika, AL

2004 BMW X3 3.0i

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

2004 BMW X3 3.0i

Phenix City, AL

UnscoredInsufficient · 0
$4,995Mileage not verified

Phenix City, AL

2018 Jeep Renegade Altitude Package

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

2018 Jeep Renegade Altitude Package

Phenix City, AL

UnscoredLimited · 10
$5,000Mileage not verified

Comparison: 10 similar vehicles

Phenix City, AL

2002 Cadillac Escalade Base

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

2002 Cadillac Escalade Base

Phenix City, AL

UnscoredInsufficient · 3
$5,000232,303 mi

Comparison: 3 similar vehicles

Phenix City, AL

2002 Ford Expedition Base

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

2002 Ford Expedition Base

Phenix City, AL

UnscoredInsufficient · 0
$5,160Mileage not verified

Phenix City, AL

2016 Nissan Pathfinder SL

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

2016 Nissan Pathfinder SL

Phenix City, AL

UnscoredLimited · 7
$5,200168,915 mi

Comparison: 7 similar vehicles

Phenix City, AL

2014 Hyundai Santa Fe Sport

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

2014 Hyundai Santa Fe Sport

LaGrange, GA

UnscoredModerate · 30
$5,219185,562 mi

Comparison: 30 similar vehicles

LaGrange, GA

2009 Kia Sportage LX

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

2009 Kia Sportage LX

Columbus, GA

UnscoredInsufficient · 0
$5,238178,524 mi

Columbus, GA

2013 Hyundai Santa Fe Sport

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

2013 Hyundai Santa Fe Sport

Montgomery, AL

UnscoredModerate · 29
$5,500193,223 mi

Comparison: 29 similar vehicles

Montgomery, AL

2008 Chevrolet Tahoe LS

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

2008 Chevrolet Tahoe LS

Phenix City, AL

UnscoredLimited · 7
$5,500276,187 mi

Comparison: 7 similar vehicles

Phenix City, AL

2012 Lincoln MKX Base

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

2012 Lincoln MKX Base

Montgomery, AL

UnscoredInsufficient · 4
$5,700212,442 mi

Comparison: 4 similar vehicles

Montgomery, AL

2019 Dodge Journey SE

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

2019 Dodge Journey SE

Lagrange, GA

UnscoredLimited · 7
$5,800129,758 mi

Comparison: 7 similar vehicles

Lagrange, GA

2015 Jeep Patriot Latitude

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

2015 Jeep Patriot Latitude

LaGrange, GA

UnscoredLimited · 11
$5,900163,000 mi

Comparison: 11 similar vehicles

LaGrange, GA

2006 Toyota Sequoia Limited

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

2006 Toyota Sequoia Limited

Auburn, AL

UnscoredInsufficient · 0
$5,900203,255 mi

Auburn, AL

2006 Land Rover LR3 V6

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

2006 Land Rover LR3 V6

Auburn, AL

UnscoredInsufficient · 0
$5,900150,446 mi

Auburn, AL

2013 Ford Escape SE

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

2013 Ford Escape SE

Phenix City, AL

Fair PriceModerate · 29
$5,960Mileage not verified

Market: $4,850 – $12,995

Comparison: 29 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 6 days listed (based on current market benchmarks)

Phenix City, AL

2014 GMC Terrain SLT-1

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

2014 GMC Terrain SLT-1

Lanett, AL

UnscoredLimited · 9
$5,985157,831 mi

Comparison: 9 similar vehicles

Lanett, AL

2017 Ford Edge SE

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

2017 Ford Edge SE

Montgomery, AL

UnscoredLimited · 9
$5,990161,964 mi

Comparison: 9 similar vehicles

Montgomery, AL

2015 Lincoln MKC Base

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

2015 Lincoln MKC Base

Montgomery, AL

UnscoredLimited · 13
$5,990158,143 mi

Comparison: 13 similar vehicles

Montgomery, AL

2013 GMC Terrain Denali

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

2013 GMC Terrain Denali

Montgomery, AL

UnscoredLimited · 5
$5,990118,300 mi

Comparison: 5 similar vehicles

Montgomery, AL

2013 Acura RDX Technology Package

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

2013 Acura RDX Technology Package

Montgomery, AL

UnscoredLimited · 9
$5,990209,537 mi

Comparison: 9 similar vehicles

Montgomery, AL

2014 Jeep Grand Cherokee Limited

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

2014 Jeep Grand Cherokee Limited

Phenix City, AL

UnscoredRobust · 115
$5,995238,838 mi

Comparison: 115 similar vehicles

Phenix City, AL

2006 Kia Sorento LX

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

2006 Kia Sorento LX

Phenix City, AL

UnscoredLimited · 5
$5,995Mileage not verified

Comparison: 5 similar vehicles

Phenix City, AL

2005 Honda Pilot EX

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

2005 Honda Pilot EX

Phenix City, AL

UnscoredLimited · 5
$5,995277,382 mi

Comparison: 5 similar vehicles

Phenix City, AL

2013 Chevrolet Equinox LS

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

2013 Chevrolet Equinox LS

LaGrange, GA

UnscoredLimited · 17
$5,999129,481 mi

Comparison: 17 similar vehicles

LaGrange, GA

2012 Kia Sorento LX

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

2012 Kia Sorento LX

Salem, AL

UnscoredModerate · 25
$6,000233,535 mi

Comparison: 25 similar vehicles

Salem, AL

2009 Subaru Tribeca Limited

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

2009 Subaru Tribeca Limited

Salem, AL

UnscoredInsufficient · 0
$6,000241,810 mi

Salem, AL

2014 INFINITI QX80 Base

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

2014 INFINITI QX80 Base

Montgomery, AL

UnscoredModerate · 20
$6,120210,256 mi

Comparison: 20 similar vehicles

Montgomery, AL

2004 Lexus RX 330

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

2004 Lexus RX 330

Montgomery, AL

UnscoredLimited · 14
$6,120225,932 mi

Comparison: 14 similar vehicles

Montgomery, AL

2016 Jeep Cherokee Latitude

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

2016 Jeep Cherokee Latitude

Alexander City, AL

UnscoredModerate · 27
$6,200176,508 mi

Comparison: 27 similar vehicles

Alexander City, 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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