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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

15,503 listings found

2008 Mazda Tribute i Grand Touring

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

2008 Mazda Tribute i Grand Touring

Houma, LA

UnscoredInsufficient · 0
$2,495300,261 mi

Houma, LA

2006 INFINITI QX56 Base

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

2006 INFINITI QX56 Base

Mandeville, LA

UnscoredInsufficient · 3
$2,650Mileage not verified

Comparison: 3 similar vehicles

Mandeville, LA

2008 Kia Sportage LX

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

2008 Kia Sportage LX

Kenner, LA

UnscoredInsufficient · 0
$2,995203,393 mi

Kenner, LA

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

Slidell, LA

UnscoredInsufficient · 0
$2,995209,476 mi

Slidell, LA

2004 Chevrolet TrailBlazer LS

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

2004 Chevrolet TrailBlazer LS

Kenner, LA

UnscoredInsufficient · 0
$2,995132,678 mi

Kenner, LA

2013 Nissan Rogue S

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

2013 Nissan Rogue S

Kenner, LA

UnscoredLimited · 6
$3,295150,847 mi

Comparison: 6 similar vehicles

Kenner, LA

2006 GMC Envoy SLE

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

2006 GMC Envoy SLE

Kenner, LA

Salvage title
$3,295241,972 mi

Kenner, LA

2001 Jeep Grand Cherokee LIMITED

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

2001 Jeep Grand Cherokee LIMITED

Kenner, LA

UnscoredInsufficient · 0
$3,295150,747 mi

Kenner, LA

2006 Kia Sportage EX

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

2006 Kia Sportage EX

Jefferson, LA

UnscoredInsufficient · 0
$3,400168,490 mi

Jefferson, LA

2012 Jeep Liberty Sport

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

2012 Jeep Liberty Sport

Kenner, LA

UnscoredInsufficient · 3
$3,495218,922 mi

Comparison: 3 similar vehicles

Kenner, LA

2010 Ford Escape Limited

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

2010 Ford Escape Limited

Kenner, LA

UnscoredInsufficient · 0
$3,495164,703 mi

Kenner, LA

2008 Chrysler Aspen Limited

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

2008 Chrysler Aspen Limited

Kenner, LA

UnscoredInsufficient · 0
$3,495234,443 mi

Kenner, LA

2007 Mazda CX-7 Grand Touring

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

2007 Mazda CX-7 Grand Touring

Kenner, LA

UnscoredInsufficient · 0
$3,495137,897 mi

Kenner, LA

2001 GMC Yukon SLE

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

2001 GMC Yukon SLE

Kenner, LA

UnscoredInsufficient · 0
$3,495223,124 mi

Kenner, LA

2013 Ford Escape SEL

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

2013 Ford Escape SEL

New Orleans, LA

UnscoredLimited · 18
$3,950190,211 mi

Comparison: 18 similar vehicles

New Orleans, LA

No Photo

2010 Hyundai Santa Fe SE

Waveland, MS

UnscoredInsufficient · 0
$3,988171,548 mi

Waveland, MS

2016 Jeep Patriot Sport

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

2016 Jeep Patriot Sport

Kenner, LA

UnscoredLimited · 8
$3,995174,993 mi

Comparison: 8 similar vehicles

Kenner, LA

2014 Jeep Patriot Limited

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

2014 Jeep Patriot Limited

Kenner, LA

UnscoredInsufficient · 0
$3,995143,096 mi

Kenner, LA

2014 Ford Explorer Limited

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

2014 Ford Explorer Limited

Kenner, LA

UnscoredInsufficient · 4
$3,995255,366 mi

Comparison: 4 similar vehicles

Kenner, LA

2013 GMC Yukon XL Denali

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

2013 GMC Yukon XL Denali

Kenner, LA

UnscoredLimited · 5
$3,995139,332 mi

Comparison: 5 similar vehicles

Kenner, LA

2013 Cadillac SRX Performance Collection

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

2013 Cadillac SRX Performance Collection

Kenner, LA

UnscoredInsufficient · 3
$3,995119,305 mi

Comparison: 3 similar vehicles

Kenner, LA

2013 Kia Sorento LX

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

2013 Kia Sorento LX

Kenner, LA

UnscoredLimited · 14
$3,995227,025 mi

Comparison: 14 similar vehicles

Kenner, LA

2013 Nissan Rogue S

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

2013 Nissan Rogue S

Kenner, LA

UnscoredLimited · 6
$3,995160,208 mi

Comparison: 6 similar vehicles

Kenner, LA

2012 Jeep Patriot Sport

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

2012 Jeep Patriot Sport

Kenner, LA

UnscoredInsufficient · 4
$3,995136,351 mi

Comparison: 4 similar vehicles

Kenner, LA

2012 Buick Enclave Leather

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

2012 Buick Enclave Leather

Kenner, LA

UnscoredLimited · 9
$3,995184,196 mi

Comparison: 9 similar vehicles

Kenner, LA

2012 Nissan Rogue S

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

2012 Nissan Rogue S

Kenner, LA

UnscoredLimited · 5
$3,995164,185 mi

Comparison: 5 similar vehicles

Kenner, LA

2012 Nissan Rogue S

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

2012 Nissan Rogue S

Kenner, LA

UnscoredLimited · 5
$3,995135,419 mi

Comparison: 5 similar vehicles

Kenner, LA

2012 Nissan Murano SV

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

2012 Nissan Murano SV

Kenner, LA

UnscoredInsufficient · 0
$3,995Mileage not verified

Kenner, LA

No Photo

2012 Volvo XC60 T6

Kenner, LA

UnscoredInsufficient · 0
$3,995230,761 mi

Kenner, LA

2011 Ford Escape Limited

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

2011 Ford Escape Limited

Kenner, LA

UnscoredInsufficient · 0
$3,995183,254 mi

Kenner, LA

2011 Chevrolet Traverse 1LT

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

2011 Chevrolet Traverse 1LT

Kenner, LA

UnscoredInsufficient · 0
$3,995198,895 mi

Kenner, LA

2011 GMC Terrain SLT-2

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

2011 GMC Terrain SLT-2

Kenner, LA

UnscoredInsufficient · 0
$3,995194,071 mi

Kenner, LA

2011 Volkswagen Tiguan SE

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

2011 Volkswagen Tiguan SE

Kenner, LA

UnscoredInsufficient · 0
$3,995134,879 mi

Kenner, LA

No Photo

2010 Ford Escape XLT

Kenner, LA

UnscoredLimited · 6
$3,995150,526 mi

Comparison: 6 similar vehicles

Kenner, LA

2010 Ford Escape Limited

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

2010 Ford Escape Limited

Kenner, LA

UnscoredInsufficient · 0
$3,995191,072 mi

Kenner, LA

2010 Jeep Compass Sport

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

2010 Jeep Compass Sport

Kenner, LA

UnscoredInsufficient · 0
$3,995133,857 mi

Kenner, LA

2010 Ford Edge SEL

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

2010 Ford Edge SEL

Kenner, LA

UnscoredInsufficient · 0
$3,995193,003 mi

Kenner, LA

2010 Lincoln MKT Base

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

2010 Lincoln MKT Base

Kenner, LA

UnscoredInsufficient · 0
$3,995239,058 mi

Kenner, LA

2009 Ford Escape XLS

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

2009 Ford Escape XLS

Kenner, LA

UnscoredInsufficient · 0
$3,995226,813 mi

Kenner, LA

2009 Jeep Patriot Sport

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

2009 Jeep Patriot Sport

Kenner, LA

UnscoredInsufficient · 0
$3,995112,113 mi

Kenner, LA

2009 BMW X3 xDrive30i

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

2009 BMW X3 xDrive30i

Kenner, LA

UnscoredInsufficient · 0
$3,995132,146 mi

Kenner, LA

2008 Jeep Commander Sport

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

2008 Jeep Commander Sport

Kenner, LA

UnscoredInsufficient · 0
$3,995180,222 mi

Kenner, LA

2008 Jeep Commander Sport

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

2008 Jeep Commander Sport

Kenner, LA

UnscoredInsufficient · 0
$3,995208,022 mi

Kenner, LA

2008 Hyundai Santa Fe SE

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

2008 Hyundai Santa Fe SE

Kenner, LA

UnscoredInsufficient · 0
$3,995166,278 mi

Kenner, LA

2008 Nissan Rogue S

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

2008 Nissan Rogue S

Kenner, LA

UnscoredInsufficient · 0
$3,995131,994 mi

Kenner, LA

2008 Nissan Rogue SL

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

2008 Nissan Rogue SL

Kenner, LA

UnscoredInsufficient · 4
$3,995171,629 mi

Comparison: 4 similar vehicles

Kenner, LA

2008 Hyundai Veracruz GLS

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

2008 Hyundai Veracruz GLS

Kenner, LA

UnscoredInsufficient · 0
$3,995210,896 mi

Kenner, LA

2007 Jeep Liberty Sport

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

2007 Jeep Liberty Sport

Kenner, LA

UnscoredInsufficient · 0
$3,995222,883 mi

Kenner, LA

2007 Chevrolet Suburban LT

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

2007 Chevrolet Suburban LT

Kenner, LA

UnscoredLimited · 5
$3,995257,472 mi

Comparison: 5 similar vehicles

Kenner, LA

2007 Toyota Highlander Limited

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

2007 Toyota Highlander Limited

Kenner, LA

UnscoredInsufficient · 0
$3,995195,461 mi

Kenner, LA

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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