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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 18, 2026

6M+

Unique vehicles analyzed

as of October 18, 2026

57,000+

US dealerships

Daily

Data pipeline

Comparable

Market-evidence analysis

3.3M new·2.8M used·Listings processed daily

Or explore the market

16,039 listings found

2005 Toyota Camry LE

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

2005 Toyota Camry LE

Bay St. Louis, MS

UnscoredInsufficient · 3
$1,200123,000 mi

Comparison: 3 similar vehicles

Bay St. Louis, MS

2007 Jeep Commander Sport

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

2007 Jeep Commander Sport

Ocean Springs, MS

UnscoredInsufficient · 0
$1,850227,576 mi

Ocean Springs, MS

2016 Chevrolet Malibu 1LT

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

2016 Chevrolet Malibu 1LT

D'Iberville, MS

UnscoredModerate · 29
$2,477329,943 mi

Comparison: 29 similar vehicles

D'Iberville, MS

2008 Nissan Maxima SL

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

2008 Nissan Maxima SL

Gulfport, MS

UnscoredInsufficient · 0
$2,500214,696 mi

Gulfport, MS

2005 Saturn VUE Base

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

2005 Saturn VUE Base

Daphne, AL

UnscoredInsufficient · 0
$2,553196,252 mi

Daphne, AL

2010 GMC Terrain SLT-2

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

2010 GMC Terrain SLT-2

Gulfport, MS

UnscoredInsufficient · 0
$2,700161,025 mi

Gulfport, MS

2009 Hyundai Sonata LIMITED

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

2009 Hyundai Sonata LIMITED

D'iberville, MS

UnscoredInsufficient · 0
$2,700272,332 mi

D'iberville, MS

2014 Nissan Pathfinder SL

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

2014 Nissan Pathfinder SL

D'Iberville, MS

UnscoredLimited · 17
$2,977162,210 mi

Comparison: 17 similar vehicles

D'Iberville, MS

2010 Nissan Maxima SV

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

2010 Nissan Maxima SV

D'Iberville, MS

UnscoredInsufficient · 0
$2,977168,231 mi

D'Iberville, MS

2002 GMC Envoy SLT

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

2002 GMC Envoy SLT

D'Iberville, MS

UnscoredInsufficient · 0
$2,977168,178 mi

D'Iberville, MS

2000 Toyota Camry CE

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

2000 Toyota Camry CE

D'Iberville, MS

UnscoredInsufficient · 0
$2,977262,210 mi

D'Iberville, MS

No Photo

2005 Ford Escape XLT

Prichard, AL

UnscoredInsufficient · 0
$2,995120,797 mi

Prichard, AL

2016 Mazda CX-5 Touring

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

2016 Mazda CX-5 Touring

Mobile, AL

UnscoredLimited · 13
$3,000164,334 mi

Comparison: 13 similar vehicles

Mobile, AL

2013 Ford Escape SEL

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

2013 Ford Escape SEL

Mobile, AL

UnscoredModerate · 20
$3,000158,126 mi

Comparison: 20 similar vehicles

Mobile, AL

2012 Nissan Rogue SV

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

2012 Nissan Rogue SV

Mobile, AL

UnscoredLimited · 7
$3,000139,550 mi

Comparison: 7 similar vehicles

Mobile, AL

2009 BMW X5 xDrive30i

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

2009 BMW X5 xDrive30i

Mobile, AL

UnscoredInsufficient · 0
$3,000152,000 mi

Mobile, AL

2014 Chevrolet Cruze 1LT

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

2014 Chevrolet Cruze 1LT

Daphne, AL

UnscoredLimited · 9
$3,198107,808 mi

Comparison: 9 similar vehicles

Daphne, AL

2018 Kia Soul Base

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

2018 Kia Soul Base

Mobile, AL

UnscoredModerate · 20
$3,500168,469 mi

Comparison: 20 similar vehicles

Mobile, AL

2017 Jeep Cherokee Latitude

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

2017 Jeep Cherokee Latitude

Mobile, AL

UnscoredModerate · 29
$3,500141,101 mi

Comparison: 29 similar vehicles

Mobile, AL

2015 INFINITI Q50 Premium

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

2015 INFINITI Q50 Premium

Mobile, AL

UnscoredLimited · 9
$3,500170,376 mi

Comparison: 9 similar vehicles

Mobile, AL

2011 Chevrolet Tahoe LS

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

2011 Chevrolet Tahoe LS

Gulfport, MS

UnscoredLimited · 5
$3,500161,553 mi

Comparison: 5 similar vehicles

Gulfport, MS

No Photo

2010 Acura MDX Base

Mobile, AL

UnscoredInsufficient · 0
$3,500175,944 mi

Mobile, AL

2011 Chevrolet Equinox LTZ

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

2011 Chevrolet Equinox LTZ

Daphne, AL

UnscoredInsufficient · 3
$3,798218,874 mi

Comparison: 3 similar vehicles

Daphne, AL

2012 Nissan Sentra SL

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

2012 Nissan Sentra SL

Kiln, MS

UnscoredInsufficient · 0
$3,800180,246 mi

Kiln, MS

2012 Ford Flex SEL

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

2012 Ford Flex SEL

Biloxi, MS

UnscoredInsufficient · 0
$3,885306,108 mi

Biloxi, MS

2007 Chevrolet Cobalt LS

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

2007 Chevrolet Cobalt LS

Gulfport, MS

UnscoredInsufficient · 0
$3,900148,080 mi

Gulfport, MS

2007 Chevrolet Cobalt LS

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

2007 Chevrolet Cobalt LS

Gulfport, MS

UnscoredInsufficient · 0
$3,900144,946 mi

Gulfport, MS

No Photo

2010 Hyundai Santa Fe SE

Waveland, MS

UnscoredInsufficient · 0
$3,988171,548 mi

Waveland, MS

2014 Dodge Avenger SE

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

2014 Dodge Avenger SE

Mobile, AL

UnscoredLimited · 8
$3,989190,112 mi

Comparison: 8 similar vehicles

Mobile, AL

2013 Ford Focus Titanium

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

2013 Ford Focus Titanium

Ocean Springs, MS

UnscoredInsufficient · 0
$3,995180,179 mi

Ocean Springs, MS

2012 GMC Acadia SLT1

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

2012 GMC Acadia SLT1

Semmes, AL

UnscoredLimited · 6
$3,995126,989 mi

Comparison: 6 similar vehicles

Semmes, AL

2012 GMC Savana Cargo Base

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

2012 GMC Savana Cargo Base

Ocean Springs, MS

UnscoredInsufficient · 0
$3,995442,886 mi

Ocean Springs, MS

2008 Cadillac CTS 3.6

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

2008 Cadillac CTS 3.6

Ocean Springs, MS

UnscoredInsufficient · 0
$3,995166,411 mi

Ocean Springs, MS

2008 Lexus RX 350

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

2008 Lexus RX 350

Ocean Springs, MS

UnscoredInsufficient · 4
$3,995246,354 mi

Comparison: 4 similar vehicles

Ocean Springs, MS

2006 Ford F-150 XL

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

2006 Ford F-150 XL

Mobile, AL

UnscoredInsufficient · 3
$3,995280,000 mi

Comparison: 3 similar vehicles

Mobile, AL

2006 Chevrolet Suburban LS

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

2006 Chevrolet Suburban LS

Ocean Springs, MS

UnscoredInsufficient · 0
$3,995200,000 mi

Ocean Springs, MS

2011 Chevrolet Tahoe LT

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

2011 Chevrolet Tahoe LT

Mobile, AL

UnscoredInsufficient · 4
$3,999365,430 mi

Comparison: 4 similar vehicles

Mobile, AL

2008 Saturn VUE XE

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

2008 Saturn VUE XE

Mobile, AL

UnscoredInsufficient · 0
$3,999145,697 mi

Mobile, AL

2018 Ford Explorer Base

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

2018 Ford Explorer Base

Mobile, AL

UnscoredInsufficient · 0
$4,000208,087 mi

Mobile, AL

2013 BMW 3 Series 328i

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

2013 BMW 3 Series 328i

Mobile, AL

UnscoredLimited · 7
$4,00099,218 mi

Comparison: 7 similar vehicles

Mobile, AL

2010 Porsche Cayenne Base

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

2010 Porsche Cayenne Base

Mobile, AL

UnscoredInsufficient · 0
$4,000170,815 mi

Mobile, AL

2008 Toyota Sequoia SR5

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

2008 Toyota Sequoia SR5

Mobile, AL

UnscoredInsufficient · 0
$4,000244,102 mi

Mobile, AL

2006 Saturn ION 2

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

2006 Saturn ION 2

Mobile, AL

Salvage title
$4,399242,499 mi

Mobile, AL

2016 Nissan Sentra SV

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

2016 Nissan Sentra SV

D'Iberville, MS

UnscoredLimited · 8
$4,477114,825 mi

Comparison: 8 similar vehicles

D'Iberville, MS

2012 Ford F-150 XLT

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

2012 Ford F-150 XLT

D'Iberville, MS

UnscoredInsufficient · 3
$4,477267,233 mi

Comparison: 3 similar vehicles

D'Iberville, MS

2007 Acura MDX Sport and Entertainment Package

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

2007 Acura MDX Sport and Entertainment Package

D'Iberville, MS

UnscoredInsufficient · 0
$4,477145,067 mi

D'Iberville, MS

2009 Hyundai Elantra GLS

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

2009 Hyundai Elantra GLS

Mobile, AL

UnscoredInsufficient · 0
$4,495192,650 mi

Mobile, AL

2008 Pontiac G6 GT

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

2008 Pontiac G6 GT

Biloxi, MS

Salvage title
$4,495165,324 mi

Biloxi, MS

2009 Nissan cube S

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

2009 Nissan cube S

Mobile, AL

UnscoredInsufficient · 0
$4,499161,285 mi

Mobile, AL

2020 Ford Fusion S

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

2020 Ford Fusion S

Mobile, AL

UnscoredLimited · 5
$4,500124,802 mi

Comparison: 5 similar vehicles

Mobile, 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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