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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 20, 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

265 listings found

2009 Toyota RAV4 Base

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

2009 Toyota RAV4 Base

Fountain Hills, AZ

UnscoredInsufficient · 4
$4,850223,521 mi

Comparison: 4 similar vehicles

Fountain Hills, AZ

2011 Nissan Rogue S

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

2011 Nissan Rogue S

Fountain Hills, AZ

UnscoredInsufficient · 0
$4,950163,012 mi

Fountain Hills, AZ

2000 Jeep Grand Cherokee LAREDO

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

2000 Jeep Grand Cherokee LAREDO

Fountain Hills, AZ

UnscoredInsufficient · 4
$5,999150,290 mi

Comparison: 4 similar vehicles

Fountain Hills, AZ

2008 Mazda CX-7 Grand Touring

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

2008 Mazda CX-7 Grand Touring

Fountain Hills, AZ

UnscoredInsufficient · 0
$6,999153,694 mi

Fountain Hills, AZ

2011 Honda Pilot EX-L

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

2011 Honda Pilot EX-L

Fountain Hills, AZ

UnscoredInsufficient · 3
$7,350192,497 mi

Comparison: 3 similar vehicles

Fountain Hills, AZ

2014 Ford Flex SEL

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

2014 Ford Flex SEL

Fountain Hills, AZ

UnscoredInsufficient · 3
$7,450170,000 mi

Comparison: 3 similar vehicles

Fountain Hills, AZ

2006 Hummer H3 Base

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

2006 Hummer H3 Base

Fountain Hills, AZ

UnscoredInsufficient · 3
$7,900142,725 mi

Comparison: 3 similar vehicles

Fountain Hills, AZ

2013 Volkswagen Touareg Lux

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

2013 Volkswagen Touareg Lux

Fountain Hills, AZ

UnscoredInsufficient · 0
$8,900194,122 mi

Fountain Hills, AZ

2012 Dodge Journey SXT

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

2012 Dodge Journey SXT

Payson, AZ

UnscoredInsufficient · 0
$9,58485,952 mi

Payson, AZ

2004 Land Rover Discovery SE

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

2004 Land Rover Discovery SE

Payson, AZ

UnscoredInsufficient · 0
$9,584100,063 mi

Payson, AZ

2003 Jeep Wrangler RUBICON

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

2003 Jeep Wrangler RUBICON

Fountain Hills, AZ

UnscoredInsufficient · 0
$9,900151,548 mi

Fountain Hills, AZ

2000 Ford Excursion LIMITED

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

2000 Ford Excursion LIMITED

Fountain Hills, AZ

UnscoredInsufficient · 0
$9,900307,794 mi

Fountain Hills, AZ

2012 Lincoln Navigator Base

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

2012 Lincoln Navigator Base

Fountain Hills, AZ

UnscoredInsufficient · 0
$9,995132,730 mi

Fountain Hills, AZ

2013 Kia Sorento LX

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

2013 Kia Sorento LX

Payson, AZ

OverpricedLimited · 12
$10,58498,360 mi

Market: $5,000 – $9,867

Comparison: 12 similar vehicles

Priced ~7% above the typical market range for similar vehicles (based on current market benchmarks)

Payson, AZ

2013 Hyundai Tucson GLS

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

2013 Hyundai Tucson GLS

Star Valley, AZ

UnscoredLimited · 9
$10,594118,235 mi

Comparison: 9 similar vehicles

Star Valley, AZ

2019 Nissan Rogue SV

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

2019 Nissan Rogue SV

Fountain Hills, AZ

Great DealLimited · 14
$10,95091,414 mi

Market: $12,467 – $18,795

Comparison: 14 similar vehicles

Competitively priced ~12% below the typical range compared to similar vehicles · 41 days listed (based on current market benchmarks)

Fountain Hills, AZ

2013 Cadillac Escalade Platinum Edition

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

2013 Cadillac Escalade Platinum Edition

Fountain Hills, AZ

UnscoredInsufficient · 0
$11,900152,023 mi

Fountain Hills, AZ

2017 Ford Expedition Platinum

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

2017 Ford Expedition Platinum

Fountain Hills, AZ

UnscoredInsufficient · 0
$11,950148,054 mi

Fountain Hills, AZ

2021 Nissan Kicks SR

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

2021 Nissan Kicks SR

Fountain Hills, AZ

UnscoredInsufficient · 4
$11,99175,950 mi

Comparison: 4 similar vehicles

Fountain Hills, AZ

2009 Jeep Wrangler Rubicon

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

2009 Jeep Wrangler Rubicon

Star Valley, AZ

UnscoredInsufficient · 0
$12,297138,586 mi

Star Valley, AZ

2017 Lincoln MKT EcoBoost

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

2017 Lincoln MKT EcoBoost

Fountain Hills, AZ

UnscoredInsufficient · 0
$12,49983,266 mi

Fountain Hills, AZ

2017 BMW X5 sDrive35i

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

2017 BMW X5 sDrive35i

Fountain Hills, AZ

UnscoredLimited · 11
$12,900126,202 mi

Comparison: 11 similar vehicles

Fountain Hills, AZ

2017 Land Rover Range Rover Sport HSE

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

2017 Land Rover Range Rover Sport HSE

Fountain Hills, AZ

UnscoredLimited · 5
$12,900129,985 mi

Comparison: 5 similar vehicles

Fountain Hills, AZ

2017 Buick Encore Preferred

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

2017 Buick Encore Preferred

Payson, AZ

Fair PriceLimited · 19
$13,58464,999 mi

Market: $6,500 – $13,999

Comparison: 19 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 7 days listed (based on current market benchmarks)

Payson, AZ

2014 Dodge Durango R/T

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

2014 Dodge Durango R/T

Payson, AZ

UnscoredInsufficient · 3
$13,584132,999 mi

Comparison: 3 similar vehicles

Payson, AZ

2016 BMW X1 28i

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

2016 BMW X1 28i

Fountain Hills, AZ

UnscoredLimited · 7
$13,69971,052 mi

Comparison: 7 similar vehicles

Fountain Hills, AZ

2013 Jeep Wrangler Rubicon

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

2013 Jeep Wrangler Rubicon

Payson, AZ

UnscoredInsufficient · 0
$13,999150,392 mi

Payson, AZ

2007 Jeep Wrangler X

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

2007 Jeep Wrangler X

Payson, AZ

OverpricedLimited · 10
$13,999111,044 mi

Market: $8,490 – $13,332

Comparison: 10 similar vehicles

Priced ~5% above the typical market range for similar vehicles (based on current market benchmarks)

Payson, AZ

2014 Jeep Wrangler Unlimited Sport

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

2014 Jeep Wrangler Unlimited Sport

Fountain Hills, AZ

Fair PriceLimited · 14
$14,50089,355 mi

Market: $8,500 – $17,499

Comparison: 14 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 36 days listed (based on current market benchmarks)

Fountain Hills, AZ

2011 Jeep Wrangler Unlimited Sahara

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

2011 Jeep Wrangler Unlimited Sahara

Fountain Hills, AZ

UnscoredInsufficient · 0
$14,95069,910 mi

Fountain Hills, AZ

2013 Jeep Wrangler Sport

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

2013 Jeep Wrangler Sport

Payson, AZ

UnscoredLimited · 9
$14,99990,859 mi

Comparison: 9 similar vehicles

Payson, AZ

2012 Mercedes-Benz GL-Class GL450

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

2012 Mercedes-Benz GL-Class GL450

Fountain Hills, AZ

UnscoredInsufficient · 3
$14,99985,443 mi

Comparison: 3 similar vehicles

Fountain Hills, AZ

2017 Land Rover Range Rover Supercharged

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

2017 Land Rover Range Rover Supercharged

Fountain Hills, AZ

UnscoredInsufficient · 3
$15,100135,468 mi

Comparison: 3 similar vehicles

Fountain Hills, AZ

2016 Land Rover Range Rover Sport Supercharged

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

2016 Land Rover Range Rover Sport Supercharged

Fountain Hills, AZ

UnscoredLimited · 8
$15,90078,565 mi

Comparison: 8 similar vehicles

Fountain Hills, AZ

2012 Jeep Wrangler Unlimited Rubicon

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

2012 Jeep Wrangler Unlimited Rubicon

Fountain Hills, AZ

UnscoredInsufficient · 0
$15,900106,318 mi

Fountain Hills, AZ

2016 Jeep Wrangler Willys Wheeler

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

2016 Jeep Wrangler Willys Wheeler

Fountain Hills, AZ

Fair PriceLimited · 10
$15,99994,343 mi

Market: $12,995 – $18,995

Comparison: 10 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 88 days listed (based on current market benchmarks)

Fountain Hills, AZ

2015 Jeep Grand Cherokee Overland

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

2015 Jeep Grand Cherokee Overland

Fountain Hills, AZ

UnscoredLimited · 7
$15,99985,813 mi

Comparison: 7 similar vehicles

Fountain Hills, AZ

2023 Ford Escape Active

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

2023 Ford Escape Active

Camp Verde, AZ

UnscoredInsufficient · 3
$16,58261,880 mi

Comparison: 3 similar vehicles

Camp Verde, AZ

2017 Maserati Levante S

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

2017 Maserati Levante S

Fountain Hills, AZ

UnscoredInsufficient · 0
$16,900109,620 mi

Fountain Hills, AZ

2016 Land Rover Range Rover Supercharged

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

2016 Land Rover Range Rover Supercharged

Fountain Hills, AZ

UnscoredInsufficient · 3
$16,900102,731 mi

Comparison: 3 similar vehicles

Fountain Hills, AZ

2016 Land Rover Range Rover Supercharged

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

2016 Land Rover Range Rover Supercharged

Fountain Hills, AZ

UnscoredInsufficient · 3
$16,900105,105 mi

Comparison: 3 similar vehicles

Fountain Hills, AZ

2021 Jeep Wrangler Unlimited Sport

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

2021 Jeep Wrangler Unlimited Sport

Fountain Hills, AZ

UnscoredInsufficient · 0
$16,95097,091 mi

Fountain Hills, AZ

2022 Ford Escape S

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

2022 Ford Escape S

Star Valley, AZ

UnscoredLimited · 6
$17,59475,372 mi

Comparison: 6 similar vehicles

Star Valley, AZ

2016 Porsche Cayenne Base

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

2016 Porsche Cayenne Base

Fountain Hills, AZ

Fair PriceLimited · 11
$17,90091,816 mi

Market: $14,950 – $29,000

Comparison: 11 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 82 days listed (based on current market benchmarks)

Fountain Hills, AZ

2015 Cadillac Escalade Premium

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

2015 Cadillac Escalade Premium

Fountain Hills, AZ

UnscoredInsufficient · 3
$17,900137,780 mi

Comparison: 3 similar vehicles

Fountain Hills, AZ

2023 Jeep Compass (RED) Edition

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

2023 Jeep Compass (RED) Edition

Camp Verde, AZ

UnscoredInsufficient · 0
$18,08247,084 mi

Camp Verde, AZ

2022 Ford Escape SE

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

2022 Ford Escape SE

Camp Verde, AZ

Fair PriceModerate · 22
$18,58534,747 mi

Market: $18,929 – $21,232

Comparison: 22 similar vehicles

Fairly priced — priced near the comparable range, but not far enough below it to qualify as a Great Deal · 60 days listed (based on current market benchmarks)

Camp Verde, AZ

2021 Ford Expedition Limited

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

2021 Ford Expedition Limited

Fountain Hills, AZ

UnscoredLimited · 13
$18,900169,574 mi

Comparison: 13 similar vehicles

Fountain Hills, AZ

2020 Ford Expedition Limited

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

2020 Ford Expedition Limited

Fountain Hills, AZ

UnscoredLimited · 6
$18,900139,498 mi

Comparison: 6 similar vehicles

Fountain Hills, AZ

2020 Ford Explorer Base

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

2020 Ford Explorer Base

Fountain Hills, AZ

UnscoredLimited · 5
$18,99570,495 mi

Comparison: 5 similar vehicles

Fountain Hills, AZ

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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