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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

167 listings found

2009 Subaru Forester 2.5X Limited

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

2009 Subaru Forester 2.5X Limited

Perryton, TX

UnscoredInsufficient · 0
$5,800183,033 mi

Perryton, TX

2003 Chevrolet Tahoe LS

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

2003 Chevrolet Tahoe LS

Perryton, TX

UnscoredInsufficient · 0
$5,800176,615 mi

Perryton, TX

2009 Land Rover Range Rover Sport HSE

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

2009 Land Rover Range Rover Sport HSE

Perryton, TX

UnscoredInsufficient · 0
$5,950119,755 mi

Perryton, TX

2007 Chevrolet Suburban LS

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

2007 Chevrolet Suburban LS

Liberal, KS

UnscoredInsufficient · 0
$6,000303,399 mi

Liberal, KS

2002 Chevrolet Suburban LS

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

2002 Chevrolet Suburban LS

Perryton, TX

UnscoredInsufficient · 0
$6,000205,432 mi

Perryton, TX

2003 Toyota 4Runner SR5

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

2003 Toyota 4Runner SR5

Perryton, TX

UnscoredInsufficient · 0
$6,500242,363 mi

Perryton, TX

2004 Toyota Sequoia Limited

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

2004 Toyota Sequoia Limited

Perryton, TX

UnscoredInsufficient · 0
$6,900196,287 mi

Perryton, TX

2006 Toyota Sequoia Limited

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

2006 Toyota Sequoia Limited

Perryton, TX

UnscoredInsufficient · 0
$8,000192,903 mi

Perryton, TX

2015 Kia Sportage LX

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

2015 Kia Sportage LX

Liberal, KS

UnscoredInsufficient · 0
$8,800148,143 mi

Liberal, KS

2017 Chevrolet Equinox LS

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

2017 Chevrolet Equinox LS

Perryton, TX

UnscoredLimited · 7
$8,950132,711 mi

Comparison: 7 similar vehicles

Perryton, TX

2016 Toyota RAV4 XLE

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

2016 Toyota RAV4 XLE

Perryton, TX

UnscoredLimited · 5
$8,950246,108 mi

Comparison: 5 similar vehicles

Perryton, TX

2019 Chevrolet Equinox LT

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

2019 Chevrolet Equinox LT

Liberal, KS

UnscoredLimited · 9
$9,500190,088 mi

Comparison: 9 similar vehicles

Liberal, KS

2011 Honda CR-V SE

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

2011 Honda CR-V SE

Liberal, KS

UnscoredInsufficient · 0
$9,500161,500 mi

Liberal, KS

2015 Chevrolet Suburban LT

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

2015 Chevrolet Suburban LT

Liberal, KS

UnscoredInsufficient · 0
$9,800310,972 mi

Liberal, KS

2016 GMC Acadia SLT-2

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

2016 GMC Acadia SLT-2

Perryton, TX

UnscoredInsufficient · 0
$10,250130,659 mi

Perryton, TX

2012 Nissan Xterra X

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

2012 Nissan Xterra X

Perryton, TX

UnscoredInsufficient · 0
$10,500126,595 mi

Perryton, TX

2016 Ford Explorer Limited

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

2016 Ford Explorer Limited

Perryton, TX

UnscoredLimited · 5
$10,750186,802 mi

Comparison: 5 similar vehicles

Perryton, TX

2012 Porsche Cayenne Base

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

2012 Porsche Cayenne Base

Perryton, TX

UnscoredInsufficient · 0
$10,750135,183 mi

Perryton, TX

2017 Jeep Renegade Altitude Package

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

2017 Jeep Renegade Altitude Package

Guymon, OK

UnscoredInsufficient · 0
$10,950126,641 mi

Guymon, OK

2013 Honda CR-V EX-L

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

2013 Honda CR-V EX-L

Perryton, TX

UnscoredLimited · 7
$10,950181,760 mi

Comparison: 7 similar vehicles

Perryton, TX

2007 Lincoln Navigator Base

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

2007 Lincoln Navigator Base

Guymon, OK

UnscoredInsufficient · 0
$10,950128,191 mi

Guymon, OK

2021 Chevrolet Equinox LT

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

2021 Chevrolet Equinox LT

Perryton, TX

UnscoredModerate · 35
$11,500131,626 mi

Comparison: 35 similar vehicles

Perryton, TX

2015 Nissan Rogue SV

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

2015 Nissan Rogue SV

Liberal, KS

UnscoredInsufficient · 0
$12,300117,919 mi

Liberal, KS

2013 Chevrolet Tahoe LT

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

2013 Chevrolet Tahoe LT

Perryton, TX

UnscoredLimited · 6
$12,500141,737 mi

Comparison: 6 similar vehicles

Perryton, TX

2011 Jeep Wrangler Unlimited Rubicon

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

2011 Jeep Wrangler Unlimited Rubicon

Perryton, TX

UnscoredInsufficient · 0
$12,500152,212 mi

Perryton, TX

2020 Mitsubishi Outlander Sport SE

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

2020 Mitsubishi Outlander Sport SE

Liberal, KS

UnscoredInsufficient · 0
$12,60092,626 mi

Liberal, KS

2016 Ford Edge SEL

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

2016 Ford Edge SEL

Liberal, KS

UnscoredLimited · 5
$12,900103,740 mi

Comparison: 5 similar vehicles

Liberal, KS

2015 Dodge Durango Limited

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

2015 Dodge Durango Limited

Liberal, KS

UnscoredInsufficient · 0
$12,900127,869 mi

Liberal, KS

2016 GMC Yukon SLT

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

2016 GMC Yukon SLT

Turpin, OK

UnscoredInsufficient · 0
$12,950178,500 mi

Turpin, OK

2019 Hyundai Santa Fe Limited

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

2019 Hyundai Santa Fe Limited

Liberal, KS

UnscoredInsufficient · 0
$13,500153,944 mi

Liberal, KS

2016 Ford Expedition Limited

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

2016 Ford Expedition Limited

Perryton, TX

UnscoredInsufficient · 3
$13,500141,632 mi

Comparison: 3 similar vehicles

Perryton, TX

2016 Ford Explorer XLT

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

2016 Ford Explorer XLT

Liberal, KS

UnscoredLimited · 13
$13,900142,134 mi

Comparison: 13 similar vehicles

Liberal, KS

2018 Toyota RAV4 Adventure

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

2018 Toyota RAV4 Adventure

Perryton, TX

UnscoredLimited · 13
$14,250185,635 mi

Comparison: 13 similar vehicles

Perryton, TX

2019 Ford Edge Titanium

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

2019 Ford Edge Titanium

Perryton, TX

UnscoredLimited · 6
$14,50094,413 mi

Comparison: 6 similar vehicles

Perryton, TX

2018 Chevrolet Tahoe LT

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

2018 Chevrolet Tahoe LT

Perryton, TX

UnscoredLimited · 16
$14,500197,078 mi

Comparison: 16 similar vehicles

Perryton, TX

2018 Ford Edge SEL

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

2018 Ford Edge SEL

Liberal, KS

UnscoredInsufficient · 0
$14,50071,926 mi

Liberal, KS

2020 Buick Encore GX Preferred

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

2020 Buick Encore GX Preferred

Liberal, KS

UnscoredInsufficient · 0
$14,700110,660 mi

Liberal, KS

2014 Jeep Cherokee Limited

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

2014 Jeep Cherokee Limited

Liberal, KS

UnscoredInsufficient · 0
$14,800104,562 mi

Liberal, KS

2023 Nissan Kicks S

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

2023 Nissan Kicks S

Guymon, OK

UnscoredInsufficient · 0
$14,95079,529 mi

Guymon, OK

2017 GMC Terrain Denali

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

2017 GMC Terrain Denali

Guymon, OK

UnscoredInsufficient · 0
$14,950106,805 mi

Guymon, OK

2015 Jeep Grand Cherokee Limited

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

2015 Jeep Grand Cherokee Limited

Liberal, KS

Fair PriceLimited · 18
$14,95089,835 mi

Market: $10,000 – $18,852

Comparison: 18 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 28 days listed (based on current market benchmarks)

Liberal, KS

2014 Jeep Grand Cherokee Summit

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

2014 Jeep Grand Cherokee Summit

Guymon, OK

UnscoredInsufficient · 0
$14,950102,178 mi

Guymon, OK

2017 Ford Expedition Limited

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

2017 Ford Expedition Limited

Perryton, TX

UnscoredLimited · 17
$15,250136,668 mi

Comparison: 17 similar vehicles

Perryton, TX

2017 Kia Sorento LX

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

2017 Kia Sorento LX

Liberal, KS

UnscoredInsufficient · 0
$15,50051,953 mi

Liberal, KS

2020 GMC Acadia Denali

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

2020 GMC Acadia Denali

Perryton, TX

UnscoredLimited · 17
$15,600179,190 mi

Comparison: 17 similar vehicles

Perryton, TX

2020 Kia Sportage S

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

2020 Kia Sportage S

Liberal, KS

UnscoredInsufficient · 0
$15,90092,530 mi

Liberal, KS

2019 Jeep Cherokee Altitude

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

2019 Jeep Cherokee Altitude

Liberal, KS

UnscoredLimited · 7
$15,90083,875 mi

Comparison: 7 similar vehicles

Liberal, KS

2015 Jeep Wrangler Unlimited Rubicon

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

2015 Jeep Wrangler Unlimited Rubicon

Turpin, OK

UnscoredLimited · 18
$15,950128,134 mi

Comparison: 18 similar vehicles

Turpin, OK

2020 Ford Explorer XLT

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

2020 Ford Explorer XLT

Perryton, TX

UnscoredInsufficient · 3
$16,250117,096 mi

Comparison: 3 similar vehicles

Perryton, TX

2014 Jeep Wrangler Rubicon

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

2014 Jeep Wrangler Rubicon

Perryton, TX

UnscoredInsufficient · 0
$16,750126,459 mi

Perryton, TX

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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