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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 · November 3, 2026

6.1M+

Unique vehicles analyzed

as of November 2, 2026

56,000+

US dealerships

Daily

Data pipeline

Comparable

Market-evidence analysis

3.3M new·2.8M used·Listings processed daily

Or explore the market

559 listings found

2003 Lincoln Town Car Cartier

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

2003 Lincoln Town Car Cartier

McPherson, KS

UnscoredInsufficient · 0
$2,995244,907 mi

McPherson, KS

2008 Mazda MAZDA6 i Sport

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

2008 Mazda MAZDA6 i Sport

McPherson, KS

UnscoredInsufficient · 0
$3,489206,738 mi

McPherson, KS

2007 Nissan Altima SE

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

2007 Nissan Altima SE

McPherson, KS

UnscoredInsufficient · 0
$3,980179,827 mi

McPherson, KS

2004 Chevrolet Suburban LS

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

2004 Chevrolet Suburban LS

McPherson, KS

UnscoredInsufficient · 4
$3,995284,893 mi

Comparison: 4 similar vehicles

McPherson, KS

2010 Ford F-150 King Ranch

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

2010 Ford F-150 King Ranch

McPherson, KS

UnscoredInsufficient · 0
$6,995263,128 mi

McPherson, KS

2011 Honda Accord EX-L

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

2011 Honda Accord EX-L

McPherson, KS

UnscoredInsufficient · 3
$7,995192,305 mi

Comparison: 3 similar vehicles

McPherson, KS

2003 Ford F-150 XLT

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

2003 Ford F-150 XLT

McPherson, KS

Unscored
$7,995233,845 mi

Comparison: 7 similar vehicles

McPherson, KS

2015 Dodge Dart SE

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

2015 Dodge Dart SE

McPherson, KS

OverpricedLimited · 13
$8,379123,249 mi

Market: $3,619 – $4,999

Comparison: 13 similar vehicles

Priced ~68% above the typical market range for similar vehicles (based on current market benchmarks)

McPherson, KS

2009 Chevrolet Impala LS

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

2009 Chevrolet Impala LS

McPherson, KS

UnscoredInsufficient · 0
$8,99584,304 mi

McPherson, KS

2017 Ford Taurus SEL

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

2017 Ford Taurus SEL

McPherson, KS

Unscored
$9,995152,409 mi

Comparison: 6 similar vehicles

McPherson, KS

2015 Lincoln MKX Base

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

2015 Lincoln MKX Base

McPherson, KS

UnscoredInsufficient · 4
$9,995170,103 mi

Comparison: 4 similar vehicles

McPherson, KS

2011 Honda Odyssey Touring

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

2011 Honda Odyssey Touring

McPherson, KS

Unscored
$9,995155,409 mi

Comparison: 5 similar vehicles

McPherson, KS

2011 Toyota Avalon Limited

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

2011 Toyota Avalon Limited

McPherson, KS

UnscoredInsufficient · 0
$10,995169,208 mi

McPherson, KS

2010 Toyota RAV4 Sport

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

2010 Toyota RAV4 Sport

McPherson, KS

UnscoredInsufficient · 0
$10,995150,309 mi

McPherson, KS

2020 Chevrolet Sonic LT

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

2020 Chevrolet Sonic LT

McPherson, KS

UnscoredInsufficient · 0
$11,399109,155 mi

McPherson, KS

2016 Ford Expedition Limited

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

2016 Ford Expedition Limited

McPherson, KS

Unscored
$11,995183,908 mi

Comparison: 5 similar vehicles

McPherson, KS

2013 Toyota Highlander Limited

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

2013 Toyota Highlander Limited

McPherson, KS

Unscored
$11,995196,109 mi

Comparison: 20 similar vehicles

McPherson, KS

2012 Honda Pilot EX-L

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

2012 Honda Pilot EX-L

McPherson, KS

Unscored
$11,995157,235 mi

Comparison: 5 similar vehicles

McPherson, KS

2018 Chrysler Pacifica LX

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

2018 Chrysler Pacifica LX

McPherson, KS

UnscoredInsufficient · 0
$12,38798,207 mi

McPherson, KS

2016 Mazda CX-5 Sport

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

2016 Mazda CX-5 Sport

McPherson, KS

UnscoredInsufficient · 4
$12,995112,769 mi

Comparison: 4 similar vehicles

McPherson, KS

2014 Honda CR-V EX

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

2014 Honda CR-V EX

McPherson, KS

Unscored
$12,995141,308 mi

Comparison: 15 similar vehicles

McPherson, KS

2012 Ford Expedition Limited

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

2012 Ford Expedition Limited

McPherson, KS

UnscoredInsufficient · 4
$12,995130,209 mi

Comparison: 4 similar vehicles

McPherson, KS

2011 Toyota RAV4 Sport

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

2011 Toyota RAV4 Sport

McPherson, KS

UnscoredInsufficient · 0
$12,995113,759 mi

McPherson, KS

2017 Dodge Grand Caravan SE

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

2017 Dodge Grand Caravan SE

McPherson, KS

Unscored
$13,00073,775 mi

Comparison: 9 similar vehicles

McPherson, KS

2017 Buick Envision Essence

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

2017 Buick Envision Essence

McPherson, KS

Fair PriceLimited · 11
$13,387110,172 mi

Market: $12,700 – $16,191

Comparison: 11 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 5 days listed (based on current market benchmarks)

McPherson, KS

2017 Dodge Journey SXT

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

2017 Dodge Journey SXT

Mcpherson, KS

UnscoredInsufficient · 0
$13,39456,059 mi

Mcpherson, KS

2014 Ford Edge SEL

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

2014 Ford Edge SEL

McPherson, KS

Fair PriceModerate · 22
$13,50099,072 mi

Market: $7,995 – $20,995

Comparison: 22 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 12 days listed (based on current market benchmarks)

McPherson, KS

2020 Ford Ecosport Titanium

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

2020 Ford Ecosport Titanium

McPherson, KS

UnscoredInsufficient · 0
$13,90084,862 mi

McPherson, KS

2018 Ford Explorer Limited

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

2018 Ford Explorer Limited

McPherson, KS

Unscored
$13,995153,498 mi

Comparison: 44 similar vehicles

McPherson, KS

2014 Ford F-250 Super Duty XL

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

2014 Ford F-250 Super Duty XL

McPherson, KS

Unscored
$13,995191,806 mi

Comparison: 11 similar vehicles

McPherson, KS

2013 Ford F-150 XLT

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

2013 Ford F-150 XLT

McPherson, KS

Unscored
$13,995155,106 mi

Comparison: 113 similar vehicles

McPherson, KS

2013 Lexus RX 350

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

2013 Lexus RX 350

McPherson, KS

Unscored
$13,995146,203 mi

Comparison: 41 similar vehicles

McPherson, KS

2020 Hyundai Elantra SE

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

2020 Hyundai Elantra SE

Mcpherson, KS

Unscored
$14,39459,994 mi

Comparison: 7 similar vehicles

Mcpherson, KS

2018 Ford Escape S

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

2018 Ford Escape S

Mcpherson, KS

OverpricedLimited · 11
$14,39463,014 mi

Market: $6,995 – $10,286

Comparison: 11 similar vehicles

Priced ~40% above the typical market range for similar vehicles (based on current market benchmarks)

Mcpherson, KS

2018 Hyundai Tucson SE

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

2018 Hyundai Tucson SE

Mcpherson, KS

UnscoredInsufficient · 3
$14,39473,649 mi

Comparison: 3 similar vehicles

Mcpherson, KS

2017 Jeep Cherokee Sport

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

2017 Jeep Cherokee Sport

Mcpherson, KS

UnscoredInsufficient · 3
$14,39464,074 mi

Comparison: 3 similar vehicles

Mcpherson, KS

2017 Ford Escape Titanium

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

2017 Ford Escape Titanium

McPherson, KS

Fair PriceModerate · 37
$14,50092,389 mi

Market: $5,750 – $15,247

Comparison: 37 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 5 days listed (based on current market benchmarks)

McPherson, KS

2020 GMC Terrain SLT

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

2020 GMC Terrain SLT

McPherson, KS

Unscored
$14,724128,755 mi

Comparison: 15 similar vehicles

McPherson, KS

2009 Toyota Tacoma PreRunner

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

2009 Toyota Tacoma PreRunner

McPherson, KS

UnscoredInsufficient · 0
$14,995199,985 mi

McPherson, KS

2018 Jeep Compass Sport

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

2018 Jeep Compass Sport

Mcpherson, KS

Fair PriceLimited · 18
$15,39463,414 mi

Market: $6,999 – $20,999

Comparison: 18 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 2 days listed (based on current market benchmarks)

Mcpherson, KS

2017 Cadillac ATS Sedan Base

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

2017 Cadillac ATS Sedan Base

McPherson, KS

UnscoredInsufficient · 4
$15,39789,825 mi

Comparison: 4 similar vehicles

McPherson, KS

2018 GMC Acadia SLT-2

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

2018 GMC Acadia SLT-2

McPherson, KS

UnscoredInsufficient · 0
$15,398120,697 mi

McPherson, KS

2025 Nissan Versa Sedan S

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

2025 Nissan Versa Sedan S

McPherson, KS

Unscored
$15,50035,669 mi

Comparison: 5 similar vehicles

McPherson, KS

2020 Chevrolet Equinox LT

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

2020 Chevrolet Equinox LT

McPherson, KS

Fair PriceRobust · 148
$15,90080,440 mi

Market: $6,999 – $23,995

Comparison: 148 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 5 days listed (based on current market benchmarks)

McPherson, KS

2018 Ford Explorer Platinum

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

2018 Ford Explorer Platinum

McPherson, KS

Unscored
$15,995137,908 mi

Comparison: 26 similar vehicles

McPherson, KS

2017 Toyota Highlander SE

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

2017 Toyota Highlander SE

McPherson, KS

Unscored
$15,995198,386 mi

Comparison: 12 similar vehicles

McPherson, KS

2015 Toyota Highlander Limited

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

2015 Toyota Highlander Limited

McPherson, KS

Unscored
$15,995197,994 mi

Comparison: 18 similar vehicles

McPherson, KS

2009 Chevrolet Silverado 2500HD 1LT

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

2009 Chevrolet Silverado 2500HD 1LT

McPherson, KS

Unscored
$15,995156,708 mi

Comparison: 7 similar vehicles

McPherson, KS

2019 Jeep Cherokee Latitude

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

2019 Jeep Cherokee Latitude

McPherson, KS

Fair PriceRobust · 98
$16,37963,925 mi

Market: $5,990 – $16,995

Comparison: 98 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 11 days listed (based on current market benchmarks)

McPherson, KS

2014 Ford F-150 Limited

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

2014 Ford F-150 Limited

McPherson, KS

Unscored
$16,387124,329 mi

Comparison: 7 similar vehicles

McPherson, KS

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.
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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