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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 8, 2026

7.3M+

Vehicles tracked nationwide

6M+ searchable on oav.io

60,000+

US dealerships

Daily

Data pipeline

Comparable

Market-evidence analysis

New and used·Listings processed daily

Or explore the market

127 listings found

2012 GMC Yukon XL Denali

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

2012 GMC Yukon XL Denali

Aurora, NE

UnscoredInsufficient · 0
$4,995300,030 mi

Aurora, NE

2011 Buick Enclave CXL-2

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

2011 Buick Enclave CXL-2

Aurora, NE

UnscoredInsufficient · 0
$4,995170,549 mi

Aurora, NE

2011 Ford F-150 Lariat

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

2011 Ford F-150 Lariat

Aurora, NE

Unscored
$6,200194,159 mi

Comparison: 12 similar vehicles

Aurora, NE

2007 Jeep Wrangler X

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

2007 Jeep Wrangler X

Aurora, NE

Unscored
$6,500103,023 mi

Comparison: 8 similar vehicles

Aurora, NE

2017 Volkswagen Passat SE

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

2017 Volkswagen Passat SE

Aurora, NE

Unscored
$7,50080,138 mi

Comparison: 7 similar vehicles

Aurora, NE

2017 Chevrolet Suburban Premier

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

2017 Chevrolet Suburban Premier

Aurora, NE

Unscored
$8,250221,515 mi

Comparison: 6 similar vehicles

Aurora, NE

2008 Jeep Wrangler Unlimited X

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

2008 Jeep Wrangler Unlimited X

Aurora, NE

UnscoredInsufficient · 3
$8,900135,055 mi

Comparison: 3 similar vehicles

Aurora, NE

2014 Ford Escape Titanium

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

2014 Ford Escape Titanium

Aurora, NE

Fair PriceModerate · 25
$9,500102,335 mi

Market: $4,250 – $12,598

Comparison: 25 similar vehicles

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

Aurora, NE

2018 Ford Edge SE

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

2018 Ford Edge SE

Aurora, NE

UnscoredInsufficient · 0
$10,80080,368 mi

Aurora, NE

2015 Nissan Murano SL

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

2015 Nissan Murano SL

Aurora, NE

Unscored
$10,800124,039 mi

Comparison: 24 similar vehicles

Aurora, NE

2013 Lexus GX Premium

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

2013 Lexus GX Premium

Aurora, NE

UnscoredInsufficient · 0
$11,161226,037 mi

Aurora, NE

2017 Ford Fusion SE

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

2017 Ford Fusion SE

Aurora, NE

Fair PriceModerate · 23
$11,50089,220 mi

Market: $3,500 – $17,995

Comparison: 23 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 9 days listed (based on current market benchmarks)

Aurora, NE

2016 Audi Q5 Premium Plus

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

2016 Audi Q5 Premium Plus

Aurora, NE

UnscoredInsufficient · 0
$11,70290,534 mi

Aurora, NE

2010 Jeep Wrangler Sport

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

2010 Jeep Wrangler Sport

Aurora, NE

UnscoredInsufficient · 3
$12,000111,090 mi

Comparison: 3 similar vehicles

Aurora, NE

2019 Nissan Altima S

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

2019 Nissan Altima S

Aurora, NE

Fair PriceModerate · 28
$12,59379,727 mi

Market: $8,200 – $15,394

Comparison: 28 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 110 days listed (based on current market benchmarks)

Aurora, NE

2005 Dodge Ram 3500 Pickup Laramie

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

2005 Dodge Ram 3500 Pickup Laramie

Aurora, NE

UnscoredInsufficient · 0
$13,500206,703 mi

Aurora, NE

2017 Ford Explorer XLT

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

2017 Ford Explorer XLT

Aurora, NE

Unscored
$13,923129,556 mi

Comparison: 10 similar vehicles

Aurora, NE

2019 Ford F-150 XLT

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

2019 Ford F-150 XLT

Aurora, NE

Unscored
$14,900155,765 mi

Comparison: 19 similar vehicles

Aurora, NE

2003 Ford F-350 Super Duty Lariat

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

2003 Ford F-350 Super Duty Lariat

Aurora, NE

UnscoredInsufficient · 4
$15,297264,742 mi

Comparison: 4 similar vehicles

Aurora, NE

2019 Ford Fusion SE

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

2019 Ford Fusion SE

Aurora, NE

Fair PriceModerate · 20
$15,68879,085 mi

Market: $9,795 – $15,995

Comparison: 20 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 109 days listed (based on current market benchmarks)

Aurora, NE

2016 GMC Yukon XL Denali

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

2016 GMC Yukon XL Denali

Aurora, NE

Unscored
$16,232178,726 mi

Comparison: 17 similar vehicles

Aurora, NE

2016 Chevrolet Suburban LTZ

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

2016 Chevrolet Suburban LTZ

Aurora, NE

Unscored
$16,900197,667 mi

Comparison: 24 similar vehicles

Aurora, NE

2020 Nissan Altima SR

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

2020 Nissan Altima SR

Aurora, NE

Fair PriceLimited · 19
$16,99978,543 mi

Market: $12,995 – $17,191

Comparison: 19 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 84 days listed (based on current market benchmarks)

Aurora, NE

2022 Chevrolet Equinox Premier

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

2022 Chevrolet Equinox Premier

Aurora, NE

Great DealModerate · 30
$17,90082,263 mi

Market: $19,459 – $22,825

Comparison: 30 similar vehicles

Competitively priced ~8% below the typical range compared to similar vehicles · 66 days listed (based on current market benchmarks)

Aurora, NE

2015 Chevrolet Silverado 2500HD LTZ

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

2015 Chevrolet Silverado 2500HD LTZ

Aurora, NE

UnscoredInsufficient · 3
$17,900267,750 mi

Comparison: 3 similar vehicles

Aurora, NE

2017 Ford Explorer Sport

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

2017 Ford Explorer Sport

Aurora, NE

Fair PriceLimited · 13
$18,23988,566 mi

Market: $9,995 – $19,195

Comparison: 13 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 131 days listed (based on current market benchmarks)

Aurora, NE

2023 Ford Escape ST-Line

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

2023 Ford Escape ST-Line

Aurora, NE

Fair PriceLimited · 18
$18,99989,099 mi

Market: $16,950 – $21,999

Comparison: 18 similar vehicles

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

Aurora, NE

2017 Ford Mustang EcoBoost Premium

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

2017 Ford Mustang EcoBoost Premium

Aurora, NE

UnscoredInsufficient · 0
$19,05068,555 mi

Aurora, NE

2019 Ford Edge SEL

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

2019 Ford Edge SEL

Aurora, NE

UnscoredInsufficient · 0
$19,49227,798 mi

Aurora, NE

2020 Jeep Gladiator Sport S

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

2020 Jeep Gladiator Sport S

Aurora, NE

Great DealModerate · 47
$19,900109,554 mi

Market: $20,838 – $28,000

Comparison: 47 similar vehicles

Competitively priced ~5% below the typical range compared to similar vehicles · 2 days listed (based on current market benchmarks)

Aurora, NE

2018 Jeep Wrangler JK Unlimited Sahara

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

2018 Jeep Wrangler JK Unlimited Sahara

Aurora, NE

UnscoredInsufficient · 3
$19,99977,727 mi

Comparison: 3 similar vehicles

Aurora, NE

2017 Jeep Wrangler Unlimited Sahara

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

2017 Jeep Wrangler Unlimited Sahara

Aurora, NE

Fair PriceModerate · 21
$20,50090,455 mi

Market: $16,991 – $24,298

Comparison: 21 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 66 days listed (based on current market benchmarks)

Aurora, NE

2025 Chevrolet Malibu 1LT

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

2025 Chevrolet Malibu 1LT

Aurora, NE

Unscored
$20,66252,382 mi

Comparison: 6 similar vehicles

Aurora, NE

2020 Ford Explorer Platinum

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

2020 Ford Explorer Platinum

Aurora, NE

UnscoredInsufficient · 3
$20,712130,565 mi

Comparison: 3 similar vehicles

Aurora, NE

2016 Ford F-150 XLT

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

2016 Ford F-150 XLT

Aurora, NE

Unscored
$20,976110,906 mi

Comparison: 9 similar vehicles

Aurora, NE

2017 Cadillac XT5 Platinum

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

2017 Cadillac XT5 Platinum

Aurora, NE

UnscoredInsufficient · 3
$20,99565,970 mi

Comparison: 3 similar vehicles

Aurora, NE

2025 Chevrolet Malibu 1LT

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

2025 Chevrolet Malibu 1LT

Aurora, NE

Fair PriceRobust · 55
$20,99947,801 mi

Market: $12,999 – $23,084

Comparison: 55 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 94 days listed (based on current market benchmarks)

Aurora, NE

2022 Dodge Durango SXT

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

2022 Dodge Durango SXT

Aurora, NE

Unscored
$21,85077,761 mi

Comparison: 9 similar vehicles

Aurora, NE

2020 Buick Enclave Avenir

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

2020 Buick Enclave Avenir

Aurora, NE

Fair PriceLimited · 16
$21,89699,826 mi

Market: $16,294 – $25,950

Comparison: 16 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 52 days listed (based on current market benchmarks)

Aurora, NE

2021 Ford F-150 XL

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

2021 Ford F-150 XL

Aurora, NE

Fair PriceRobust · 79
$21,939104,389 mi

Market: $12,499 – $37,999

Comparison: 79 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 23 days listed (based on current market benchmarks)

Aurora, NE

2022 Kia Carnival EX

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

2022 Kia Carnival EX

Aurora, NE

UnscoredInsufficient · 0
$22,490125,858 mi

Aurora, NE

2021 Kia Telluride EX

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

2021 Kia Telluride EX

Aurora, NE

Unscored
$22,500115,689 mi

Comparison: 5 similar vehicles

Aurora, NE

2015 Chevrolet Silverado 2500HD LTZ

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

2015 Chevrolet Silverado 2500HD LTZ

Aurora, NE

Unscored
$22,901209,815 mi

Comparison: 43 similar vehicles

Aurora, NE

2019 Honda CR-V EX-L

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

2019 Honda CR-V EX-L

Aurora, NE

Unscored
$22,99576,094 mi

Comparison: 6 similar vehicles

Aurora, NE

2020 Buick Envision Premium I

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

2020 Buick Envision Premium I

Aurora, NE

UnscoredInsufficient · 0
$23,49539,998 mi

Aurora, NE

2022 Chrysler Pacifica Hybrid Touring L

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

2022 Chrysler Pacifica Hybrid Touring L

Aurora, NE

UnscoredInsufficient · 0
$24,03543,740 mi

Aurora, NE

2023 Hyundai Santa Fe SEL

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

2023 Hyundai Santa Fe SEL

Aurora, NE

UnscoredInsufficient · 4
$24,52125,092 mi

Comparison: 4 similar vehicles

Aurora, NE

2025 Mazda CX-50 Preferred

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

2025 Mazda CX-50 Preferred

Aurora, NE

Fair PriceLimited · 10
$24,81839,020 mi

Market: $23,370 – $27,251

Comparison: 10 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 26 days listed (based on current market benchmarks)

Aurora, NE

2015 Chevrolet Silverado 2500HD LTZ

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

2015 Chevrolet Silverado 2500HD LTZ

Aurora, NE

UnscoredInsufficient · 3
$24,900161,405 mi

Comparison: 3 similar vehicles

Aurora, NE

2023 Kia Sportage X-Pro Prestige

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

2023 Kia Sportage X-Pro Prestige

Aurora, NE

UnscoredInsufficient · 3
$25,79562,629 mi

Comparison: 3 similar vehicles

Aurora, NE

Trust signal layer

Demand-Verified Deals™

The Demand-Verified badge is sell-through evidence — the matched cohort of similar vehicles whose listings recently came off the market is leaving the market faster than its market baseline, and this listing has not been listed longer than the cohort’s typical time on market. A listing coming off the market is not always a sale. 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 time on market, 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 cohort of similar vehicles whose listings recently came off the market is leaving the market faster than its market baseline, the cohort meets minimum-sample and freshness requirements, and this specific listing has not been listed longer than the cohort's typical time on market. 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 recently 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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