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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

6.8M+

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

436 listings found

2009 Dodge Ram 1500 Pickup SLT

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

2009 Dodge Ram 1500 Pickup SLT

Madill, OK

Unscored
$5,000211,516 mi

Comparison: 10 similar vehicles

Madill, OK

2014 Nissan Rogue Select S

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

2014 Nissan Rogue Select S

Madill, OK

Fair PriceLimited · 15
$6,449117,717 mi

Market: $4,490 – $9,995

Comparison: 15 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 151 days listed (based on current market benchmarks)

Madill, OK

2011 Ford F-150 XLT

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

2011 Ford F-150 XLT

Madill, OK

Unscored
$7,449332,070 mi

Comparison: 5 similar vehicles

Madill, OK

2013 Nissan Rogue S

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

2013 Nissan Rogue S

Madill, OK

Fair PriceModerate · 33
$8,249114,905 mi

Market: $3,500 – $8,995

Comparison: 33 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 123 days listed (based on current market benchmarks)

Madill, OK

2017 Ford Escape S

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

2017 Ford Escape S

Madill, OK

Fair PriceLimited · 19
$8,349106,359 mi

Market: $5,500 – $18,999

Comparison: 19 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 197 days listed (based on current market benchmarks)

Madill, OK

2016 Chevrolet Equinox LS

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

2016 Chevrolet Equinox LS

Madill, OK

Unscored
$8,449140,936 mi

Comparison: 16 similar vehicles

Madill, OK

2021 Ford EcoSport SE

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

2021 Ford EcoSport SE

Madill, OK

Fair PriceModerate · 25
$9,95688,694 mi

Market: $9,988 – $18,695

Comparison: 25 similar vehicles

Fairly priced — priced near the comparable range, but not far enough below it to qualify as a Great Deal · 312 days listed (based on current market benchmarks)

Madill, OK

2006 Ford F-250 Super Duty XL

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

2006 Ford F-250 Super Duty XL

Madill, OK

Unscored
$10,000332,133 mi

Comparison: 9 similar vehicles

Madill, OK

2014 Buick Encore Leather

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

2014 Buick Encore Leather

Madill, OK

Fair PriceLimited · 12
$10,44995,588 mi

Market: $5,800 – $16,995

Comparison: 12 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 40 days listed (based on current market benchmarks)

Madill, OK

2010 Jeep Wrangler Unlimited Sport

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

2010 Jeep Wrangler Unlimited Sport

Madill, OK

Unscored
$10,995187,848 mi

Comparison: 21 similar vehicles

Madill, OK

2018 Nissan Rogue S

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

2018 Nissan Rogue S

Madill, OK

Fair PriceModerate · 33
$11,44997,357 mi

Market: $6,690 – $19,145

Comparison: 33 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 130 days listed (based on current market benchmarks)

Madill, OK

2016 BMW 5 Series 528i

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

2016 BMW 5 Series 528i

Madill, OK

Fair PriceModerate · 20
$11,44996,156 mi

Market: $8,499 – $16,999

Comparison: 20 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 24 days listed (based on current market benchmarks)

Madill, OK

2016 Mercedes-Benz GLA-Class GLA250

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

2016 Mercedes-Benz GLA-Class GLA250

Madill, OK

Fair PriceLimited · 15
$11,44991,794 mi

Market: $9,995 – $19,995

Comparison: 15 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 123 days listed (based on current market benchmarks)

Madill, OK

2017 Jaguar XE Prestige

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

2017 Jaguar XE Prestige

Madill, OK

UnscoredInsufficient · 0
$12,24982,605 mi

Madill, OK

2017 Chrysler Pacifica Touring

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

2017 Chrysler Pacifica Touring

Madill, OK

Fair PriceLimited · 19
$12,449100,719 mi

Market: $7,951 – $15,500

Comparison: 19 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 151 days listed (based on current market benchmarks)

Madill, OK

2001 Ford F-250 Super Duty XL

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

2001 Ford F-250 Super Duty XL

Madill, OK

UnscoredInsufficient · 3
$12,556216,390 mi

Comparison: 3 similar vehicles

Madill, OK

2018 Audi Q3 Premium

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

2018 Audi Q3 Premium

Madill, OK

Fair PriceModerate · 28
$12,74998,524 mi

Market: $5,990 – $17,998

Comparison: 28 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 116 days listed (based on current market benchmarks)

Madill, OK

2017 Kia Sportage LX

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

2017 Kia Sportage LX

Madill, OK

Fair PriceModerate · 30
$12,84967,481 mi

Market: $3,995 – $19,999

Comparison: 30 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 54 days listed (based on current market benchmarks)

Madill, OK

2015 Ford F-150 XLT

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

2015 Ford F-150 XLT

Madill, OK

Unscored
$12,900213,822 mi

Comparison: 7 similar vehicles

Madill, OK

2016 Toyota Corolla LE

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

2016 Toyota Corolla LE

Madill, OK

Fair PriceModerate · 44
$13,74990,534 mi

Market: $7,950 – $17,995

Comparison: 44 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 116 days listed (based on current market benchmarks)

Madill, OK

2016 Kia Sportage EX

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

2016 Kia Sportage EX

Madill, OK

UnscoredInsufficient · 4
$13,74970,524 mi

Comparison: 4 similar vehicles

Madill, OK

2017 Ford Fusion SE

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

2017 Ford Fusion SE

Madill, OK

Unscored
$13,99873,926 mi

Comparison: 6 similar vehicles

Madill, OK

2019 Hyundai Sonata Limited

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

2019 Hyundai Sonata Limited

Madill, OK

UnscoredInsufficient · 4
$14,44997,949 mi

Comparison: 4 similar vehicles

Madill, OK

2014 Cadillac XTS Platinum Collection

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

2014 Cadillac XTS Platinum Collection

Madill, OK

UnscoredInsufficient · 3
$14,44995,570 mi

Comparison: 3 similar vehicles

Madill, OK

2021 Kia Soul LX

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

2021 Kia Soul LX

Madill, OK

UnscoredInsufficient · 0
$14,64956,456 mi

Madill, OK

2020 Nissan Sentra SR

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

2020 Nissan Sentra SR

Madill, OK

Fair PriceLimited · 13
$14,64992,188 mi

Market: $13,394 – $17,590

Comparison: 13 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 75 days listed (based on current market benchmarks)

Madill, OK

2004 Ford Thunderbird Deluxe

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

2004 Ford Thunderbird Deluxe

Madill, OK

UnscoredInsufficient · 0
$14,94939,521 mi

Madill, OK

2023 Kia Forte LX

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

2023 Kia Forte LX

Madill, OK

UnscoredInsufficient · 0
$14,995104,290 mi

Madill, OK

2020 Jeep Compass Sport

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

2020 Jeep Compass Sport

Madill, OK

UnscoredInsufficient · 3
$15,24979,280 mi

Comparison: 3 similar vehicles

Madill, OK

2020 Buick Encore GX Select

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

2020 Buick Encore GX Select

Madill, OK

Fair PriceModerate · 27
$15,44982,940 mi

Market: $11,955 – $18,680

Comparison: 27 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 75 days listed (based on current market benchmarks)

Madill, OK

2020 Nissan Sentra S

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

2020 Nissan Sentra S

Madill, OK

Unscored
$15,94974,792 mi

Comparison: 6 similar vehicles

Madill, OK

2022 Chevrolet Equinox 1FL

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

2022 Chevrolet Equinox 1FL

Madill, OK

UnscoredInsufficient · 4
$15,95066,409 mi

Comparison: 4 similar vehicles

Madill, OK

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

Madill, OK

Unscored
$15,993167,574 mi

Comparison: 10 similar vehicles

Madill, OK

2020 BMW X2 28i

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

2020 BMW X2 28i

Madill, OK

Unscored
$16,44988,974 mi

Comparison: 5 similar vehicles

Madill, OK

2017 Mercedes-Benz C-Class C300

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

2017 Mercedes-Benz C-Class C300

Madill, OK

UnscoredInsufficient · 4
$16,74959,557 mi

Comparison: 4 similar vehicles

Madill, OK

2023 Chrysler Voyager LX

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

2023 Chrysler Voyager LX

Madill, OK

Unscored
$16,94983,756 mi

Comparison: 5 similar vehicles

Madill, OK

2013 RAM 1500 Pickup Express

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

2013 RAM 1500 Pickup Express

Madill, OK

Fair PriceLimited · 14
$16,99599,885 mi

Market: $5,995 – $20,697

Comparison: 14 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 53 days listed (based on current market benchmarks)

Madill, OK

2020 Ford Explorer XLT

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

2020 Ford Explorer XLT

Madill, OK

UnscoredInsufficient · 3
$17,84198,119 mi

Comparison: 3 similar vehicles

Madill, OK

2024 Kia Soul LX

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

2024 Kia Soul LX

Madill, OK

Fair PriceLimited · 14
$18,34944,424 mi

Market: $13,659 – $18,485

Comparison: 14 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 158 days listed (based on current market benchmarks)

Madill, OK

2017 Ford Mustang EcoBoost

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

2017 Ford Mustang EcoBoost

Madill, OK

UnscoredInsufficient · 3
$18,54972,645 mi

Comparison: 3 similar vehicles

Madill, OK

2022 Nissan Rogue SV

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

2022 Nissan Rogue SV

Madill, OK

Fair PriceRobust · 65
$18,57783,624 mi

Market: $14,996 – $21,378

Comparison: 65 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 209 days listed (based on current market benchmarks)

Madill, OK

2020 Honda HR-V Sport

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

2020 Honda HR-V Sport

Madill, OK

Unscored
$18,64973,347 mi

Comparison: 5 similar vehicles

Madill, OK

2023 Chrysler Voyager LX

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

2023 Chrysler Voyager LX

Madill, OK

Unscored
$18,74960,379 mi

Comparison: 5 similar vehicles

Madill, OK

2017 BMW 4 Series 430i

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

2017 BMW 4 Series 430i

Madill, OK

OverpricedLimited · 14
$18,74984,205 mi

Market: $10,900 – $16,604

Comparison: 14 similar vehicles

Priced ~13% above the typical market range for similar vehicles (based on current market benchmarks)

Madill, OK

2018 BMW X3 xDrive30i

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

2018 BMW X3 xDrive30i

Madill, OK

OverpricedModerate · 31
$18,99568,185 mi

Market: $11,999 – $18,990

Comparison: 31 similar vehicles

Madill, OK

2014 Jeep Wrangler Unlimited Rubicon

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

2014 Jeep Wrangler Unlimited Rubicon

Madill, OK

Fair PriceModerate · 24
$19,14995,071 mi

Market: $11,000 – $20,333

Comparison: 24 similar vehicles

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

Madill, OK

2017 Chevrolet Silverado 1500 LTZ Z71

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

2017 Chevrolet Silverado 1500 LTZ Z71

Madill, OK

Unscored
$19,292162,969 mi

Comparison: 25 similar vehicles

Madill, OK

2024 Hyundai Elantra SEL

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

2024 Hyundai Elantra SEL

Madill, OK

Fair PriceLimited · 13
$19,44927,979 mi

Market: $17,941 – $20,990

Comparison: 13 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 4 days listed (based on current market benchmarks)

Madill, OK

2024 Nissan Altima S

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

2024 Nissan Altima S

Madill, OK

UnscoredInsufficient · 3
$19,74933,814 mi

Comparison: 3 similar vehicles

Madill, OK

2014 Jeep Wrangler Unlimited Sahara

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

2014 Jeep Wrangler Unlimited Sahara

Madill, OK

Unscored
$19,94991,132 mi

Comparison: 7 similar vehicles

Madill, OK

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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