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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 11, 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

153 listings found

2002 Mercedes-Benz C-Class C240

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

2002 Mercedes-Benz C-Class C240

Dumas, TX

UnscoredInsufficient · 0
$3,500223,500 mi

Dumas, TX

2008 Chevrolet Malibu LS

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

2008 Chevrolet Malibu LS

Dumas, TX

UnscoredInsufficient · 0
$3,600169,707 mi

Dumas, TX

2016 Dodge Grand Caravan SXT

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

2016 Dodge Grand Caravan SXT

Dumas, TX

UnscoredInsufficient · 0
$4,994156,000 mi

Dumas, TX

2010 Audi A4 Premium

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

2010 Audi A4 Premium

Dumas, TX

UnscoredInsufficient · 0
$5,500137,213 mi

Dumas, TX

2018 Dodge Grand Caravan SE

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

2018 Dodge Grand Caravan SE

Dumas, TX

UnscoredInsufficient · 0
$5,900244,654 mi

Dumas, TX

2017 Ford Explorer XLT

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

2017 Ford Explorer XLT

Dumas, TX

Unscored
$6,200182,236 mi

Comparison: 9 similar vehicles

Dumas, TX

2013 GMC Yukon XL SLT

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

2013 GMC Yukon XL SLT

Dumas, TX

UnscoredInsufficient · 4
$7,500212,565 mi

Comparison: 4 similar vehicles

Dumas, TX

2013 Lexus IS 250

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

2013 Lexus IS 250

Dumas, TX

UnscoredInsufficient · 0
$8,300192,379 mi

Dumas, TX

2016 GMC Yukon SLT

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

2016 GMC Yukon SLT

Dumas, TX

UnscoredInsufficient · 3
$11,900215,183 mi

Comparison: 3 similar vehicles

Dumas, TX

2016 Chevrolet Suburban LT

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

2016 Chevrolet Suburban LT

Dumas, TX

Unscored
$13,000181,350 mi

Comparison: 8 similar vehicles

Dumas, TX

2024 Mitsubishi Mirage ES

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

2024 Mitsubishi Mirage ES

Dumas, TX

UnscoredInsufficient · 3
$14,51143,849 mi

Comparison: 3 similar vehicles

Dumas, TX

2024 Mitsubishi Mirage ES

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

2024 Mitsubishi Mirage ES

Dumas, TX

UnscoredInsufficient · 3
$14,71245,841 mi

Comparison: 3 similar vehicles

Dumas, TX

2003 Jeep Wrangler SPORT

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

2003 Jeep Wrangler SPORT

Dumas, TX

UnscoredInsufficient · 0
$14,995102,171 mi

Dumas, TX

2015 Chevrolet Silverado 2500HD Work Truck

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

2015 Chevrolet Silverado 2500HD Work Truck

Dumas, TX

UnscoredInsufficient · 0
$16,995134,158 mi

Dumas, TX

2023 Chrysler Voyager LX

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

2023 Chrysler Voyager LX

Dumas, TX

Unscored
$19,20369,762 mi

Comparison: 6 similar vehicles

Dumas, TX

2025 Nissan Sentra SV

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

2025 Nissan Sentra SV

Dumas, TX

Fair PriceModerate · 31
$19,59242,496 mi

Market: $19,530 – $23,195

Comparison: 31 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 6 days listed (based on current market benchmarks)

Dumas, TX

2019 Ford F-250 Super Duty XL

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

2019 Ford F-250 Super Duty XL

Dumas, TX

Fair PriceLimited · 11
$19,995112,091 mi

Market: $14,500 – $29,388

Comparison: 11 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 70 days listed (based on current market benchmarks)

Dumas, TX

2025 Chevrolet Malibu 1LT

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

2025 Chevrolet Malibu 1LT

Dumas, TX

Fair PriceRobust · 107
$19,99741,372 mi

Market: $18,297 – $24,220

Comparison: 107 similar vehicles

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

Dumas, TX

2025 Chevrolet Malibu 1LT

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

2025 Chevrolet Malibu 1LT

Dumas, TX

Fair PriceRobust · 107
$20,08140,821 mi

Market: $18,297 – $24,220

Comparison: 107 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 63 days listed (based on current market benchmarks)

Dumas, TX

2025 Nissan Sentra SV

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

2025 Nissan Sentra SV

Dumas, TX

Fair PriceModerate · 34
$20,52939,076 mi

Market: $19,847 – $23,299

Comparison: 34 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 6 days listed (based on current market benchmarks)

Dumas, TX

2025 Nissan Altima SV

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

2025 Nissan Altima SV

Dumas, TX

Fair PriceRobust · 79
$20,99541,211 mi

Market: $19,268 – $24,220

Comparison: 79 similar vehicles

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

Dumas, TX

2017 Ford F-250 Super Duty XL

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

2017 Ford F-250 Super Duty XL

Dumas, TX

UnscoredInsufficient · 4
$20,995141,294 mi

Comparison: 4 similar vehicles

Dumas, TX

2014 Chevrolet Silverado 1500 LT

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

2014 Chevrolet Silverado 1500 LT

Dumas, TX

OverpricedModerate · 23
$20,99598,262 mi

Market: $8,900 – $18,972

Comparison: 23 similar vehicles

Priced ~11% above the typical market range for similar vehicles (based on current market benchmarks)

Dumas, TX

2025 Nissan Rogue SV

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

2025 Nissan Rogue SV

Dumas, TX

Unscored
$21,66365,185 mi

Comparison: 5 similar vehicles

Dumas, TX

2025 Chevrolet Trax LT

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

2025 Chevrolet Trax LT

Dumas, TX

UnscoredInsufficient · 4
$21,82731,315 mi

Comparison: 4 similar vehicles

Dumas, TX

2017 Chevrolet Silverado 2500HD Work Truck

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

2017 Chevrolet Silverado 2500HD Work Truck

Dumas, TX

Unscored
$21,995125,220 mi

Comparison: 8 similar vehicles

Dumas, TX

2020 Ford F-250 Super Duty XL

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

2020 Ford F-250 Super Duty XL

Dumas, TX

Unscored
$22,995108,654 mi

Comparison: 5 similar vehicles

Dumas, TX

2021 RAM 2500 Pickup Tradesman

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

2021 RAM 2500 Pickup Tradesman

Dumas, TX

UnscoredInsufficient · 0
$23,995129,916 mi

Dumas, TX

2019 Ford F-250 Super Duty XL

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

2019 Ford F-250 Super Duty XL

Dumas, TX

Fair PriceLimited · 11
$23,99596,792 mi

Market: $14,500 – $29,388

Comparison: 11 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 20 days listed (based on current market benchmarks)

Dumas, TX

2016 Chevrolet Silverado 2500HD Work Truck

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

2016 Chevrolet Silverado 2500HD Work Truck

Dumas, TX

Unscored
$23,99590,068 mi

Comparison: 6 similar vehicles

Dumas, TX

2021 Ford F-250 Super Duty XL

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

2021 Ford F-250 Super Duty XL

Dumas, TX

UnscoredInsufficient · 0
$24,995118,180 mi

Dumas, TX

2021 Ford F-250 Super Duty XL

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

2021 Ford F-250 Super Duty XL

Dumas, TX

UnscoredInsufficient · 0
$24,995115,593 mi

Dumas, TX

2021 Ford F-250 Super Duty XL

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

2021 Ford F-250 Super Duty XL

Dumas, TX

UnscoredInsufficient · 0
$24,995115,023 mi

Dumas, TX

2015 Ford F-250 Super Duty XL

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

2015 Ford F-250 Super Duty XL

Dumas, TX

Unscored
$24,995105,590 mi

Comparison: 7 similar vehicles

Dumas, TX

2025 Jeep Compass Trailhawk

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

2025 Jeep Compass Trailhawk

Dumas, TX

Fair PriceModerate · 30
$25,99520,460 mi

Market: $21,308 – $29,223

Comparison: 30 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 211 days listed (based on current market benchmarks)

Dumas, TX

2025 Mitsubishi Outlander SE

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

2025 Mitsubishi Outlander SE

Dumas, TX

UnscoredInsufficient · 3
$25,99517,319 mi

Comparison: 3 similar vehicles

Dumas, TX

2019 Ford F-250 Super Duty XL

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

2019 Ford F-250 Super Duty XL

Dumas, TX

Unscored
$25,995127,593 mi

Comparison: 11 similar vehicles

Dumas, TX

2019 Cadillac CT6 Sport

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

2019 Cadillac CT6 Sport

Dumas, TX

UnscoredInsufficient · 0
$25,995121,366 mi

Dumas, TX

2017 Ford F-350 Super Duty XL

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

2017 Ford F-350 Super Duty XL

Dumas, TX

UnscoredInsufficient · 0
$25,995106,546 mi

Dumas, TX

2021 Chevrolet Silverado 2500HD Work Truck

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

2021 Chevrolet Silverado 2500HD Work Truck

Dumas, TX

UnscoredInsufficient · 3
$27,995111,364 mi

Comparison: 3 similar vehicles

Dumas, TX

2021 Chevrolet Silverado 2500HD Work Truck

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

2021 Chevrolet Silverado 2500HD Work Truck

Dumas, TX

UnscoredInsufficient · 3
$28,995102,889 mi

Comparison: 3 similar vehicles

Dumas, TX

2021 Chevrolet Silverado 2500HD Work Truck

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

2021 Chevrolet Silverado 2500HD Work Truck

Dumas, TX

UnscoredInsufficient · 3
$28,99595,859 mi

Comparison: 3 similar vehicles

Dumas, TX

2021 Chevrolet Silverado 2500HD Work Truck

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

2021 Chevrolet Silverado 2500HD Work Truck

Dumas, TX

UnscoredInsufficient · 3
$28,995113,824 mi

Comparison: 3 similar vehicles

Dumas, TX

2024 Toyota Camry XLE

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

2024 Toyota Camry XLE

Dumas, TX

UnscoredInsufficient · 0
$29,99524,033 mi

Dumas, TX

2021 RAM 1500 Pickup Laramie

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

2021 RAM 1500 Pickup Laramie

Dumas, TX

Fair PriceLimited · 11
$30,00891,268 mi

Market: $25,224 – $32,025

Comparison: 11 similar vehicles

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

Dumas, TX

2026 Jeep Compass Latitude Altitude

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

2026 Jeep Compass Latitude Altitude

Dumas, TX

Unscored
$30,662Mileage not verified

Comparison: 5 similar vehicles

Dumas, TX

2026 Jeep Compass Latitude Altitude

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

2026 Jeep Compass Latitude Altitude

Dumas, TX

Unscored
$30,668Mileage not verified

Comparison: 5 similar vehicles

Dumas, TX

2024 Ford Explorer Limited

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

2024 Ford Explorer Limited

Dumas, TX

UnscoredInsufficient · 0
$31,21354,178 mi

Dumas, TX

2023 Chevrolet Silverado 1500 Custom

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

2023 Chevrolet Silverado 1500 Custom

Dumas, TX

Fair PriceModerate · 25
$31,69878,828 mi

Market: $24,675 – $35,084

Comparison: 25 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 62 days listed (based on current market benchmarks)

Dumas, TX

2026 Jeep Compass Latitude Altitude

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

2026 Jeep Compass Latitude Altitude

Dumas, TX

Unscored
$32,565Mileage not verified

Comparison: 5 similar vehicles

Dumas, TX

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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