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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 13, 2026

7.2M+

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

716 listings found

2010 Ford Mustang V6

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

2010 Ford Mustang V6

Bowie, TX

Unscored
$3,750146,111 mi

Comparison: 8 similar vehicles

Bowie, TX

2015 Ford Expedition XLT

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

2015 Ford Expedition XLT

Bowie, TX

Unscored
$5,500228,647 mi

Comparison: 8 similar vehicles

Bowie, TX

2008 Jeep Grand Cherokee Laredo

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

2008 Jeep Grand Cherokee Laredo

Bowie, TX

UnscoredInsufficient · 3
$5,500194,926 mi

Comparison: 3 similar vehicles

Bowie, TX

2013 Nissan Rogue SV

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

2013 Nissan Rogue SV

Bowie, TX

Unscored
$5,750166,078 mi

Comparison: 8 similar vehicles

Bowie, TX

2019 Chevrolet Equinox 2FL

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

2019 Chevrolet Equinox 2FL

Bowie, TX

Unscored
$6,995162,151 mi

Comparison: 5 similar vehicles

Bowie, TX

2017 Ford Fusion SE

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

2017 Ford Fusion SE

Bowie, TX

Unscored
$8,440125,310 mi

Comparison: 91 similar vehicles

Bowie, TX

2015 Chevrolet Equinox LTZ

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

2015 Chevrolet Equinox LTZ

Bowie, TX

Unscored
$8,995128,243 mi

Comparison: 5 similar vehicles

Bowie, TX

2020 Chevrolet Malibu 1LT

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

2020 Chevrolet Malibu 1LT

Bowie, TX

Unscored
$10,099155,037 mi

Comparison: 95 similar vehicles

Bowie, TX

2006 Ford F-250 Super Duty Lariat

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

2006 Ford F-250 Super Duty Lariat

Bowie, TX

Unscored
$12,000241,277 mi

Comparison: 16 similar vehicles

Bowie, TX

2019 Nissan Rogue SL

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

2019 Nissan Rogue SL

Bowie, TX

Unscored
$12,597124,121 mi

Comparison: 11 similar vehicles

Bowie, TX

2022 Chevrolet Equinox LT

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

2022 Chevrolet Equinox LT

Bowie, TX

Unscored
$12,990127,728 mi

Comparison: 99 similar vehicles

Bowie, TX

2020 Ford Explorer Limited

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

2020 Ford Explorer Limited

Bowie, TX

Unscored
$13,750149,593 mi

Comparison: 85 similar vehicles

Bowie, TX

2015 RAM 1500 Pickup Express

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

2015 RAM 1500 Pickup Express

Bowie, TX

Unscored
$13,750163,149 mi

Comparison: 28 similar vehicles

Bowie, TX

2019 Alfa Romeo Stelvio Sport

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

2019 Alfa Romeo Stelvio Sport

Bowie, TX

UnscoredInsufficient · 0
$13,80061,979 mi

Bowie, TX

2017 Jeep Grand Cherokee Limited

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

2017 Jeep Grand Cherokee Limited

Bowie, TX

Fair PriceModerate · 47
$13,800105,159 mi

Market: $6,950 – $24,999

Comparison: 47 similar vehicles

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

Bowie, TX

2017 Lincoln Navigator Reserve

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

2017 Lincoln Navigator Reserve

Bowie, TX

UnscoredInsufficient · 0
$14,299153,662 mi

Bowie, TX

2020 GMC Terrain SLT

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

2020 GMC Terrain SLT

Bowie, TX

Fair PriceModerate · 44
$14,599108,008 mi

Market: $10,000 – $19,998

Comparison: 44 similar vehicles

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

Bowie, TX

2014 Ford Expedition XL

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

2014 Ford Expedition XL

Bowie, TX

UnscoredInsufficient · 0
$14,900192,300 mi

Bowie, TX

2018 RAM 1500 Pickup Tradesman

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

2018 RAM 1500 Pickup Tradesman

Bowie, TX

Fair PriceModerate · 33
$14,950114,966 mi

Market: $3,995 – $28,995

Comparison: 33 similar vehicles

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

Bowie, TX

2020 Ford Escape Titanium

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

2020 Ford Escape Titanium

Bowie, TX

Fair PriceModerate · 24
$16,49776,547 mi

Market: $10,495 – $22,999

Comparison: 24 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 113 days listed (based on current market benchmarks)

Bowie, TX

2014 Ford F-250 Super Duty XLT

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

2014 Ford F-250 Super Duty XLT

Bowie, TX

Unscored
$16,950206,293 mi

Comparison: 6 similar vehicles

Bowie, TX

2017 Ford Expedition Limited

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

2017 Ford Expedition Limited

Bowie, TX

Fair PriceModerate · 40
$17,799105,238 mi

Market: $9,500 – $20,420

Comparison: 40 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 43 days listed (based on current market benchmarks)

Bowie, TX

2025 Nissan Sentra SV

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

2025 Nissan Sentra SV

Bowie, TX

Fair PriceModerate · 49
$17,80018,053 mi

Market: $12,995 – $25,149

Comparison: 49 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 71 days listed (based on current market benchmarks)

Bowie, TX

2025 Mitsubishi Outlander Sport ES

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

2025 Mitsubishi Outlander Sport ES

Bowie, TX

UnscoredInsufficient · 4
$17,80046,816 mi

Comparison: 4 similar vehicles

Bowie, TX

2022 Ford Edge SE

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

2022 Ford Edge SE

Bowie, TX

Fair PriceModerate · 42
$17,99982,772 mi

Market: $11,900 – $18,999

Comparison: 42 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 15 days listed (based on current market benchmarks)

Bowie, TX

2015 Ford F-150 Platinum

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

2015 Ford F-150 Platinum

Bowie, TX

Unscored
$18,127170,155 mi

Comparison: 30 similar vehicles

Bowie, TX

2025 Chevrolet Trax LT

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

2025 Chevrolet Trax LT

Bowie, TX

Fair PriceModerate · 24
$18,59954,048 mi

Market: $16,701 – $24,002

Comparison: 24 similar vehicles

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

Bowie, TX

2024 Nissan Rogue S

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

2024 Nissan Rogue S

Bowie, TX

Fair PriceRobust · 92
$18,69971,856 mi

Market: $15,350 – $26,374

Comparison: 92 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 42 days listed (based on current market benchmarks)

Bowie, TX

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

Bowie, TX

Unscored
$18,798143,164 mi

Comparison: 408 similar vehicles

Bowie, TX

2025 Nissan Altima SV

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

2025 Nissan Altima SV

Bowie, TX

Fair PriceRobust · 210
$18,80035,903 mi

Market: $16,999 – $28,950

Comparison: 210 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 71 days listed (based on current market benchmarks)

Bowie, TX

2024 Ford Edge SEL

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

2024 Ford Edge SEL

Bowie, TX

Fair PriceRobust · 99
$18,80073,767 mi

Market: $16,500 – $26,997

Comparison: 99 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 56 days listed (based on current market benchmarks)

Bowie, TX

2019 GMC Acadia SLT-2

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

2019 GMC Acadia SLT-2

Bowie, TX

UnscoredInsufficient · 3
$18,88069,335 mi

Comparison: 3 similar vehicles

Bowie, TX

2025 Chevrolet Trax LT

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

2025 Chevrolet Trax LT

Bowie, TX

UnscoredInsufficient · 4
$18,95046,847 mi

Comparison: 4 similar vehicles

Bowie, TX

2017 Chevrolet Silverado 1500 LT

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

2017 Chevrolet Silverado 1500 LT

Bowie, TX

Unscored
$18,99588,511 mi

Comparison: 7 similar vehicles

Bowie, TX

2020 Chevrolet Silverado 2500HD Custom

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

2020 Chevrolet Silverado 2500HD Custom

Bowie, TX

Unscored
$19,500184,819 mi

Comparison: 12 similar vehicles

Bowie, TX

2025 Chevrolet Malibu 1LT

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

2025 Chevrolet Malibu 1LT

Bowie, TX

Fair PriceLimited · 10
$19,77340,328 mi

Market: $18,913 – $24,220

Comparison: 10 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 34 days listed (based on current market benchmarks)

Bowie, TX

2023 Chevrolet TrailBlazer RS

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

2023 Chevrolet TrailBlazer RS

Bowie, TX

Unscored
$19,80037,728 mi

Comparison: 9 similar vehicles

Bowie, TX

2023 GMC Terrain AT4

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

2023 GMC Terrain AT4

Bowie, TX

Unscored
$19,95083,170 mi

Comparison: 5 similar vehicles

Bowie, TX

2024 Chevrolet Trax RS

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

2024 Chevrolet Trax RS

Bowie, TX

Unscored
$19,99555,283 mi

Comparison: 7 similar vehicles

Bowie, TX

2025 Nissan Altima SV

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

2025 Nissan Altima SV

Bowie, TX

Unscored
$19,99949,808 mi

Comparison: 5 similar vehicles

Bowie, TX

2025 Nissan Altima SV

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

2025 Nissan Altima SV

Bowie, TX

Unscored
$20,00045,383 mi

Comparison: 6 similar vehicles

Bowie, TX

2024 Toyota Corolla LE

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

2024 Toyota Corolla LE

Bowie, TX

Fair PriceRobust · 95
$20,19954,774 mi

Market: $17,550 – $25,888

Comparison: 95 similar vehicles

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

Bowie, TX

2025 Hyundai Sonata SEL

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

2025 Hyundai Sonata SEL

Bowie, TX

Fair PriceLimited · 19
$20,59964,771 mi

Market: $18,799 – $29,995

Comparison: 19 similar vehicles

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

Bowie, TX

2025 Nissan Rogue SV

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

2025 Nissan Rogue SV

Bowie, TX

Unscored
$20,69840,516 mi

Comparison: 5 similar vehicles

Bowie, TX

2022 Dodge Charger SXT

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

2022 Dodge Charger SXT

Bowie, TX

Fair PriceRobust · 131
$20,79973,128 mi

Market: $12,850 – $28,998

Comparison: 131 similar vehicles

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

Bowie, TX

2024 Ford Escape ST-Line

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

2024 Ford Escape ST-Line

Bowie, TX

Fair PriceModerate · 45
$20,91849,237 mi

Market: $17,222 – $25,195

Comparison: 45 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 29 days listed (based on current market benchmarks)

Bowie, TX

2025 Toyota Corolla LE

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

2025 Toyota Corolla LE

Bowie, TX

Fair PriceRobust · 116
$21,06234,458 mi

Market: $18,554 – $24,939

Comparison: 116 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 69 days listed (based on current market benchmarks)

Bowie, TX

2021 Chevrolet Traverse 1FL

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

2021 Chevrolet Traverse 1FL

Bowie, TX

UnscoredInsufficient · 0
$21,12760,542 mi

Bowie, TX

2021 Hyundai Palisade Limited

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

2021 Hyundai Palisade Limited

Bowie, TX

Unscored
$21,200120,332 mi

Comparison: 79 similar vehicles

Bowie, TX

2023 Nissan Murano SV

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

2023 Nissan Murano SV

Bowie, TX

UnscoredInsufficient · 0
$21,40043,871 mi

Bowie, TX

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 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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