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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 9, 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

58 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

2013 Hyundai Genesis Coupe Track

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

2013 Hyundai Genesis Coupe Track

Vernon, TX

UnscoredInsufficient · 0
$6,217121,120 mi

Vernon, TX

2013 Ford Mustang V6

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

2013 Ford Mustang V6

Wichita Falls, TX

Unscored
$12,950106,195 mi

Comparison: 5 similar vehicles

Wichita Falls, TX

2015 Ford Mustang V6

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

2015 Ford Mustang V6

Wichita Falls, TX

Fair PriceModerate · 21
$15,30880,844 mi

Market: $9,224 – $18,111

Comparison: 21 similar vehicles

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

Wichita Falls, TX

2015 Honda Civic EX

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

2015 Honda Civic EX

Wichita Falls, TX

OverpricedModerate · 23
$17,500176,346 mi

Market: $7,725 – $16,998

Comparison: 23 similar vehicles

Priced ~3% above the typical market range for similar vehicles (based on current market benchmarks)

Wichita Falls, TX

2016 Ford Mustang GT

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

2016 Ford Mustang GT

Wichita Falls, TX

Unscored
$22,88797,746 mi

Comparison: 7 similar vehicles

Wichita Falls, TX

2021 Ford Mustang EcoBoost

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

2021 Ford Mustang EcoBoost

Wichita Falls, TX

UnscoredInsufficient · 0
$23,21353,361 mi

Wichita Falls, TX

2019 Dodge Challenger Scat Pack

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

2019 Dodge Challenger Scat Pack

Wichita Falls, TX

UnscoredInsufficient · 0
$25,17194,201 mi

Wichita Falls, TX

2022 Dodge Challenger R/T

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

2022 Dodge Challenger R/T

Wichita Falls, TX

Unscored
$26,99755,935 mi

Comparison: 7 similar vehicles

Wichita Falls, TX

2023 Dodge Challenger SXT

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

2023 Dodge Challenger SXT

Wichita Falls, TX

UnscoredInsufficient · 0
$28,08813,543 mi

Wichita Falls, TX

2023 Ford Mustang EcoBoost Premium

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

2023 Ford Mustang EcoBoost Premium

Wichita Falls, TX

UnscoredInsufficient · 3
$29,49559,822 mi

Comparison: 3 similar vehicles

Wichita Falls, TX

2024 Chevrolet Camaro 1LT

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

2024 Chevrolet Camaro 1LT

Bowie, TX

UnscoredInsufficient · 0
$31,49944,655 mi

Bowie, TX

2024 BMW 2 Series 230i

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

2024 BMW 2 Series 230i

Wichita Falls, TX

UnscoredInsufficient · 3
$31,77032,891 mi

Comparison: 3 similar vehicles

Wichita Falls, TX

2026 Ford Mustang EcoBoost

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

2026 Ford Mustang EcoBoost

Wichita Falls, TX

Fair PriceLimited · 18
$31,942Mileage not verified

Market: $31,815 – $37,030

Comparison: 18 similar vehicles

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

Wichita Falls, TX

2026 Ford Mustang EcoBoost

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

2026 Ford Mustang EcoBoost

Wichita Falls, TX

Fair PriceLimited · 18
$32,442Mileage not verified

Market: $31,815 – $37,030

Comparison: 18 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 30 days listed (based on current market benchmarks)

Wichita Falls, TX

2026 Ford Mustang EcoBoost

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

2026 Ford Mustang EcoBoost

Wichita Falls, TX

Fair PriceLimited · 18
$32,466Mileage not verified

Market: $31,815 – $37,030

Comparison: 18 similar vehicles

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

Wichita Falls, TX

2026 Ford Mustang EcoBoost

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

2026 Ford Mustang EcoBoost

Burkburnett, TX

UnscoredInsufficient · 4
$32,630Mileage not verified

Comparison: 4 similar vehicles

Burkburnett, TX

2026 Ford Mustang EcoBoost

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

2026 Ford Mustang EcoBoost

Bowie, TX

Fair PriceModerate · 20
$33,155Mileage not verified

Market: $31,815 – $37,030

Comparison: 20 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 45 days listed (based on current market benchmarks)

Bowie, TX

2026 Ford Mustang EcoBoost

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

2026 Ford Mustang EcoBoost

Bowie, TX

Fair PriceModerate · 20
$33,155Mileage not verified

Market: $31,815 – $37,030

Comparison: 20 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 8 days listed (based on current market benchmarks)

Bowie, TX

2026 Ford Mustang EcoBoost

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

2026 Ford Mustang EcoBoost

Bowie, TX

Fair PriceModerate · 20
$33,195Mileage not verified

Market: $31,815 – $37,030

Comparison: 20 similar vehicles

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

Bowie, TX

2026 Ford Mustang EcoBoost

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

2026 Ford Mustang EcoBoost

Bowie, TX

UnscoredInsufficient · 3
$33,650Mileage not verified

Comparison: 3 similar vehicles

Bowie, TX

2025 Ford Mustang EcoBoost Premium

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

2025 Ford Mustang EcoBoost Premium

Bowie, TX

UnscoredInsufficient · 3
$33,8001,877 mi

Comparison: 3 similar vehicles

Bowie, TX

2027 Toyota GR86 Base

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

2027 Toyota GR86 Base

Wichita Falls, TX

UnscoredInsufficient · 3
$34,175Mileage not verified

Comparison: 3 similar vehicles

Wichita Falls, TX

2026 Ford Mustang EcoBoost

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

2026 Ford Mustang EcoBoost

Wichita Falls, TX

Fair PriceLimited · 18
$34,662Mileage not verified

Market: $31,815 – $37,030

Comparison: 18 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 17 days listed (based on current market benchmarks)

Wichita Falls, TX

2026 Ford Mustang EcoBoost

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

2026 Ford Mustang EcoBoost

Bowie, TX

Fair PriceModerate · 34
$35,290Mileage not verified

Market: $28,709 – $37,030

Comparison: 34 similar vehicles

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

Bowie, TX

2026 Ford Mustang EcoBoost

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

2026 Ford Mustang EcoBoost

Bowie, TX

Fair PriceModerate · 20
$35,350Mileage not verified

Market: $31,815 – $37,030

Comparison: 20 similar vehicles

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

Bowie, TX

2026 Ford Mustang EcoBoost

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

2026 Ford Mustang EcoBoost

Burkburnett, TX

UnscoredInsufficient · 4
$35,500Mileage not verified

Comparison: 4 similar vehicles

Burkburnett, TX

2021 Ford Mustang GT

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

2021 Ford Mustang GT

Wichita Falls, TX

Unscored
$36,25044,296 mi

Comparison: 7 similar vehicles

Wichita Falls, TX

2026 Ford Mustang EcoBoost Premium

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

2026 Ford Mustang EcoBoost Premium

Wichita Falls, TX

Unscored
$36,339Mileage not verified

Comparison: 6 similar vehicles

Wichita Falls, TX

2026 Ford Mustang EcoBoost

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

2026 Ford Mustang EcoBoost

Jacksboro, TX

Fair PriceLimited · 19
$36,445Mileage not verified

Market: $31,815 – $37,030

Comparison: 19 similar vehicles

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

Jacksboro, TX

2026 Ford Mustang EcoBoost

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

2026 Ford Mustang EcoBoost

Burkburnett, TX

UnscoredInsufficient · 4
$38,490Mileage not verified

Comparison: 4 similar vehicles

Burkburnett, TX

2026 Ford Mustang EcoBoost Premium

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

2026 Ford Mustang EcoBoost Premium

Wichita Falls, TX

Unscored
$38,848200 mi

Comparison: 6 similar vehicles

Wichita Falls, TX

2023 Ford Mustang GT Premium

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

2023 Ford Mustang GT Premium

Jacksboro, TX

UnscoredInsufficient · 0
$38,92116,636 mi

Jacksboro, TX

2021 Ford Mustang GT Premium

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

2021 Ford Mustang GT Premium

Wichita Falls, TX

UnscoredInsufficient · 0
$40,00014,453 mi

Wichita Falls, TX

2017 Chevrolet Corvette 1LT

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

2017 Chevrolet Corvette 1LT

Wichita Falls, TX

UnscoredInsufficient · 3
$40,17987,161 mi

Comparison: 3 similar vehicles

Wichita Falls, TX

2023 BMW 4 Series M440i

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

2023 BMW 4 Series M440i

Wichita Falls, TX

Unscored
$42,49542,203 mi

Comparison: 6 similar vehicles

Wichita Falls, TX

2025 Ford Mustang GT Premium

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

2025 Ford Mustang GT Premium

Wichita Falls, TX

UnscoredInsufficient · 0
$43,99730,288 mi

Wichita Falls, TX

2026 Nissan Z Sport

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

2026 Nissan Z Sport

Wichita Falls, TX

Unscored
$44,115Mileage not verified

Comparison: 6 similar vehicles

Wichita Falls, TX

2026 Ford Mustang EcoBoost Premium

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

2026 Ford Mustang EcoBoost Premium

Jacksboro, TX

Unscored
$44,445Mileage not verified

Comparison: 8 similar vehicles

Jacksboro, TX

2025 BMW 2 Series 230i

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

2025 BMW 2 Series 230i

Wichita Falls, TX

UnscoredInsufficient · 3
$45,270Mileage not verified

Comparison: 3 similar vehicles

Wichita Falls, TX

2025 Ford Mustang GT Premium

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

2025 Ford Mustang GT Premium

Wichita Falls, TX

Fair PriceModerate · 43
$45,5958,214 mi

Market: $33,500 – $160,749

Comparison: 43 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 67 days listed (based on current market benchmarks)

Wichita Falls, TX

2026 Ford Mustang EcoBoost Premium

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

2026 Ford Mustang EcoBoost Premium

Bowie, TX

Unscored
$45,940Mileage not verified

Comparison: 7 similar vehicles

Bowie, TX

2019 BMW 8 Series M850i

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

2019 BMW 8 Series M850i

Wichita Falls, TX

UnscoredInsufficient · 0
$46,57640,669 mi

Wichita Falls, TX

2026 Ford Mustang GT

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

2026 Ford Mustang GT

Vernon, TX

Fair PriceRobust · 306
$47,320Mileage not verified

Market: $44,200 – $92,508

Comparison: 306 similar vehicles

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

Vernon, TX

2026 Ford Mustang GT

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

2026 Ford Mustang GT

Wichita Falls, TX

Fair PriceRobust · 325
$47,955Mileage not verified

Market: $44,200 – $92,508

Comparison: 325 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 38 days listed (based on current market benchmarks)

Wichita Falls, TX

2026 Ford Mustang EcoBoost Premium

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

2026 Ford Mustang EcoBoost Premium

Jacksboro, TX

Unscored
$48,345Mileage not verified

Comparison: 8 similar vehicles

Jacksboro, TX

2026 Ford Mustang GT

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

2026 Ford Mustang GT

Vernon, TX

Fair PriceModerate · 34
$49,482Mileage not verified

Market: $45,790 – $52,425

Comparison: 34 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 17 days listed (based on current market benchmarks)

Vernon, TX

2026 Ford Mustang GT

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

2026 Ford Mustang GT

Wichita Falls, TX

Fair PriceRobust · 325
$49,685Mileage not verified

Market: $44,200 – $92,508

Comparison: 325 similar vehicles

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

Wichita Falls, TX

2026 BMW 2 Series 230i

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

2026 BMW 2 Series 230i

Wichita Falls, TX

Fair PriceRobust · 89
$53,400Mileage not verified

Market: $46,675 – $57,870

Comparison: 89 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 83 days listed (based on current market benchmarks)

Wichita Falls, TX

2013 Ford Mustang Shelby GT500

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

2013 Ford Mustang Shelby GT500

Wichita Falls, TX

UnscoredInsufficient · 0
$53,75038,232 mi

Wichita Falls, 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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