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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 2, 2026

6.1M+

Unique vehicles analyzed

as of November 2, 2026

56,000+

US dealerships

Daily

Data pipeline

Comparable

Market-evidence analysis

3.3M new·2.8M used·Listings processed daily

Or explore the market

218 listings found

2017 Ford F-150 XL

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

2017 Ford F-150 XL

Marshall, TX

Unscored
$8,223312,499 mi

Comparison: 97 similar vehicles

Marshall, TX

2002 Ford Explorer Eddie Bauer

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

2002 Ford Explorer Eddie Bauer

Marshall, TX

UnscoredInsufficient · 4
$8,99582,615 mi

Comparison: 4 similar vehicles

Marshall, TX

1999 Ford F-150 XLT

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

1999 Ford F-150 XLT

Marshall, TX

UnscoredInsufficient · 0
$9,995128,816 mi

Marshall, TX

2012 Ford F-150 XL

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

2012 Ford F-150 XL

Marshall, TX

Unscored
$10,215226,508 mi

Comparison: 26 similar vehicles

Marshall, TX

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

Marshall, TX

Unscored
$13,995195,239 mi

Comparison: 5 similar vehicles

Marshall, TX

2018 Ford F-150 XL

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

2018 Ford F-150 XL

Marshall, TX

Unscored
$14,995167,175 mi

Comparison: 8 similar vehicles

Marshall, TX

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

Marshall, TX

Unscored
$15,115177,319 mi

Comparison: 5 similar vehicles

Marshall, TX

2020 Ford Edge SEL

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

2020 Ford Edge SEL

Marshall, TX

UnscoredInsufficient · 3
$15,79578,809 mi

Comparison: 3 similar vehicles

Marshall, 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

Marshall, TX

OverpricedLimited · 11
$22,995108,362 mi

Market: $14,500 – $19,125

Comparison: 11 similar vehicles

Priced ~20% above the typical market range for similar vehicles (based on current market benchmarks)

Marshall, TX

2025 Ford Escape ST-Line

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

2025 Ford Escape ST-Line

Marshall, TX

Unscored
$23,92034,823 mi

Comparison: 6 similar vehicles

Marshall, TX

2023 Ford Bronco Sport Big Bend

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

2023 Ford Bronco Sport Big Bend

Marshall, TX

Fair PriceRobust · 82
$24,17577,182 mi

Market: $12,851 – $25,357

Comparison: 82 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 27 days listed (based on current market benchmarks)

Marshall, TX

2025 Ford Escape ST-Line

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

2025 Ford Escape ST-Line

Marshall, TX

Fair PriceLimited · 13
$24,21327,899 mi

Market: $22,148 – $26,995

Comparison: 13 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 51 days listed (based on current market benchmarks)

Marshall, TX

2024 Ford Bronco Sport Outer Banks

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

2024 Ford Bronco Sport Outer Banks

Marshall, TX

Fair PriceModerate · 28
$24,21385,978 mi

Market: $19,991 – $25,186

Comparison: 28 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 51 days listed (based on current market benchmarks)

Marshall, 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

Marshall, TX

Fair PriceRobust · 54
$24,21572,890 mi

Market: $12,299 – $37,850

Comparison: 54 similar vehicles

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

Marshall, TX

2023 Ford Maverick XLT

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

2023 Ford Maverick XLT

Marshall, TX

Unscored
$25,12049,037 mi

Comparison: 7 similar vehicles

Marshall, TX

2025 Ford Maverick XLT

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

2025 Ford Maverick XLT

Marshall, TX

Unscored
$25,71553,381 mi

Comparison: 12 similar vehicles

Marshall, TX

2025 Ford Bronco Sport Big Bend

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

2025 Ford Bronco Sport Big Bend

Marshall, TX

Unscored
$25,89038,168 mi

Comparison: 5 similar vehicles

Marshall, 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

Marshall, TX

Fair PriceLimited · 19
$27,01511,009 mi

Market: $17,799 – $29,219

Comparison: 19 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 10 days listed (based on current market benchmarks)

Marshall, TX

2025 Ford Mustang EcoBoost

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

2025 Ford Mustang EcoBoost

Marshall, TX

Unscored
$27,72322,386 mi

Comparison: 5 similar vehicles

Marshall, TX

2022 Ford F-350 Super Duty Chassis Cab XL

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

2022 Ford F-350 Super Duty Chassis Cab XL

Marshall, TX

UnscoredInsufficient · 3
$28,223111,997 mi

Comparison: 3 similar vehicles

Marshall, TX

2022 Ford F-350 Super Duty Chassis Cab XL

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

2022 Ford F-350 Super Duty Chassis Cab XL

Marshall, TX

UnscoredInsufficient · 3
$29,223141,282 mi

Comparison: 3 similar vehicles

Marshall, TX

2014 Ford Mustang GT Premium

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

2014 Ford Mustang GT Premium

Marshall, TX

UnscoredInsufficient · 0
$30,2158,733 mi

Marshall, TX

2022 Ford F-150 XL

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

2022 Ford F-150 XL

Marshall, TX

Fair PriceModerate · 25
$30,22355,270 mi

Market: $25,990 – $32,285

Comparison: 25 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 64 days listed (based on current market benchmarks)

Marshall, TX

2025 Ford Bronco Sport Outer Banks

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

2025 Ford Bronco Sport Outer Banks

Marshall, TX

Unscored
$30,995Mileage not verified

Comparison: 5 similar vehicles

Marshall, TX

2026 Ford Maverick XLT

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

2026 Ford Maverick XLT

Marshall, TX

UnscoredInsufficient · 4
$31,203Mileage not verified

Comparison: 4 similar vehicles

Marshall, TX

2019 Ford Expedition Platinum

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

2019 Ford Expedition Platinum

Marshall, TX

Fair PriceRobust · 57
$31,99589,200 mi

Market: $16,999 – $35,990

Comparison: 57 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 142 days listed (based on current market benchmarks)

Marshall, TX

2026 Ford Maverick XL

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

2026 Ford Maverick XL

Marshall, TX

Fair PriceRobust · 120
$32,051Mileage not verified

Market: $27,142 – $33,750

Comparison: 120 similar vehicles

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

Marshall, TX

2021 Ford F-150 XLT

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

2021 Ford F-150 XLT

Marshall, TX

Fair PriceLimited · 13
$32,21599,556 mi

Market: $22,809 – $35,421

Comparison: 13 similar vehicles

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

Marshall, TX

2026 Ford Mustang EcoBoost

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

2026 Ford Mustang EcoBoost

Marshall, TX

Fair PriceRobust · 131
$32,501Mileage not verified

Market: $27,561 – $41,925

Comparison: 131 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 33 days listed (based on current market benchmarks)

Marshall, TX

2026 Ford Maverick XLT

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

2026 Ford Maverick XLT

Marshall, TX

UnscoredInsufficient · 4
$32,918Mileage not verified

Comparison: 4 similar vehicles

Marshall, TX

2024 Ford Edge Titanium

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

2024 Ford Edge Titanium

Marshall, TX

Fair PriceLimited · 11
$33,12518,089 mi

Market: $29,998 – $33,225

Comparison: 11 similar vehicles

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

Marshall, TX

2022 Ford F-150 XL

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

2022 Ford F-150 XL

Marshall, TX

Unscored
$33,21510,534 mi

Comparison: 6 similar vehicles

Marshall, TX

2023 Ford F-350 Super Duty XLT

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

2023 Ford F-350 Super Duty XLT

Marshall, TX

Unscored
$33,650149,125 mi

Comparison: 21 similar vehicles

Marshall, TX

2026 Ford Ranger XL

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

2026 Ford Ranger XL

Marshall, TX

UnscoredInsufficient · 3
$33,659Mileage not verified

Comparison: 3 similar vehicles

Marshall, TX

2026 Ford Ranger XL

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

2026 Ford Ranger XL

Marshall, TX

UnscoredInsufficient · 3
$34,042Mileage not verified

Comparison: 3 similar vehicles

Marshall, TX

2025 Ford Transit Van Base

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

2025 Ford Transit Van Base

Marshall, TX

Fair PriceRobust · 131
$34,22313,584 mi

Market: $27,995 – $50,995

Comparison: 131 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 79 days listed (based on current market benchmarks)

Marshall, TX

2026 Ford Maverick XLT

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

2026 Ford Maverick XLT

Marshall, TX

UnscoredInsufficient · 4
$35,476Mileage not verified

Comparison: 4 similar vehicles

Marshall, TX

2025 Ford Mustang EcoBoost

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

2025 Ford Mustang EcoBoost

Marshall, TX

UnscoredInsufficient · 0
$35,649Mileage not verified

Marshall, TX

2026 Ford Mustang EcoBoost

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

2026 Ford Mustang EcoBoost

Marshall, TX

Fair PriceRobust · 131
$35,852Mileage not verified

Market: $27,561 – $41,925

Comparison: 131 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 10 days listed (based on current market benchmarks)

Marshall, TX

2026 Ford Explorer

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

2026 Ford Explorer

Marshall, TX

UnscoredInsufficient · 0
$37,0773,324 mi

Marshall, TX

2026 Ford Ranger XL

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

2026 Ford Ranger XL

Marshall, TX

UnscoredInsufficient · 3
$37,195Mileage not verified

Comparison: 3 similar vehicles

Marshall, TX

2023 Ford F-150 XLT

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

2023 Ford F-150 XLT

Marshall, TX

Fair PriceModerate · 24
$37,22365,934 mi

Market: $30,207 – $38,486

Comparison: 24 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 90 days listed (based on current market benchmarks)

Marshall, TX

2026 Ford Bronco Sport Big Bend

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

2026 Ford Bronco Sport Big Bend

Marshall, TX

Fair PriceRobust · 181
$37,430Mileage not verified

Market: $26,495 – $37,585

Comparison: 181 similar vehicles

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

Marshall, TX

2026 Ford F-150 XL

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

2026 Ford F-150 XL

Marshall, TX

Unscored
$37,594Mileage not verified

Comparison: 9 similar vehicles

Marshall, TX

2023 Ford F-150 XLT

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

2023 Ford F-150 XLT

Marshall, TX

Unscored
$37,71525,605 mi

Comparison: 6 similar vehicles

Marshall, TX

2026 Ford Bronco Sport Outer Banks

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

2026 Ford Bronco Sport Outer Banks

Marshall, TX

Fair PriceRobust · 114
$37,925Mileage not verified

Market: $30,585 – $45,505

Comparison: 114 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 16 days listed (based on current market benchmarks)

Marshall, TX

2025 Ford Bronco 4-Door Base

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

2025 Ford Bronco 4-Door Base

Marshall, TX

UnscoredInsufficient · 0
$39,22311,497 mi

Marshall, TX

2026 Ford Explorer

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

2026 Ford Explorer

Marshall, TX

UnscoredInsufficient · 0
$39,7703,971 mi

Marshall, TX

2026 Ford Ranger XLT

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

2026 Ford Ranger XLT

Marshall, TX

Fair PriceRobust · 191
$39,954Mileage not verified

Market: $32,040 – $49,125

Comparison: 191 similar vehicles

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

Marshall, TX

2022 Ford F-150 XLT

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

2022 Ford F-150 XLT

Marshall, TX

UnscoredInsufficient · 4
$40,21546,196 mi

Comparison: 4 similar vehicles

Marshall, TX

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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