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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 1, 2026

6.1M+

Unique vehicles analyzed

as of November 1, 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

250 listings found

2000 Honda Accord LX

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

2000 Honda Accord LX

Mabank, TX

UnscoredInsufficient · 0
$5,145200,634 mi

Mabank, TX

2014 Isuzu NPR

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

2014 Isuzu NPR

Mabank, TX

UnscoredInsufficient · 0
$6,145207,656 mi

Mabank, TX

2012 Ford Explorer Limited

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

2012 Ford Explorer Limited

Mabank, TX

Unscored
$6,145148,934 mi

Comparison: 15 similar vehicles

Mabank, TX

2007 Chevrolet HHR LS

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

2007 Chevrolet HHR LS

Mabank, TX

UnscoredInsufficient · 0
$6,650185,000 mi

Mabank, TX

2013 Ford Edge SEL

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

2013 Ford Edge SEL

Mabank, TX

Unscored
$7,145212,911 mi

Comparison: 7 similar vehicles

Mabank, TX

2003 Chevrolet Suburban LS

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

2003 Chevrolet Suburban LS

Mabank, TX

Unscored
$7,150296,000 mi

Comparison: 14 similar vehicles

Mabank, TX

2010 Ford F-150 XLT

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

2010 Ford F-150 XLT

Mabank, TX

Unscored
$7,216219,526 mi

Comparison: 32 similar vehicles

Mabank, TX

2012 Chevrolet Express Cargo Work Van

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

2012 Chevrolet Express Cargo Work Van

Mabank, TX

UnscoredInsufficient · 0
$7,650100 mi

Mabank, TX

2014 Chevrolet Express Cargo Work Van

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

2014 Chevrolet Express Cargo Work Van

Mabank, TX

Unscored
$7,950168,774 mi

Comparison: 32 similar vehicles

Mabank, TX

2012 Ford Explorer Limited

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

2012 Ford Explorer Limited

Mabank, TX

Fair PriceLimited · 14
$9,502105,154 mi

Market: $2,900 – $13,220

Comparison: 14 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 221 days listed (based on current market benchmarks)

Mabank, TX

2016 Dodge Charger SXT

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

2016 Dodge Charger SXT

Mabank, TX

Unscored
$10,145164,000 mi

Comparison: 17 similar vehicles

Mabank, TX

2016 Toyota Highlander Limited

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

2016 Toyota Highlander Limited

Mabank, TX

Unscored
$11,016246,225 mi

Comparison: 23 similar vehicles

Mabank, TX

2011 Ford F-150 XL

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

2011 Ford F-150 XL

Mabank, TX

Unscored
$11,145230,000 mi

Comparison: 22 similar vehicles

Mabank, TX

2002 Chevrolet Tahoe LS

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

2002 Chevrolet Tahoe LS

Mabank, TX

OverpricedLimited · 12
$11,145200,000 mi

Market: $4,995 – $7,995

Comparison: 12 similar vehicles

Priced ~39% above the typical market range for similar vehicles (based on current market benchmarks)

Mabank, TX

2016 RAM 1500 Pickup Sport

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

2016 RAM 1500 Pickup Sport

Mabank, TX

Unscored
$12,145319,252 mi

Comparison: 5 similar vehicles

Mabank, TX

2016 Chevrolet Suburban LT

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

2016 Chevrolet Suburban LT

Mabank, TX

UnscoredInsufficient · 3
$12,145195,000 mi

Comparison: 3 similar vehicles

Mabank, 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

Mabank, TX

Unscored
$12,216186,410 mi

Comparison: 5 similar vehicles

Mabank, TX

2021 Ford Bronco Sport Base

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

2021 Ford Bronco Sport Base

Mabank, TX

Fair PriceRobust · 64
$13,216118,022 mi

Market: $10,924 – $26,988

Comparison: 64 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 13 days listed (based on current market benchmarks)

Mabank, TX

2015 Lexus GX Luxury

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

2015 Lexus GX Luxury

Mabank, TX

Unscored
$15,016209,334 mi

Comparison: 10 similar vehicles

Mabank, TX

2018 Honda CR-V EX-L

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

2018 Honda CR-V EX-L

Mabank, TX

Unscored
$16,145146,369 mi

Comparison: 93 similar vehicles

Mabank, TX

2024 Jeep Compass Latitude

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

2024 Jeep Compass Latitude

Mabank, TX

UnscoredInsufficient · 3
$16,61673,026 mi

Comparison: 3 similar vehicles

Mabank, TX

2016 Buick Envision Premium II

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

2016 Buick Envision Premium II

Mabank, TX

UnscoredInsufficient · 0
$17,145101,324 mi

Mabank, TX

2023 Ford Escape Active

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

2023 Ford Escape Active

Mabank, TX

Fair PriceRobust · 55
$17,21661,817 mi

Market: $14,200 – $21,807

Comparison: 55 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 19 days listed (based on current market benchmarks)

Mabank, TX

2021 Mazda CX-30 Select

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

2021 Mazda CX-30 Select

Mabank, TX

Fair PriceModerate · 26
$17,21665,281 mi

Market: $13,450 – $18,213

Comparison: 26 similar vehicles

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

Mabank, TX

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

Mabank, TX

Fair PriceRobust · 109
$17,50285,544 mi

Market: $8,223 – $24,213

Comparison: 109 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 147 days listed (based on current market benchmarks)

Mabank, TX

2018 Jeep All-New Wrangler Unlimited Sahara

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

2018 Jeep All-New Wrangler Unlimited Sahara

Mabank, TX

Unscored
$17,616126,067 mi

Comparison: 143 similar vehicles

Mabank, TX

2023 Jeep Renegade Altitude

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

2023 Jeep Renegade Altitude

Mabank, TX

Unscored
$18,01655,712 mi

Comparison: 5 similar vehicles

Mabank, TX

2025 Chevrolet Trailblazer LT

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

2025 Chevrolet Trailblazer LT

Mabank, TX

Fair PriceModerate · 21
$18,91622,210 mi

Market: $16,700 – $32,995

Comparison: 21 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 19 days listed (based on current market benchmarks)

Mabank, TX

2022 Ford Edge Titanium

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

2022 Ford Edge Titanium

Mabank, TX

Unscored
$19,14591,635 mi

Comparison: 5 similar vehicles

Mabank, TX

2021 Chevrolet Silverado 1500 Custom

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

2021 Chevrolet Silverado 1500 Custom

Mabank, TX

Unscored
$19,616122,869 mi

Comparison: 7 similar vehicles

Mabank, 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

Mabank, TX

Unscored
$19,916129,000 mi

Comparison: 21 similar vehicles

Mabank, TX

2025 Hyundai Kona SEL

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

2025 Hyundai Kona SEL

Mabank, TX

Fair PriceModerate · 29
$20,21628,885 mi

Market: $18,675 – $24,359

Comparison: 29 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 47 days listed (based on current market benchmarks)

Mabank, TX

2020 Ford F-150 XLT

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

2020 Ford F-150 XLT

Mabank, TX

Fair PriceLimited · 10
$20,216106,424 mi

Market: $16,500 – $31,600

Comparison: 10 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 82 days listed (based on current market benchmarks)

Mabank, TX

2025 Hyundai Tucson SEL

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

2025 Hyundai Tucson SEL

Mabank, TX

Fair PriceModerate · 44
$21,11629,372 mi

Market: $21,239 – $32,667

Comparison: 44 similar vehicles

Fairly priced — priced near the comparable range, but not far enough below it to qualify as a Great Deal · 47 days listed (based on current market benchmarks)

Mabank, TX

2023 Hyundai Tucson SEL

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

2023 Hyundai Tucson SEL

Mabank, TX

Fair PriceModerate · 26
$21,21646,019 mi

Market: $19,243 – $24,995

Comparison: 26 similar vehicles

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

Mabank, TX

2022 Ford Bronco Sport Big Bend

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

2022 Ford Bronco Sport Big Bend

Mabank, TX

Fair PriceModerate · 25
$21,21630,417 mi

Market: $15,600 – $27,704

Comparison: 25 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 25 days listed (based on current market benchmarks)

Mabank, TX

2019 RAM 1500 Pickup Laramie

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

2019 RAM 1500 Pickup Laramie

Mabank, TX

UnscoredInsufficient · 3
$21,216119,829 mi

Comparison: 3 similar vehicles

Mabank, TX

2019 Ford Ranger XL

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

2019 Ford Ranger XL

Mabank, TX

OverpricedModerate · 26
$21,21661,047 mi

Market: $8,107 – $19,999

Comparison: 26 similar vehicles

Priced ~6% above the typical market range for similar vehicles (based on current market benchmarks)

Mabank, TX

2024 Ford Escape Active

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

2024 Ford Escape Active

Mabank, TX

Fair PriceModerate · 29
$21,43329,777 mi

Market: $18,550 – $22,985

Comparison: 29 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 318 days listed (based on current market benchmarks)

Mabank, TX

2019 Ford F-250 Super Duty XLT

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

2019 Ford F-250 Super Duty XLT

Mabank, TX

Unscored
$22,216152,323 mi

Comparison: 132 similar vehicles

Mabank, TX

2019 Chevrolet Suburban LT

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

2019 Chevrolet Suburban LT

Mabank, TX

Fair PriceRobust · 77
$23,145105,679 mi

Market: $11,775 – $31,950

Comparison: 77 similar vehicles

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

Mabank, TX

2015 Chevrolet Silverado 1500 LT

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

2015 Chevrolet Silverado 1500 LT

Mabank, TX

OverpricedLimited · 11
$23,14586,183 mi

Market: $10,900 – $20,977

Comparison: 11 similar vehicles

Priced ~10% above the typical market range for similar vehicles (based on current market benchmarks)

Mabank, TX

2023 Honda Civic Sport

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

2023 Honda Civic Sport

Mabank, TX

Fair PriceModerate · 20
$23,20838,057 mi

Market: $16,500 – $26,785

Comparison: 20 similar vehicles

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

Mabank, TX

2024 Chevrolet Equinox LT

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

2024 Chevrolet Equinox LT

Mabank, TX

Unscored
$24,14562,127 mi

Comparison: 7 similar vehicles

Mabank, TX

2021 Chevrolet Silverado 1500 LT

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

2021 Chevrolet Silverado 1500 LT

Mabank, TX

Fair PriceLimited · 13
$24,145118,661 mi

Market: $23,000 – $30,140

Comparison: 13 similar vehicles

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

Mabank, TX

2021 Chevrolet Silverado 1500 Custom

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

2021 Chevrolet Silverado 1500 Custom

Mabank, TX

Unscored
$24,14599,969 mi

Comparison: 8 similar vehicles

Mabank, TX

2024 Toyota Camry SE

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

2024 Toyota Camry SE

Mabank, TX

Fair PriceModerate · 41
$24,21653,957 mi

Market: $19,990 – $28,720

Comparison: 41 similar vehicles

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

Mabank, TX

2023 Ford Ranger XLT

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

2023 Ford Ranger XLT

Mabank, TX

UnscoredInsufficient · 3
$24,21670,625 mi

Comparison: 3 similar vehicles

Mabank, 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

Mabank, TX

Unscored
$24,71621,213 mi

Comparison: 6 similar vehicles

Mabank, TX

2024 Ford Bronco Sport Big Bend

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

2024 Ford Bronco Sport Big Bend

Mabank, TX

Fair PriceModerate · 38
$24,75017,307 mi

Market: $20,800 – $27,226

Comparison: 38 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 318 days listed (based on current market benchmarks)

Mabank, 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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