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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 · October 22, 2026

6M+

Unique vehicles analyzed

as of October 21, 2026

56,000+

US dealerships

Daily

Data pipeline

Comparable

Market-evidence analysis

3.3M new·2.7M used·Listings processed daily

Or explore the market

412 listings found

2009 Hyundai Accent GLS

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

2009 Hyundai Accent GLS

Wichita Falls, TX

UnscoredInsufficient · 0
$3,800276,953 mi

Wichita Falls, TX

2009 Hyundai Elantra GLS

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

2009 Hyundai Elantra GLS

Wichita Falls, TX

UnscoredInsufficient · 0
$4,20062,466 mi

Wichita Falls, TX

2009 Toyota Camry LE

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

2009 Toyota Camry LE

Denton, TX

UnscoredInsufficient · 3
$4,995210,000 mi

Comparison: 3 similar vehicles

Denton, TX

2007 Honda Civic EX

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

2007 Honda Civic EX

Denton, TX

UnscoredInsufficient · 3
$5,200190,000 mi

Comparison: 3 similar vehicles

Denton, TX

2014 Chevrolet Cruze 2LT

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

2014 Chevrolet Cruze 2LT

Gainesville, TX

UnscoredInsufficient · 4
$5,225202,442 mi

Comparison: 4 similar vehicles

Gainesville, TX

2016 Chevrolet Malibu 1LT

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

2016 Chevrolet Malibu 1LT

Denton, TX

UnscoredLimited · 6
$5,500120,769 mi

Comparison: 6 similar vehicles

Denton, TX

2015 Nissan Sentra SR

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

2015 Nissan Sentra SR

Denton, TX

UnscoredLimited · 6
$5,500155,402 mi

Comparison: 6 similar vehicles

Denton, TX

2005 Buick LaCrosse CX

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

2005 Buick LaCrosse CX

Wichita Falls, TX

UnscoredInsufficient · 0
$5,500215,997 mi

Wichita Falls, TX

2011 Mazda MAZDA6 i Sport

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

2011 Mazda MAZDA6 i Sport

Wichita Falls, TX

UnscoredInsufficient · 0
$5,995125,809 mi

Wichita Falls, TX

2009 Hyundai Elantra SE

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

2009 Hyundai Elantra SE

Denton, TX

UnscoredLimited · 6
$5,995141,000 mi

Comparison: 6 similar vehicles

Denton, TX

2006 Nissan Altima SE

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

2006 Nissan Altima SE

Denton, TX

UnscoredInsufficient · 0
$5,995Mileage not verified

Denton, TX

2005 Toyota Corolla LE

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

2005 Toyota Corolla LE

Denton, TX

UnscoredInsufficient · 0
$5,995227,000 mi

Denton, TX

2012 Nissan Versa SV

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

2012 Nissan Versa SV

Denton, TX

UnscoredInsufficient · 3
$6,49565,319 mi

Comparison: 3 similar vehicles

Denton, TX

2018 Ford Focus SEL

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

2018 Ford Focus SEL

Wichita Falls, TX

UnscoredInsufficient · 0
$6,50050,609 mi

Wichita Falls, TX

2016 Ford Fiesta S

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

2016 Ford Fiesta S

Wichita Falls, TX

UnscoredInsufficient · 3
$6,500131,665 mi

Comparison: 3 similar vehicles

Wichita Falls, TX

2012 Nissan Maxima S

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

2012 Nissan Maxima S

Denton, TX

UnscoredLimited · 7
$6,995108,467 mi

Comparison: 7 similar vehicles

Denton, TX

2012 Ford Fusion SE

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

2012 Ford Fusion SE

Denton, TX

UnscoredLimited · 18
$6,995170,000 mi

Comparison: 18 similar vehicles

Denton, TX

2010 Hyundai Elantra Blue

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

2010 Hyundai Elantra Blue

Denton, TX

UnscoredInsufficient · 0
$6,995Mileage not verified

Denton, TX

2009 Hyundai Sonata GLS

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

2009 Hyundai Sonata GLS

Denton, TX

UnscoredInsufficient · 3
$6,995131,000 mi

Comparison: 3 similar vehicles

Denton, TX

2008 Lexus LS Base

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

2008 Lexus LS Base

Denton, TX

UnscoredLimited · 6
$6,995170,848 mi

Comparison: 6 similar vehicles

Denton, TX

2007 Honda Accord VP

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

2007 Honda Accord VP

Denton, TX

UnscoredInsufficient · 0
$6,995184,000 mi

Denton, TX

2007 Honda Accord SE

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

2007 Honda Accord SE

Denton, TX

UnscoredInsufficient · 3
$6,995290,000 mi

Comparison: 3 similar vehicles

Denton, TX

2018 Hyundai Elantra SE

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

2018 Hyundai Elantra SE

Justin, TX

UnscoredInsufficient · 4
$7,250135,200 mi

Comparison: 4 similar vehicles

Justin, TX

2017 Hyundai Accent SE

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

2017 Hyundai Accent SE

Haslet, TX

UnscoredInsufficient · 4
$7,50074,025 mi

Comparison: 4 similar vehicles

Haslet, TX

2015 Ford Focus SE

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

2015 Ford Focus SE

Wichita Falls, TX

Fair PriceModerate · 32
$7,500104,039 mi

Market: $2,500 – $11,495

Comparison: 32 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 12 days listed (based on current market benchmarks)

Wichita Falls, TX

2015 Kia Forte LX

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

2015 Kia Forte LX

Wichita Falls, TX

UnscoredModerate · 24
$7,500244,628 mi

Comparison: 24 similar vehicles

Wichita Falls, TX

2012 Toyota Camry LE

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

2012 Toyota Camry LE

Wichita Falls, TX

UnscoredLimited · 16
$7,500261,000 mi

Comparison: 16 similar vehicles

Wichita Falls, TX

2009 Kia Optima LX

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

2009 Kia Optima LX

Denton, TX

UnscoredLimited · 6
$7,500108,000 mi

Comparison: 6 similar vehicles

Denton, TX

2012 Kia Forte EX

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

2012 Kia Forte EX

Denton, TX

UnscoredInsufficient · 0
$7,750184,000 mi

Denton, TX

2016 Nissan Altima S

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

2016 Nissan Altima S

Wichita Falls, TX

UnscoredModerate · 25
$7,900126,000 mi

Comparison: 25 similar vehicles

Wichita Falls, TX

2013 Hyundai Sonata Limited

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

2013 Hyundai Sonata Limited

Denton, TX

UnscoredModerate · 21
$7,995236,000 mi

Comparison: 21 similar vehicles

Denton, TX

2012 Ford Fusion SEL

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

2012 Ford Fusion SEL

Denton, TX

UnscoredLimited · 10
$7,995131,000 mi

Comparison: 10 similar vehicles

Denton, TX

2012 Nissan Versa SV

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

2012 Nissan Versa SV

Gainesville, TX

UnscoredInsufficient · 3
$7,995125,703 mi

Comparison: 3 similar vehicles

Gainesville, TX

2011 Ford Fusion SE

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

2011 Ford Fusion SE

Denton, TX

UnscoredLimited · 11
$7,995191,000 mi

Comparison: 11 similar vehicles

Denton, TX

2008 Toyota Camry Base

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

2008 Toyota Camry Base

Denton, TX

UnscoredInsufficient · 0
$7,995210,000 mi

Denton, TX

2007 Acura TL Type-S

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

2007 Acura TL Type-S

Denton, TX

UnscoredInsufficient · 0
$7,995138,729 mi

Denton, TX

2017 Ford Fusion SE

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

2017 Ford Fusion SE

Weatherford, TX

Fair PriceLimited · 17
$8,22488,300 mi

Market: $6,950 – $16,950

Comparison: 17 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 21 days listed (based on current market benchmarks)

Weatherford, TX

2017 Honda Accord Sport

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

2017 Honda Accord Sport

Krum, TX

UnscoredLimited · 5
$8,499162,737 mi

Comparison: 5 similar vehicles

Krum, TX

2008 Lexus IS 250

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

2008 Lexus IS 250

Gainesville, TX

Fair PriceModerate · 21
$8,500108,565 mi

Market: $4,888 – $18,995

Comparison: 21 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 225 days listed (based on current market benchmarks)

Gainesville, TX

2018 Hyundai Sonata SEL

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

2018 Hyundai Sonata SEL

Weatherford, TX

UnscoredLimited · 6
$8,72589,542 mi

Comparison: 6 similar vehicles

Weatherford, TX

2020 Kia Optima LX

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

2020 Kia Optima LX

Denton, TX

UnscoredLimited · 14
$8,825157,000 mi

Comparison: 14 similar vehicles

Denton, TX

2013 Nissan Altima Sedan SV

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

2013 Nissan Altima Sedan SV

Gainesville, TX

OverpricedLimited · 11
$8,995177,190 mi

Market: $4,650 – $6,999

Comparison: 11 similar vehicles

Priced ~29% above the typical market range for similar vehicles (based on current market benchmarks)

Gainesville, TX

2008 BMW 3 Series 335i

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

2008 BMW 3 Series 335i

Denton, TX

UnscoredInsufficient · 4
$8,99574,982 mi

Comparison: 4 similar vehicles

Denton, TX

2017 Volkswagen Jetta SE

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

2017 Volkswagen Jetta SE

Haslet, TX

UnscoredInsufficient · 3
$9,20082,721 mi

Comparison: 3 similar vehicles

Haslet, TX

2013 Mercedes-Benz E-Class E350 Luxury

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

2013 Mercedes-Benz E-Class E350 Luxury

Justin, TX

UnscoredLimited · 8
$9,200132,000 mi

Comparison: 8 similar vehicles

Justin, TX

2018 Chevrolet Impala 1FL

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

2018 Chevrolet Impala 1FL

Weatherford, TX

UnscoredInsufficient · 0
$9,224138,494 mi

Weatherford, TX

2014 BMW 7 Series 740Li

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

2014 BMW 7 Series 740Li

Denton, TX

UnscoredInsufficient · 0
$9,70095,339 mi

Denton, TX

2019 Chevrolet Malibu 1LT

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

2019 Chevrolet Malibu 1LT

Weatherford, TX

UnscoredLimited · 18
$9,725134,328 mi

Comparison: 18 similar vehicles

Weatherford, TX

2020 Nissan Altima S

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

2020 Nissan Altima S

Denton, TX

UnscoredLimited · 15
$9,900122,313 mi

Comparison: 15 similar vehicles

Denton, TX

2019 Nissan Sentra SV

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

2019 Nissan Sentra SV

Denton, TX

UnscoredLimited · 8
$9,900120,430 mi

Comparison: 8 similar vehicles

Denton, 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. Paid RetailVision™ subscribers unlock deeper analytics: per-listing comparable counts, market context drill-downs, inventory health, pricing recommendations, competitive benchmarking, alerts, and exports.
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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