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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 21, 2026

6M+

Unique vehicles analyzed

as of October 20, 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

720 listings found

2012 Chevrolet Cruze 1LT

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

2012 Chevrolet Cruze 1LT

Lubbock, TX

UnscoredInsufficient · 0
$2,975211,599 mi

Lubbock, TX

2005 Honda Accord LX

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

2005 Honda Accord LX

Lubbock, TX

UnscoredInsufficient · 0
$3,950167,244 mi

Lubbock, 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

Lubbock, TX

UnscoredInsufficient · 0
$3,975189,172 mi

Lubbock, TX

2012 Chevrolet Malibu 1LS

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

2012 Chevrolet Malibu 1LS

Lubbock, TX

UnscoredInsufficient · 0
$3,988148,417 mi

Lubbock, TX

2011 Hyundai Sonata SE

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

2011 Hyundai Sonata SE

Lubbock, TX

UnscoredInsufficient · 0
$3,988214,253 mi

Lubbock, TX

2009 Chrysler 300 LX

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

2009 Chrysler 300 LX

Lubbock, TX

UnscoredInsufficient · 0
$3,995164,847 mi

Lubbock, TX

2014 Buick LaCrosse Premium 2

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

2014 Buick LaCrosse Premium 2

Lubbock, TX

UnscoredInsufficient · 0
$3,999181,377 mi

Lubbock, TX

2012 Chevrolet Sonic 2LT

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

2012 Chevrolet Sonic 2LT

Lubbock, TX

UnscoredInsufficient · 0
$4,495155,593 mi

Lubbock, TX

2012 Nissan Sentra S

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

2012 Nissan Sentra S

Lubbock, TX

UnscoredInsufficient · 0
$4,500125,000 mi

Lubbock, TX

2009 Chevrolet Malibu 2LT

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

2009 Chevrolet Malibu 2LT

Lubbock, TX

UnscoredInsufficient · 0
$4,500130,027 mi

Lubbock, TX

2013 Hyundai Elantra GLS

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

2013 Hyundai Elantra GLS

Lubbock, TX

UnscoredLimited · 6
$4,900171,278 mi

Comparison: 6 similar vehicles

Lubbock, TX

2014 Chrysler 200 LX

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

2014 Chrysler 200 LX

Lubbock, TX

UnscoredInsufficient · 0
$4,995147,218 mi

Lubbock, TX

2014 Nissan Altima S

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

2014 Nissan Altima S

Lubbock, TX

UnscoredInsufficient · 4
$4,995229,377 mi

Comparison: 4 similar vehicles

Lubbock, TX

2008 Cadillac CTS 3.6

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

2008 Cadillac CTS 3.6

Lubbock, TX

UnscoredInsufficient · 0
$4,995189,636 mi

Lubbock, TX

2005 Lincoln Town Car Signature Limited

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

2005 Lincoln Town Car Signature Limited

Lubbock, TX

UnscoredInsufficient · 0
$4,998232,200 mi

Lubbock, TX

2012 Toyota Yaris Fleet

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

2012 Toyota Yaris Fleet

Lubbock, TX

UnscoredInsufficient · 0
$5,50092,000 mi

Lubbock, TX

2018 Ford Focus SE

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

2018 Ford Focus SE

Lubbock, TX

Salvage title
$5,88177,110 mi

Lubbock, TX

2017 Ford Fusion SE

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

2017 Ford Fusion SE

Lubbock, TX

UnscoredLimited · 7
$5,922166,811 mi

Comparison: 7 similar vehicles

Lubbock, TX

2000 Jaguar S-Type V6

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

2000 Jaguar S-Type V6

Lubbock, TX

UnscoredInsufficient · 0
$5,998110,741 mi

Lubbock, TX

2010 Toyota Yaris Base

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

2010 Toyota Yaris Base

Lubbock, TX

UnscoredInsufficient · 0
$6,200180,251 mi

Lubbock, TX

2015 Nissan Versa Sedan SV

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

2015 Nissan Versa Sedan SV

Plainview, TX

UnscoredInsufficient · 0
$6,338134,937 mi

Plainview, TX

2014 Nissan Sentra SV

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

2014 Nissan Sentra SV

Plainview, TX

UnscoredInsufficient · 0
$6,619163,196 mi

Plainview, TX

2015 Cadillac ATS Standard

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

2015 Cadillac ATS Standard

Lubbock, TX

UnscoredInsufficient · 0
$6,625150,800 mi

Lubbock, TX

2014 Volkswagen Jetta S

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

2014 Volkswagen Jetta S

Lubbock, TX

UnscoredInsufficient · 0
$6,678177,561 mi

Lubbock, TX

2013 Hyundai Sonata SE

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

2013 Hyundai Sonata SE

Lubbock, TX

UnscoredInsufficient · 0
$6,950148,396 mi

Lubbock, TX

2016 Ford Fusion Titanium

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

2016 Ford Fusion Titanium

Lubbock, TX

UnscoredLimited · 6
$6,990127,953 mi

Comparison: 6 similar vehicles

Lubbock, TX

2007 Lexus ES 350

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

2007 Lexus ES 350

Lubbock, TX

UnscoredInsufficient · 0
$6,990260,365 mi

Lubbock, TX

2015 Honda Accord Sport

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

2015 Honda Accord Sport

Lubbock, TX

Salvage title
$6,995165,684 mi

Lubbock, TX

2011 Chevrolet Cruze LS

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

2011 Chevrolet Cruze LS

Lubbock, TX

UnscoredInsufficient · 0
$6,995130,270 mi

Lubbock, TX

2014 Volkswagen Jetta TDI

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

2014 Volkswagen Jetta TDI

Lubbock, TX

UnscoredInsufficient · 0
$7,217174,054 mi

Lubbock, TX

2011 Chevrolet Malibu LTZ

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

2011 Chevrolet Malibu LTZ

Lubbock, TX

UnscoredInsufficient · 0
$7,495181,897 mi

Lubbock, TX

2012 Toyota Camry SE

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

2012 Toyota Camry SE

Lubbock, TX

UnscoredInsufficient · 0
$7,498206,369 mi

Lubbock, TX

2014 Dodge Charger Police

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

2014 Dodge Charger Police

Lubbock, TX

UnscoredInsufficient · 0
$7,499126,729 mi

Lubbock, TX

2016 Kia Optima EX

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

2016 Kia Optima EX

Lubbock, TX

UnscoredInsufficient · 0
$7,500177,625 mi

Lubbock, TX

2017 Volkswagen Jetta SE

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

2017 Volkswagen Jetta SE

Lubbock, TX

UnscoredLimited · 6
$7,900120,000 mi

Comparison: 6 similar vehicles

Lubbock, TX

2016 Volvo S60 T5 Premier

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

2016 Volvo S60 T5 Premier

Lubbock, TX

UnscoredInsufficient · 0
$7,903143,941 mi

Lubbock, TX

2014 Ford Fusion SE

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

2014 Ford Fusion SE

Lubbock, TX

UnscoredLimited · 5
$7,990162,542 mi

Comparison: 5 similar vehicles

Lubbock, TX

2019 Kia Optima LX

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

2019 Kia Optima LX

Lubbock, TX

UnscoredInsufficient · 4
$7,998135,373 mi

Comparison: 4 similar vehicles

Lubbock, TX

2014 BMW 3 Series 328i

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

2014 BMW 3 Series 328i

Lubbock, TX

UnscoredInsufficient · 0
$7,998152,155 mi

Lubbock, TX

2007 Buick Lucerne CX

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

2007 Buick Lucerne CX

Lubbock, TX

UnscoredInsufficient · 0
$7,999158,667 mi

Lubbock, TX

2013 Nissan Altima Sedan S

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

2013 Nissan Altima Sedan S

Lubbock, TX

UnscoredInsufficient · 0
$8,34783,890 mi

Lubbock, TX

2013 Cadillac ATS Standard

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

2013 Cadillac ATS Standard

Lubbock, TX

UnscoredInsufficient · 0
$8,900111,778 mi

Lubbock, TX

2005 Honda Civic LX

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

2005 Honda Civic LX

Lubbock, TX

UnscoredInsufficient · 0
$8,99091,866 mi

Lubbock, TX

2016 Toyota Corolla LE

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

2016 Toyota Corolla LE

Lubbock, TX

UnscoredInsufficient · 4
$8,995166,529 mi

Comparison: 4 similar vehicles

Lubbock, TX

2012 BMW 5 Series 550i

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

2012 BMW 5 Series 550i

Lubbock, TX

UnscoredInsufficient · 0
$8,999126,666 mi

Lubbock, TX

2017 Kia Optima LX

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

2017 Kia Optima LX

Lubbock, TX

UnscoredInsufficient · 0
$9,155103,237 mi

Lubbock, TX

2017 Chrysler 300 Limited

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

2017 Chrysler 300 Limited

Lubbock, TX

UnscoredInsufficient · 0
$9,299160,900 mi

Lubbock, TX

2016 Honda Accord EX-L V-6

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

2016 Honda Accord EX-L V-6

Plainview, TX

UnscoredInsufficient · 0
$9,595196,616 mi

Plainview, TX

2014 Toyota Corolla S Plus

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

2014 Toyota Corolla S Plus

Lubbock, TX

UnscoredInsufficient · 0
$9,600165,895 mi

Lubbock, TX

2017 Volkswagen Jetta SE

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

2017 Volkswagen Jetta SE

Lubbock, TX

UnscoredInsufficient · 0
$9,725123,389 mi

Lubbock, 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 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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