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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

519 listings found

2002 Mercedes-Benz C-Class C240

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

2002 Mercedes-Benz C-Class C240

Dumas, TX

UnscoredInsufficient · 0
$3,500223,500 mi

Dumas, TX

2004 Lincoln Town Car Ultimate L

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

2004 Lincoln Town Car Ultimate L

Amarillo, TX

UnscoredInsufficient · 0
$4,500207,452 mi

Amarillo, TX

2013 Chevrolet Cruze 2LT

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

2013 Chevrolet Cruze 2LT

Amarillo, TX

UnscoredInsufficient · 0
$4,988162,630 mi

Amarillo, TX

2016 Volkswagen Jetta SEL

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

2016 Volkswagen Jetta SEL

Amarillo, TX

UnscoredInsufficient · 0
$4,995Mileage not verified

Amarillo, TX

2021 Chevrolet Malibu 1LT

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

2021 Chevrolet Malibu 1LT

Amarillo, TX

UnscoredInsufficient · 4
$4,999190,355 mi

Comparison: 4 similar vehicles

Amarillo, TX

2010 Audi A4 Premium

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

2010 Audi A4 Premium

Dumas, TX

UnscoredInsufficient · 0
$5,500137,213 mi

Dumas, TX

No Photo

2007 Chevrolet Impala LS

Amarillo, TX

UnscoredInsufficient · 0
$5,595124,001 mi

Amarillo, TX

2016 Hyundai Elantra SE

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

2016 Hyundai Elantra SE

Amarillo, TX

UnscoredInsufficient · 4
$5,950172,777 mi

Comparison: 4 similar vehicles

Amarillo, TX

2011 BMW 3 Series 328i

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

2011 BMW 3 Series 328i

Amarillo, TX

UnscoredInsufficient · 0
$5,975146,735 mi

Amarillo, TX

2014 Volkswagen Jetta SE

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

2014 Volkswagen Jetta SE

Amarillo, TX

UnscoredInsufficient · 0
$6,500171,000 mi

Amarillo, TX

2015 Ford Fusion SE

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

2015 Ford Fusion SE

Amarillo, TX

UnscoredInsufficient · 0
$6,560155,904 mi

Amarillo, TX

2011 Toyota Camry SE

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

2011 Toyota Camry SE

Amarillo, TX

UnscoredInsufficient · 0
$6,800164,723 mi

Amarillo, TX

No Photo

2015 Honda Accord EX-L V-6

Amarillo, TX

UnscoredInsufficient · 0
$6,995298,913 mi

Amarillo, TX

2014 Chevrolet Malibu 1LS

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

2014 Chevrolet Malibu 1LS

Amarillo, TX

UnscoredInsufficient · 0
$6,995Mileage not verified

Amarillo, TX

2011 Ford Fusion SE

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

2011 Ford Fusion SE

Amarillo, TX

UnscoredInsufficient · 0
$6,995168,113 mi

Amarillo, TX

2011 BMW 3 Series 328i

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

2011 BMW 3 Series 328i

Amarillo, TX

UnscoredInsufficient · 0
$6,995154,799 mi

Amarillo, TX

2010 Ford Focus SEL

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

2010 Ford Focus SEL

Amarillo, TX

UnscoredInsufficient · 0
$6,995164,217 mi

Amarillo, TX

2013 Nissan Versa Sedan SV

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

2013 Nissan Versa Sedan SV

Amarillo, TX

UnscoredInsufficient · 0
$6,998123,486 mi

Amarillo, TX

2004 Cadillac CTS Base

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

2004 Cadillac CTS Base

Amarillo, TX

UnscoredInsufficient · 0
$7,12589,791 mi

Amarillo, TX

2011 Nissan Sentra SR

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

2011 Nissan Sentra SR

Amarillo, TX

UnscoredInsufficient · 0
$7,250141,994 mi

Amarillo, TX

2012 Chevrolet Cruze 1FL

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

2012 Chevrolet Cruze 1FL

Amarillo, TX

UnscoredInsufficient · 0
$7,449229,330 mi

Amarillo, TX

2010 Chevrolet Malibu 1LT

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

2010 Chevrolet Malibu 1LT

Amarillo, TX

UnscoredInsufficient · 0
$7,550124,591 mi

Amarillo, TX

2016 Kia Optima EX

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

2016 Kia Optima EX

Amarillo, TX

UnscoredInsufficient · 0
$7,725114,396 mi

Amarillo, TX

2014 Nissan Sentra SV

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

2014 Nissan Sentra SV

Amarillo, TX

UnscoredInsufficient · 0
$7,85073,557 mi

Amarillo, TX

2013 Chevrolet Cruze 2LT

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

2013 Chevrolet Cruze 2LT

Amarillo, TX

UnscoredInsufficient · 0
$7,900118,694 mi

Amarillo, TX

2017 Nissan Versa Sedan SV

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

2017 Nissan Versa Sedan SV

Amarillo, TX

UnscoredInsufficient · 0
$7,993137,774 mi

Amarillo, TX

2014 Chevrolet Cruze 1LT

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

2014 Chevrolet Cruze 1LT

Amarillo, TX

UnscoredInsufficient · 0
$7,995114,957 mi

Amarillo, TX

2010 Dodge Avenger SXT

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

2010 Dodge Avenger SXT

Amarillo, TX

UnscoredInsufficient · 0
$7,995Mileage not verified

Amarillo, TX

2006 Hyundai Sonata LX

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

2006 Hyundai Sonata LX

Amarillo, TX

UnscoredInsufficient · 0
$7,995Mileage not verified

Amarillo, TX

2019 Nissan Sentra SV

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

2019 Nissan Sentra SV

Amarillo, TX

UnscoredInsufficient · 3
$8,900160,901 mi

Comparison: 3 similar vehicles

Amarillo, TX

2017 Nissan Sentra S

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

2017 Nissan Sentra S

Amarillo, TX

UnscoredInsufficient · 0
$8,90074,276 mi

Amarillo, TX

2017 Hyundai Elantra Limited

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

2017 Hyundai Elantra Limited

Amarillo, TX

UnscoredInsufficient · 3
$8,900140,810 mi

Comparison: 3 similar vehicles

Amarillo, TX

2011 Volkswagen Jetta SEL

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

2011 Volkswagen Jetta SEL

Amarillo, TX

UnscoredInsufficient · 0
$8,900138,553 mi

Amarillo, TX

2016 Hyundai Sonata Limited

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

2016 Hyundai Sonata Limited

Amarillo, TX

UnscoredInsufficient · 0
$8,946160,156 mi

Amarillo, TX

No Photo

2014 Lincoln MKS Base

Amarillo, TX

UnscoredInsufficient · 0
$8,995170,965 mi

Amarillo, TX

2009 Chevrolet Malibu 2LT

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

2009 Chevrolet Malibu 2LT

Amarillo, TX

UnscoredInsufficient · 0
$8,995151,921 mi

Amarillo, TX

2002 Mercedes-Benz S-Class S55 AMG

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

2002 Mercedes-Benz S-Class S55 AMG

Amarillo, TX

UnscoredInsufficient · 0
$8,995152,012 mi

Amarillo, TX

2019 Kia Optima LX

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

2019 Kia Optima LX

Amarillo, TX

UnscoredInsufficient · 3
$8,999118,500 mi

Comparison: 3 similar vehicles

Amarillo, TX

2019 Hyundai Elantra SE

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

2019 Hyundai Elantra SE

Amarillo, TX

UnscoredInsufficient · 4
$8,999120,585 mi

Comparison: 4 similar vehicles

Amarillo, TX

2015 Nissan Sentra SR

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

2015 Nissan Sentra SR

Amarillo, TX

UnscoredInsufficient · 0
$9,000109,517 mi

Amarillo, TX

2012 Volkswagen Passat SE

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

2012 Volkswagen Passat SE

Amarillo, TX

UnscoredInsufficient · 0
$9,000107,351 mi

Amarillo, TX

2016 Volkswagen Passat SE

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

2016 Volkswagen Passat SE

Amarillo, TX

UnscoredInsufficient · 0
$9,900129,995 mi

Amarillo, TX

2013 Kia Optima EX

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

2013 Kia Optima EX

Amarillo, TX

UnscoredInsufficient · 0
$9,900Mileage not verified

Amarillo, TX

2016 Hyundai Elantra Value Edition

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

2016 Hyundai Elantra Value Edition

Amarillo, TX

UnscoredInsufficient · 0
$9,995101,000 mi

Amarillo, TX

2015 Buick Regal Premium 1

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

2015 Buick Regal Premium 1

Amarillo, TX

UnscoredInsufficient · 0
$10,305120,507 mi

Amarillo, TX

2015 Ford Fusion Titanium

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

2015 Ford Fusion Titanium

Amarillo, TX

UnscoredInsufficient · 0
$10,500114,761 mi

Amarillo, TX

2018 Ford Fusion SE

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

2018 Ford Fusion SE

Amarillo, TX

UnscoredLimited · 9
$10,900121,461 mi

Comparison: 9 similar vehicles

Amarillo, TX

2014 Toyota Camry L

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

2014 Toyota Camry L

Amarillo, TX

UnscoredLimited · 6
$10,975154,008 mi

Comparison: 6 similar vehicles

Amarillo, TX

2018 Chevrolet Cruze LS

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

2018 Chevrolet Cruze LS

Amarillo, TX

UnscoredInsufficient · 0
$11,50036,198 mi

Amarillo, TX

2014 Volkswagen Passat SE

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

2014 Volkswagen Passat SE

Amarillo, TX

UnscoredInsufficient · 0
$11,500117,269 mi

Amarillo, 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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