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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 31, 2026

6.1M+

Unique vehicles analyzed

as of October 31, 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

4,323 listings found

2004 Ford F-150 XL

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

2004 Ford F-150 XL

Garland, TX

UnscoredInsufficient · 4
$2,500268,949 mi

Comparison: 4 similar vehicles

Garland, TX

2005 Ford Focus ZX4 S

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

2005 Ford Focus ZX4 S

Garland, TX

UnscoredInsufficient · 0
$2,645125,909 mi

Garland, TX

2011 Chrysler Town & Country Touring

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

2011 Chrysler Town & Country Touring

Garland, TX

UnscoredInsufficient · 0
$2,900206,880 mi

Garland, TX

No Photo

2012 Nissan Rogue SV

Garland, TX

UnscoredInsufficient · 4
$2,995151,413 mi

Comparison: 4 similar vehicles

Garland, TX

2016 Nissan Versa Sedan SV

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

2016 Nissan Versa Sedan SV

Garland, TX

UnscoredInsufficient · 3
$3,00098,492 mi

Comparison: 3 similar vehicles

Garland, TX

2012 Hyundai Elantra Touring GLS

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

2012 Hyundai Elantra Touring GLS

Garland, TX

UnscoredInsufficient · 0
$3,497169,307 mi

Garland, TX

2009 Kia Rio SX

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

2009 Kia Rio SX

Garland, TX

UnscoredInsufficient · 0
$3,501141,730 mi

Garland, TX

2013 Volvo XC60 3.2 Premier

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

2013 Volvo XC60 3.2 Premier

Garland, TX

UnscoredInsufficient · 0
$3,950189,400 mi

Garland, TX

2011 Buick LaCrosse CXS

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

2011 Buick LaCrosse CXS

Garland, TX

UnscoredInsufficient · 0
$3,950203,272 mi

Garland, TX

2017 Hyundai Elantra Limited

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

2017 Hyundai Elantra Limited

Garland, TX

Unscored
$3,995163,819 mi

Comparison: 5 similar vehicles

Garland, TX

2015 Jeep Cherokee Sport

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

2015 Jeep Cherokee Sport

Garland, TX

UnscoredInsufficient · 4
$3,995154,739 mi

Comparison: 4 similar vehicles

Garland, TX

2014 FIAT 500L Trekking

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

2014 FIAT 500L Trekking

Garland, TX

Unscored
$3,995128,050 mi

Comparison: 5 similar vehicles

Garland, TX

2010 Chevrolet Express Cargo Work Van

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

2010 Chevrolet Express Cargo Work Van

Garland, TX

Unscored
$3,995252,898 mi

Comparison: 5 similar vehicles

Garland, TX

2006 Volkswagen Jetta Value Edition

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

2006 Volkswagen Jetta Value Edition

Garland, TX

UnscoredInsufficient · 0
$3,995226,448 mi

Garland, TX

2012 Nissan Murano SL

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

2012 Nissan Murano SL

Garland, TX

Unscored
$4,145157,765 mi

Comparison: 5 similar vehicles

Garland, TX

2010 Hyundai Santa Fe GLS

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

2010 Hyundai Santa Fe GLS

Garland, TX

Unscored
$4,145180,545 mi

Comparison: 6 similar vehicles

Garland, TX

2008 Scion tC Spec Package

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

2008 Scion tC Spec Package

Garland, TX

UnscoredInsufficient · 3
$4,288190,124 mi

Comparison: 3 similar vehicles

Garland, TX

2010 Scion xD Base

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

2010 Scion xD Base

Garland, TX

UnscoredInsufficient · 0
$4,30089,937 mi

Garland, TX

2014 Mercedes-Benz C-Class C250 Sport

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

2014 Mercedes-Benz C-Class C250 Sport

Garland, TX

Unscored
$4,345168,780 mi

Comparison: 12 similar vehicles

Garland, TX

2003 Nissan UD1200

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

2003 Nissan UD1200

Garland, TX

UnscoredInsufficient · 0
$4,495437,401 mi

Garland, TX

2007 Ford Five Hundred SEL

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

2007 Ford Five Hundred SEL

Garland, TX

UnscoredInsufficient · 0
$4,500121,695 mi

Garland, TX

2005 Honda Accord HYBRID

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

2005 Honda Accord HYBRID

Garland, TX

UnscoredInsufficient · 0
$4,588161,300 mi

Garland, TX

2009 Lexus IS 250

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

2009 Lexus IS 250

Garland, TX

UnscoredInsufficient · 4
$4,645164,757 mi

Comparison: 4 similar vehicles

Garland, TX

2008 Honda Accord EX

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

2008 Honda Accord EX

Garland, TX

UnscoredInsufficient · 3
$4,645193,667 mi

Comparison: 3 similar vehicles

Garland, TX

2008 Nissan Altima Hybrid

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

2008 Nissan Altima Hybrid

Garland, TX

UnscoredInsufficient · 0
$4,750151,496 mi

Garland, TX

2013 Ford Focus SE

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

2013 Ford Focus SE

Garland, TX

Unscored
$4,888146,950 mi

Comparison: 16 similar vehicles

Garland, TX

2017 Ford Focus SE

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

2017 Ford Focus SE

Garland, TX

Unscored
$4,90097,073 mi

Comparison: 6 similar vehicles

Garland, TX

2009 Honda Fit Base

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

2009 Honda Fit Base

Garland, TX

UnscoredInsufficient · 0
$4,900158,210 mi

Garland, TX

2008 Acura MDX Technology & Entertainment Package

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

2008 Acura MDX Technology & Entertainment Package

Garland, TX

UnscoredInsufficient · 0
$4,900212,536 mi

Garland, TX

2006 Lincoln Navigator Ultimate

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

2006 Lincoln Navigator Ultimate

Garland, TX

UnscoredInsufficient · 0
$4,900171,885 mi

Garland, TX

2015 Chrysler Town & Country Touring

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

2015 Chrysler Town & Country Touring

Garland, TX

UnscoredInsufficient · 3
$4,924181,233 mi

Comparison: 3 similar vehicles

Garland, TX

2019 Ford Fiesta SE

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

2019 Ford Fiesta SE

Garland, TX

Fair PriceLimited · 11
$4,950112,614 mi

Market: $5,300 – $8,202

Comparison: 11 similar vehicles

Fairly priced — priced near the comparable range, but not far enough below it to qualify as a Great Deal · 415 days listed (based on current market benchmarks)

Garland, TX

No Photo

2018 Jeep Cherokee Latitude

Garland, TX

Unscored
$4,995151,878 mi

Comparison: 12 similar vehicles

Garland, TX

2010 Acura ZDX Technology Package

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

2010 Acura ZDX Technology Package

Garland, TX

UnscoredInsufficient · 0
$4,995252,456 mi

Garland, TX

2014 Ford Taurus SEL

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

2014 Ford Taurus SEL

Garland, TX

Unscored
$4,999172,850 mi

Comparison: 16 similar vehicles

Garland, TX

2011 Nissan Sentra

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

2011 Nissan Sentra

Garland, TX

UnscoredInsufficient · 0
$4,999141,458 mi

Garland, TX

2009 Hyundai Accent GLS

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

2009 Hyundai Accent GLS

Garland, TX

UnscoredInsufficient · 0
$4,999124,910 mi

Garland, TX

2006 Lexus ES 330

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

2006 Lexus ES 330

Garland, TX

Unscored
$4,999190,009 mi

Comparison: 5 similar vehicles

Garland, TX

2015 Volkswagen Beetle 1.8

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

2015 Volkswagen Beetle 1.8

Garland, TX

Unscored
$5,145182,382 mi

Comparison: 6 similar vehicles

Garland, TX

2015 Buick Enclave Leather

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

2015 Buick Enclave Leather

Garland, TX

Unscored
$5,145184,183 mi

Comparison: 10 similar vehicles

Garland, TX

2011 Honda Pilot EX-L

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

2011 Honda Pilot EX-L

Garland, TX

UnscoredInsufficient · 3
$5,145177,492 mi

Comparison: 3 similar vehicles

Garland, TX

2006 Honda Ridgeline RTS

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

2006 Honda Ridgeline RTS

Garland, TX

UnscoredInsufficient · 0
$5,145151,670 mi

Garland, TX

2005 Toyota Sienna XLE

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

2005 Toyota Sienna XLE

Garland, TX

UnscoredInsufficient · 0
$5,295174,564 mi

Garland, TX

2016 Hyundai Veloster Base

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

2016 Hyundai Veloster Base

Garland, TX

Unscored
$5,299115,287 mi

Comparison: 7 similar vehicles

Garland, TX

2011 Toyota Sienna LE

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

2011 Toyota Sienna LE

Garland, TX

Unscored
$5,420228,899 mi

Comparison: 8 similar vehicles

Garland, TX

2012 Volkswagen Passat SE

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

2012 Volkswagen Passat SE

Garland, TX

Unscored
$5,450159,714 mi

Comparison: 5 similar vehicles

Garland, TX

2008 Honda Accord LX-P

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

2008 Honda Accord LX-P

Garland, TX

UnscoredInsufficient · 3
$5,488162,430 mi

Comparison: 3 similar vehicles

Garland, TX

2013 Chevrolet Tahoe LT

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

2013 Chevrolet Tahoe LT

Garland, TX

Salvage title
$5,490233,923 mi

Garland, TX

2010 Nissan Pathfinder SE

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

2010 Nissan Pathfinder SE

Garland, TX

UnscoredInsufficient · 0
$5,490191,639 mi

Garland, TX

2013 Mercedes-Benz GLK-Class GLK350

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

2013 Mercedes-Benz GLK-Class GLK350

Garland, TX

Unscored
$5,495176,601 mi

Comparison: 8 similar vehicles

Garland, 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.
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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