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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 12, 2026

7.3M+

Vehicles tracked nationwide

6M+ searchable on oav.io

60,000+

US dealerships

Daily

Data pipeline

Comparable

Market-evidence analysis

New and used·Listings processed daily

Or explore the market

13,513 listings found

2007 Nissan Murano SL

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

2007 Nissan Murano SL

Des Moines, IA

Unscored
$1,791206,322 mi

Comparison: 24 similar vehicles

Des Moines, IA

2004 Saturn ION 3

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

2004 Saturn ION 3

Des Moines, IA

UnscoredInsufficient · 0
$1,900151,596 mi

Des Moines, IA

2007 Buick Rendezvous CX

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

2007 Buick Rendezvous CX

Des Moines, IA

UnscoredInsufficient · 0
$2,175302,952 mi

Des Moines, IA

2013 Ford Explorer Base

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

2013 Ford Explorer Base

Des Moines, IA

UnscoredInsufficient · 3
$2,372224,090 mi

Comparison: 3 similar vehicles

Des Moines, IA

2002 Toyota Camry LE V6

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

2002 Toyota Camry LE V6

Des Moines, IA

UnscoredInsufficient · 0
$2,450320,000 mi

Des Moines, IA

2007 Ford Edge SEL

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

2007 Ford Edge SEL

Des Moines, IA

UnscoredInsufficient · 3
$2,495169,160 mi

Comparison: 3 similar vehicles

Des Moines, IA

2000 Chevrolet Suburban Base

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

2000 Chevrolet Suburban Base

Des Moines, IA

UnscoredInsufficient · 3
$2,499192,000 mi

Comparison: 3 similar vehicles

Des Moines, IA

2002 Cadillac DeVille Base

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

2002 Cadillac DeVille Base

Des Moines, IA

UnscoredInsufficient · 0
$2,500169,272 mi

Des Moines, IA

2011 Ford Escape Limited

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

2011 Ford Escape Limited

Des Moines, IA

UnscoredInsufficient · 4
$2,675214,401 mi

Comparison: 4 similar vehicles

Des Moines, IA

2008 Volkswagen Jetta SE

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

2008 Volkswagen Jetta SE

Des Moines, IA

Salvage title
$2,675263,486 mi

Des Moines, IA

2001 Ford F-150 XLT

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

2001 Ford F-150 XLT

Des Moines, IA

Unscored
$2,675192,946 mi

Comparison: 10 similar vehicles

Des Moines, IA

2011 Chevrolet Impala 2FL

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

2011 Chevrolet Impala 2FL

Des Moines, IA

Unscored
$2,950245,359 mi

Comparison: 10 similar vehicles

Des Moines, IA

2006 Toyota Avalon Limited

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

2006 Toyota Avalon Limited

Des Moines, IA

UnscoredInsufficient · 0
$2,950246,810 mi

Des Moines, IA

2006 Toyota Sienna XLE Limited

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

2006 Toyota Sienna XLE Limited

Des Moines, IA

UnscoredInsufficient · 3
$2,950250,000 mi

Comparison: 3 similar vehicles

Des Moines, IA

2012 Chevrolet Traverse 1LT

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

2012 Chevrolet Traverse 1LT

Des Moines, IA

Unscored
$2,995227,887 mi

Comparison: 10 similar vehicles

Des Moines, IA

2011 Jeep Grand Cherokee Laredo

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

2011 Jeep Grand Cherokee Laredo

Des Moines, IA

Unscored
$2,995200,681 mi

Comparison: 5 similar vehicles

Des Moines, IA

2007 Hyundai Elantra SE

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

2007 Hyundai Elantra SE

Des Moines, IA

UnscoredInsufficient · 0
$2,995193,000 mi

Des Moines, IA

2006 Ford Five Hundred SEL

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

2006 Ford Five Hundred SEL

Des Moines, IA

UnscoredInsufficient · 0
$2,995141,205 mi

Des Moines, IA

2005 Saturn VUE Base

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

2005 Saturn VUE Base

Des Moines, IA

UnscoredInsufficient · 0
$2,995254,189 mi

Des Moines, IA

2013 Dodge Journey Crew

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

2013 Dodge Journey Crew

Des Moines, IA

UnscoredInsufficient · 0
$2,999226,000 mi

Des Moines, IA

2009 Hyundai Sonata GLS

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

2009 Hyundai Sonata GLS

Des Moines, IA

UnscoredInsufficient · 0
$2,999227,000 mi

Des Moines, IA

2008 Chevrolet Cobalt LT

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

2008 Chevrolet Cobalt LT

Des Moines, IA

Unscored
$2,999173,096 mi

Comparison: 9 similar vehicles

Des Moines, IA

2008 Hyundai Sonata GLS

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

2008 Hyundai Sonata GLS

Des Moines, IA

Salvage title
$2,999132,000 mi

Des Moines, IA

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

Des Moines, IA

UnscoredInsufficient · 0
$2,999201,559 mi

Des Moines, IA

2004 Lexus ES 330

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

2004 Lexus ES 330

Des Moines, IA

Salvage title
$2,999251,000 mi

Des Moines, IA

2003 Hyundai Santa Fe GLS

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

2003 Hyundai Santa Fe GLS

Des Moines, IA

Unscored
$2,999215,328 mi

Comparison: 5 similar vehicles

Des Moines, IA

2007 Honda Accord SE

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

2007 Honda Accord SE

Des Moines, IA

UnscoredInsufficient · 0
$3,175241,539 mi

Des Moines, IA

2004 Saturn L300 2

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

2004 Saturn L300 2

Des Moines, IA

UnscoredInsufficient · 0
$3,175174,418 mi

Des Moines, IA

2014 Chevrolet Cruze LS

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

2014 Chevrolet Cruze LS

Indianola, IA

Unscored
$3,250203,296 mi

Comparison: 20 similar vehicles

Indianola, IA

2011 Chevrolet Malibu 1LS

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

2011 Chevrolet Malibu 1LS

Des Moines, IA

Unscored
$3,250172,000 mi

Comparison: 7 similar vehicles

Des Moines, IA

2000 Jeep Grand Cherokee LAREDO

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

2000 Jeep Grand Cherokee LAREDO

Des Moines, IA

UnscoredInsufficient · 0
$3,250183,190 mi

Des Moines, IA

2007 Chevrolet Cobalt LS

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

2007 Chevrolet Cobalt LS

Des Moines, IA

UnscoredInsufficient · 0
$3,275214,353 mi

Des Moines, IA

2013 Chevrolet Equinox 1LT

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

2013 Chevrolet Equinox 1LT

Des Moines, IA

Unscored
$3,450181,000 mi

Comparison: 35 similar vehicles

Des Moines, IA

2007 Nissan Altima S

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

2007 Nissan Altima S

Des Moines, IA

UnscoredInsufficient · 0
$3,450192,146 mi

Des Moines, IA

2001 Chevrolet Tahoe Base

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

2001 Chevrolet Tahoe Base

Des Moines, IA

UnscoredInsufficient · 0
$3,450206,000 mi

Des Moines, IA

2005 Honda Accord EX

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

2005 Honda Accord EX

Des Moines, IA

Salvage title
$3,475182,038 mi

Des Moines, IA

2014 Jeep Patriot Latitude

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

2014 Jeep Patriot Latitude

Indianola, IA

UnscoredInsufficient · 3
$3,495131,991 mi

Comparison: 3 similar vehicles

Indianola, IA

2009 Pontiac Vibe Base

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

2009 Pontiac Vibe Base

Osceola, IA

Unscored
$3,495196,167 mi

Comparison: 5 similar vehicles

Osceola, IA

2006 Dodge Stratus SXT

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

2006 Dodge Stratus SXT

Des Moines, IA

Unscored
$3,495165,475 mi

Comparison: 6 similar vehicles

Des Moines, IA

2005 Honda Accord LX

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

2005 Honda Accord LX

Osceola, IA

UnscoredInsufficient · 0
$3,495202,088 mi

Osceola, IA

2004 Cadillac DeVille Base

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

2004 Cadillac DeVille Base

Osceola, IA

UnscoredInsufficient · 0
$3,495211,977 mi

Osceola, IA

2002 GMC Yukon XL SLE

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

2002 GMC Yukon XL SLE

Adel, IA

UnscoredInsufficient · 3
$3,495200,000 mi

Comparison: 3 similar vehicles

Adel, IA

2008 Volvo XC90 3.2

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

2008 Volvo XC90 3.2

Des Moines, IA

UnscoredInsufficient · 0
$3,499167,000 mi

Des Moines, IA

2004 Chevrolet Suburban LS

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

2004 Chevrolet Suburban LS

Des Moines, IA

Unscored
$3,499286,000 mi

Comparison: 5 similar vehicles

Des Moines, IA

2014 Hyundai Sonata GLS

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

2014 Hyundai Sonata GLS

Johnston, IA

UnscoredInsufficient · 4
$3,500192,987 mi

Comparison: 4 similar vehicles

Johnston, IA

2011 Chevrolet Malibu 1LS

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

2011 Chevrolet Malibu 1LS

Des Moines, IA

Unscored
$3,500139,732 mi

Comparison: 7 similar vehicles

Des Moines, IA

2006 Chevrolet Malibu LT

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

2006 Chevrolet Malibu LT

Des Moines, IA

UnscoredInsufficient · 3
$3,500117,536 mi

Comparison: 3 similar vehicles

Des Moines, IA

2005 Lincoln LS Ultimate

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

2005 Lincoln LS Ultimate

Indianola, IA

UnscoredInsufficient · 0
$3,500185,392 mi

Indianola, IA

2000 Ford Ranger XLT

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

2000 Ford Ranger XLT

Des Moines, IA

UnscoredInsufficient · 0
$3,500218,000 mi

Des Moines, IA

2014 Chevrolet Cruze 1LT

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

2014 Chevrolet Cruze 1LT

Des Moines, IA

UnscoredInsufficient · 4
$3,650185,660 mi

Comparison: 4 similar vehicles

Des Moines, IA

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 whose listings recently came off the market is leaving the market faster than its market baseline, and this listing has not been listed longer than the cohort’s typical time on market. A listing coming off the market is not always a sale. 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 time on market, 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 cohort of similar vehicles whose listings recently came off the market is leaving the market faster than its market baseline, the cohort meets minimum-sample and freshness requirements, and this specific listing has not been listed longer than the cohort's typical time on market. 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 recently 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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