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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 6, 2026

7.1M+

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

4,602 listings found

2003 Chevrolet Malibu Base

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

2003 Chevrolet Malibu Base

Ames, IA

UnscoredInsufficient · 0
$1,700229,000 mi

Ames, IA

2007 Chevrolet Silverado 1500

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

2007 Chevrolet Silverado 1500

Hubbard, IA

UnscoredInsufficient · 0
$1,950286,778 mi

Hubbard, IA

2006 Chevrolet TrailBlazer LS

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

2006 Chevrolet TrailBlazer LS

Hubbard, IA

Unscored
$1,950263,574 mi

Comparison: 11 similar vehicles

Hubbard, IA

2011 Buick Enclave CXL-1

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

2011 Buick Enclave CXL-1

Boone, IA

Unscored
$2,000187,376 mi

Comparison: 19 similar vehicles

Boone, IA

2006 Pontiac G6 GT

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

2006 Pontiac G6 GT

Ames, IA

UnscoredInsufficient · 0
$2,000249,000 mi

Ames, IA

2008 Ford Edge SE

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

2008 Ford Edge SE

Fort Dodge, IA

UnscoredInsufficient · 0
$2,179234,287 mi

Fort Dodge, IA

2004 Chevrolet Suburban LS

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

2004 Chevrolet Suburban LS

Algona, IA

Unscored
$2,179223,494 mi

Comparison: 6 similar vehicles

Algona, 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

Fort Dodge, IA

Unscored
$2,179157,263 mi

Comparison: 13 similar vehicles

Fort Dodge, IA

2012 Toyota Sienna XLE

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

2012 Toyota Sienna XLE

Lake City, IA

Unscored
$2,500412,175 mi

Comparison: 5 similar vehicles

Lake City, IA

2009 Ford Edge SEL

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

2009 Ford Edge SEL

Algona, IA

Unscored
$2,500158,171 mi

Comparison: 9 similar vehicles

Algona, IA

2008 Subaru Tribeca Limited

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

2008 Subaru Tribeca Limited

West Bend, IA

UnscoredInsufficient · 0
$2,500251,701 mi

West Bend, IA

2007 Ford Explorer Eddie Bauer

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

2007 Ford Explorer Eddie Bauer

Boone, IA

UnscoredInsufficient · 0
$2,500255,457 mi

Boone, IA

2007 Chevrolet Malibu Maxx LT

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

2007 Chevrolet Malibu Maxx LT

Ames, IA

UnscoredInsufficient · 0
$2,500151,000 mi

Ames, IA

1988 Chrysler Lebaron

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

1988 Chrysler Lebaron

Rockwell City, IA

UnscoredInsufficient · 0
$2,930101,252 mi

Rockwell City, IA

2012 Dodge Journey SXT

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

2012 Dodge Journey SXT

Hubbard, IA

Unscored
$2,950216,241 mi

Comparison: 6 similar vehicles

Hubbard, IA

2006 Ford Taurus SE

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

2006 Ford Taurus SE

Hubbard, IA

UnscoredInsufficient · 0
$2,950156,477 mi

Hubbard, IA

2005 Buick Rendezvous CX AWD

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

2005 Buick Rendezvous CX AWD

Hubbard, IA

UnscoredInsufficient · 0
$2,950107,126 mi

Hubbard, IA

2004 Chevrolet Silverado 1500 Work Truck

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

2004 Chevrolet Silverado 1500 Work Truck

Hubbard, IA

UnscoredInsufficient · 0
$2,950173,172 mi

Hubbard, IA

2011 Chevrolet Traverse LS

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

2011 Chevrolet Traverse LS

Boone, IA

Unscored
$3,000127,581 mi

Comparison: 5 similar vehicles

Boone, IA

2001 Ford Escape XLT

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

2001 Ford Escape XLT

Rockwell City, IA

UnscoredInsufficient · 0
$3,170192,448 mi

Rockwell City, IA

2016 Chevrolet Equinox LT

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

2016 Chevrolet Equinox LT

Algona, IA

Unscored
$3,175189,261 mi

Comparison: 83 similar vehicles

Algona, IA

2010 Ford Flex Limited

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

2010 Ford Flex Limited

Algona, IA

UnscoredInsufficient · 0
$3,175218,746 mi

Algona, IA

2005 Ford F-150 Lariat

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

2005 Ford F-150 Lariat

Fort Dodge, IA

UnscoredInsufficient · 0
$3,179222,419 mi

Fort Dodge, IA

2006 Nissan Murano SL

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

2006 Nissan Murano SL

Boone, IA

UnscoredInsufficient · 0
$3,200218,376 mi

Boone, IA

2008 Saturn Aura XE

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

2008 Saturn Aura XE

Hubbard, IA

UnscoredInsufficient · 0
$3,450185,126 mi

Hubbard, IA

2009 Jeep Patriot Limited

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

2009 Jeep Patriot Limited

Boone, IA

UnscoredInsufficient · 0
$3,500189,214 mi

Boone, IA

1997 Ford F-150 STANDARD

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

1997 Ford F-150 STANDARD

Algona, IA

UnscoredInsufficient · 0
$3,549164,435 mi

Algona, IA

2003 Jeep Grand Cherokee LAREDO

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

2003 Jeep Grand Cherokee LAREDO

Iowa Falls, IA

Salvage title
$3,800217,955 mi

Iowa Falls, IA

2005 Buick Rendezvous CX

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

2005 Buick Rendezvous CX

Sac City, IA

UnscoredInsufficient · 0
$3,900191,349 mi

Sac City, IA

2010 Mazda MAZDA6 s Touring

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

2010 Mazda MAZDA6 s Touring

Hubbard, IA

UnscoredInsufficient · 0
$3,950252,966 mi

Hubbard, IA

2007 Jeep Grand Cherokee Laredo

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

2007 Jeep Grand Cherokee Laredo

Hubbard, IA

Unscored
$3,950188,495 mi

Comparison: 10 similar vehicles

Hubbard, IA

2007 Jeep Grand Cherokee Limited

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

2007 Jeep Grand Cherokee Limited

Iowa Falls, IA

UnscoredInsufficient · 0
$3,995160,860 mi

Iowa Falls, IA

2012 Mazda MAZDA3 i Sport

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

2012 Mazda MAZDA3 i Sport

Algona, IA

UnscoredInsufficient · 3
$4,175121,436 mi

Comparison: 3 similar vehicles

Algona, IA

2012 Chevrolet Equinox LS

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

2012 Chevrolet Equinox LS

Hubbard, IA

Unscored
$4,250206,187 mi

Comparison: 5 similar vehicles

Hubbard, IA

2012 Hyundai Sonata SE

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

2012 Hyundai Sonata SE

Ames, IA

UnscoredInsufficient · 0
$4,828180,285 mi

Ames, IA

2004 Chevrolet Silverado 1500 Z71

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

2004 Chevrolet Silverado 1500 Z71

Webster City, IA

Unscored
$4,900235,249 mi

Comparison: 10 similar vehicles

Webster City, IA

2014 Chrysler Town & Country Touring-L

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

2014 Chrysler Town & Country Touring-L

Rockwell City, IA

Unscored
$4,950204,000 mi

Comparison: 8 similar vehicles

Rockwell City, IA

2012 Chevrolet Malibu 1LT

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

2012 Chevrolet Malibu 1LT

Hubbard, IA

Unscored
$4,950161,184 mi

Comparison: 30 similar vehicles

Hubbard, IA

2009 Mercedes-Benz C-Class C300 Luxury

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

2009 Mercedes-Benz C-Class C300 Luxury

Hubbard, IA

UnscoredInsufficient · 0
$4,950123,115 mi

Hubbard, IA

2007 Ford F-150 FX4

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

2007 Ford F-150 FX4

Boone, IA

UnscoredInsufficient · 0
$4,957193,082 mi

Boone, IA

2014 Kia Soul Base

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

2014 Kia Soul Base

Iowa Falls, IA

Unscored
$4,995189,164 mi

Comparison: 6 similar vehicles

Iowa Falls, IA

2010 Chevrolet Silverado 2500HD 1LT

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

2010 Chevrolet Silverado 2500HD 1LT

Carroll, IA

Unscored
$5,000370,418 mi

Comparison: 12 similar vehicles

Carroll, IA

2011 Kia Sorento LX

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

2011 Kia Sorento LX

Algona, IA

Unscored
$5,006177,938 mi

Comparison: 16 similar vehicles

Algona, IA

2011 Ford Escape Limited

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

2011 Ford Escape Limited

Fort Dodge, IA

Unscored
$5,148170,429 mi

Comparison: 13 similar vehicles

Fort Dodge, IA

2007 Cadillac Escalade Base

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

2007 Cadillac Escalade Base

Fort Dodge, IA

Unscored
$5,179167,951 mi

Comparison: 8 similar vehicles

Fort Dodge, IA

2014 Nissan Armada Platinum

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

2014 Nissan Armada Platinum

Algona, IA

UnscoredInsufficient · 4
$5,250165,015 mi

Comparison: 4 similar vehicles

Algona, IA

2007 Ford Focus ZX4 SE

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

2007 Ford Focus ZX4 SE

Boone, IA

Unscored
$5,40096,820 mi

Comparison: 5 similar vehicles

Boone, IA

2015 Ford Explorer XLT

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

2015 Ford Explorer XLT

West Bend, IA

Unscored
$5,500158,390 mi

Comparison: 58 similar vehicles

West Bend, IA

2013 Chevrolet Malibu 1LT

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

2013 Chevrolet Malibu 1LT

Nevada, IA

UnscoredInsufficient · 3
$5,500135,381 mi

Comparison: 3 similar vehicles

Nevada, IA

2014 Ford Edge SEL

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

2014 Ford Edge SEL

Fort Dodge, IA

Unscored
$5,788197,097 mi

Comparison: 29 similar vehicles

Fort Dodge, 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 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 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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