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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

5,709 listings found

2003 Ford Expedition Eddie Bauer

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

2003 Ford Expedition Eddie Bauer

Cedar Rapids, IA

UnscoredInsufficient · 0
$1,500Mileage not verified

Cedar Rapids, 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

UnscoredModerate · 21
$1,950263,574 mi

Comparison: 21 similar vehicles

Hubbard, IA

2004 Saturn VUE Base

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

2004 Saturn VUE Base

Charles City, IA

UnscoredInsufficient · 0
$1,995149,004 mi

Charles City, IA

2004 Ford Expedition Eddie Bauer

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

2004 Ford Expedition Eddie Bauer

Cedar Falls, IA

UnscoredInsufficient · 0
$2,000299,610 mi

Cedar Falls, IA

2004 Jeep Liberty Sport

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

2004 Jeep Liberty Sport

Cedar Falls, IA

UnscoredInsufficient · 0
$2,355240,003 mi

Cedar Falls, IA

2007 Hyundai Santa Fe Limited

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

2007 Hyundai Santa Fe Limited

Waterloo, IA

UnscoredInsufficient · 0
$2,365213,107 mi

Waterloo, IA

2005 Ford Expedition XLT

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

2005 Ford Expedition XLT

Cedar Rapids, IA

UnscoredInsufficient · 0
$2,450192,331 mi

Cedar Rapids, IA

2011 Ford Escape XLT

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

2011 Ford Escape XLT

Waterloo, IA

UnscoredModerate · 34
$2,750180,772 mi

Comparison: 34 similar vehicles

Waterloo, IA

2011 GMC Yukon XL SLT

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

2011 GMC Yukon XL SLT

Waterloo, IA

UnscoredInsufficient · 0
$2,780228,435 mi

Waterloo, IA

2011 GMC Acadia SLT1

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

2011 GMC Acadia SLT1

Waterloo, IA

UnscoredInsufficient · 4
$2,898190,467 mi

Comparison: 4 similar vehicles

Waterloo, IA

2010 Nissan Murano SL

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

2010 Nissan Murano SL

Waterloo, IA

UnscoredInsufficient · 0
$2,900190,981 mi

Waterloo, 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

UnscoredLimited · 7
$2,950216,241 mi

Comparison: 7 similar vehicles

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

2009 Nissan Rogue S

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

2009 Nissan Rogue S

Marion, IA

UnscoredInsufficient · 4
$2,995192,503 mi

Comparison: 4 similar vehicles

Marion, IA

2012 Chevrolet Traverse LTZ

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

2012 Chevrolet Traverse LTZ

Waterloo, IA

UnscoredInsufficient · 4
$2,999235,692 mi

Comparison: 4 similar vehicles

Waterloo, IA

2007 Toyota Highlander Sport

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

2007 Toyota Highlander Sport

Cedar Falls, IA

UnscoredLimited · 8
$3,055232,200 mi

Comparison: 8 similar vehicles

Cedar Falls, IA

2018 Ford Escape SE

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

2018 Ford Escape SE

Waterloo, IA

UnscoredRobust · 115
$3,062212,597 mi

Comparison: 115 similar vehicles

Waterloo, IA

2014 Chevrolet Suburban LT

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

2014 Chevrolet Suburban LT

Hudson, IA

UnscoredLimited · 11
$3,175269,398 mi

Comparison: 11 similar vehicles

Hudson, IA

2013 Ford Expedition XLT

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

2013 Ford Expedition XLT

Hudson, IA

UnscoredInsufficient · 3
$3,175301,146 mi

Comparison: 3 similar vehicles

Hudson, IA

2011 Ford Explorer Limited

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

2011 Ford Explorer Limited

Cedar Falls, IA

UnscoredLimited · 9
$3,179226,595 mi

Comparison: 9 similar vehicles

Cedar Falls, IA

2003 Honda Pilot EX

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

2003 Honda Pilot EX

Cedar Falls, IA

UnscoredInsufficient · 4
$3,380149,550 mi

Comparison: 4 similar vehicles

Cedar Falls, IA

2006 Chevrolet TrailBlazer LS

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

2006 Chevrolet TrailBlazer LS

Marion, IA

UnscoredLimited · 17
$3,495253,211 mi

Comparison: 17 similar vehicles

Marion, IA

2006 Buick Rendezvous CX

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

2006 Buick Rendezvous CX

Marion, IA

UnscoredInsufficient · 3
$3,495175,486 mi

Comparison: 3 similar vehicles

Marion, IA

2008 GMC Acadia SLT1

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

2008 GMC Acadia SLT1

Iowa Falls, IA

UnscoredInsufficient · 3
$3,500242,123 mi

Comparison: 3 similar vehicles

Iowa Falls, IA

2012 Chevrolet Traverse 2LT

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

2012 Chevrolet Traverse 2LT

Cedar Falls, IA

UnscoredLimited · 9
$3,542169,850 mi

Comparison: 9 similar vehicles

Cedar Falls, IA

2002 Chevrolet Suburban LS

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

2002 Chevrolet Suburban LS

Charles City, IA

UnscoredInsufficient · 0
$3,595211,534 mi

Charles City, IA

2017 Ford Explorer Base

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

2017 Ford Explorer Base

Waterloo, IA

UnscoredLimited · 7
$3,679194,274 mi

Comparison: 7 similar vehicles

Waterloo, IA

2006 Hummer H3 Base

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

2006 Hummer H3 Base

Cedar Falls, IA

UnscoredInsufficient · 4
$3,680156,357 mi

Comparison: 4 similar vehicles

Cedar Falls, IA

2006 Jeep Liberty Sport

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

2006 Jeep Liberty Sport

Marion, IA

UnscoredLimited · 8
$3,795132,214 mi

Comparison: 8 similar vehicles

Marion, IA

2008 Ford Expedition XLT

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

2008 Ford Expedition XLT

Waterloo, IA

UnscoredInsufficient · 0
$3,832234,042 mi

Waterloo, IA

2010 Honda Pilot EX

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

2010 Honda Pilot EX

Cedar Rapids, IA

UnscoredInsufficient · 4
$3,845209,403 mi

Comparison: 4 similar vehicles

Cedar Rapids, IA

2013 Chevrolet Equinox LS

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

2013 Chevrolet Equinox LS

Waterloo, IA

UnscoredLimited · 17
$3,899182,004 mi

Comparison: 17 similar vehicles

Waterloo, 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

UnscoredLimited · 10
$3,950188,495 mi

Comparison: 10 similar vehicles

Hubbard, IA

2008 Saturn VUE XE

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

2008 Saturn VUE XE

Charles City, IA

UnscoredInsufficient · 4
$3,995157,984 mi

Comparison: 4 similar vehicles

Charles City, IA

2011 GMC Terrain SLT-2

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

2011 GMC Terrain SLT-2

Cedar Falls, IA

UnscoredInsufficient · 0
$4,080141,133 mi

Cedar Falls, IA

2012 GMC Terrain SLE-1

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

2012 GMC Terrain SLE-1

Belle Plaine, IA

UnscoredLimited · 8
$4,095186,526 mi

Comparison: 8 similar vehicles

Belle Plaine, IA

2015 Chevrolet Traverse 2LT

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

2015 Chevrolet Traverse 2LT

Cedar Falls, IA

UnscoredLimited · 7
$4,200156,667 mi

Comparison: 7 similar vehicles

Cedar Falls, IA

2014 Buick Enclave Leather

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

2014 Buick Enclave Leather

Cedar Falls, IA

UnscoredLimited · 9
$4,213255,027 mi

Comparison: 9 similar vehicles

Cedar Falls, 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

UnscoredLimited · 5
$4,250206,187 mi

Comparison: 5 similar vehicles

Hubbard, IA

2014 Ford Escape Titanium

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

2014 Ford Escape Titanium

Waterloo, IA

UnscoredModerate · 47
$4,255204,029 mi

Comparison: 47 similar vehicles

Waterloo, IA

2012 Jeep Grand Cherokee Laredo

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

2012 Jeep Grand Cherokee Laredo

Belle Plaine, IA

UnscoredModerate · 29
$4,295214,730 mi

Comparison: 29 similar vehicles

Belle Plaine, IA

2015 Ford Escape SE

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

2015 Ford Escape SE

Belle Plaine, IA

UnscoredLimited · 7
$4,495117,400 mi

Comparison: 7 similar vehicles

Belle Plaine, IA

2016 Chevrolet Traverse 1LT

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

2016 Chevrolet Traverse 1LT

Cedar Falls, IA

UnscoredModerate · 29
$4,700170,793 mi

Comparison: 29 similar vehicles

Cedar Falls, IA

2015 Chevrolet Traverse 2LT

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

2015 Chevrolet Traverse 2LT

Cedar Falls, IA

UnscoredLimited · 7
$4,740211,082 mi

Comparison: 7 similar vehicles

Cedar Falls, IA

2015 Chevrolet Trax LTZ

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

2015 Chevrolet Trax LTZ

Hiawatha, IA

UnscoredLimited · 13
$4,800190,164 mi

Comparison: 13 similar vehicles

Hiawatha, IA

2013 Chevrolet Traverse 1LT

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

2013 Chevrolet Traverse 1LT

Waterloo, IA

UnscoredLimited · 9
$4,830149,998 mi

Comparison: 9 similar vehicles

Waterloo, IA

2013 Chevrolet Equinox LS

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

2013 Chevrolet Equinox LS

Cedar Rapids, IA

UnscoredModerate · 20
$4,845134,906 mi

Comparison: 20 similar vehicles

Cedar Rapids, IA

2012 Ford Edge SE

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

2012 Ford Edge SE

Cedar Rapids, IA

UnscoredInsufficient · 3
$4,845179,384 mi

Comparison: 3 similar vehicles

Cedar Rapids, IA

2007 Cadillac Escalade ESV Base

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

2007 Cadillac Escalade ESV Base

Waterloo, IA

Salvage title
$4,900Mileage not verified

Waterloo, IA

2013 Ford Flex Limited

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

2013 Ford Flex Limited

Waterloo, IA

UnscoredLimited · 14
$4,912184,355 mi

Comparison: 14 similar vehicles

Waterloo, 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 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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