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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 19, 2026

6M+

Unique vehicles analyzed

as of October 18, 2026

57,000+

US dealerships

Daily

Data pipeline

Comparable

Market-evidence analysis

3.3M new·2.8M used·Listings processed daily

Or explore the market

13,547 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 Jeep Commander Limited

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

2006 Jeep Commander Limited

Cedar Rapids, IA

UnscoredInsufficient · 4
$1,695193,741 mi

Comparison: 4 similar vehicles

Cedar Rapids, IA

2006 Ford Taurus SEL

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

2006 Ford Taurus SEL

Cedar Falls, IA

UnscoredInsufficient · 0
$1,865171,000 mi

Cedar Falls, IA

2008 Pontiac G5 Base

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

2008 Pontiac G5 Base

Cedar Falls, IA

UnscoredInsufficient · 0
$1,885185,176 mi

Cedar Falls, IA

2014 Ford Focus SE

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

2014 Ford Focus SE

Waterloo, IA

UnscoredRobust · 77
$1,900217,833 mi

Comparison: 77 similar vehicles

Waterloo, IA

2002 Chevrolet Silverado 1500 LS

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

2002 Chevrolet Silverado 1500 LS

Marion, IA

UnscoredModerate · 20
$1,995346,370 mi

Comparison: 20 similar vehicles

Marion, 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

2002 Chevrolet Silverado 1500 LS

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

2002 Chevrolet Silverado 1500 LS

Cedar Falls, IA

UnscoredLimited · 13
$2,280270,739 mi

Comparison: 13 similar vehicles

Cedar Falls, IA

No Photo

2006 Pontiac Torrent Base

Manchester, IA

UnscoredInsufficient · 3
$2,350242,010 mi

Comparison: 3 similar vehicles

Manchester, IA

2005 Buick Rendezvous CX

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

2005 Buick Rendezvous CX

Manchester, IA

UnscoredInsufficient · 0
$2,350164,855 mi

Manchester, IA

No Photo

2005 Toyota Sienna XLE

Manchester, IA

UnscoredInsufficient · 0
$2,350315,820 mi

Manchester, 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

2008 Jeep Grand Cherokee Laredo

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

2008 Jeep Grand Cherokee Laredo

Marion, IA

UnscoredLimited · 7
$2,495205,708 mi

Comparison: 7 similar vehicles

Marion, IA

No Photo

2015 Chevrolet Cruze 1LT

Waterloo, IA

UnscoredModerate · 49
$2,500181,000 mi

Comparison: 49 similar vehicles

Waterloo, IA

No Photo

2007 Ford Taurus SEL

Cedar Rapids, IA

UnscoredInsufficient · 0
$2,50088,024 mi

Cedar Rapids, IA

2007 Dodge Charger Base

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

2007 Dodge Charger Base

Waterloo, IA

UnscoredInsufficient · 0
$2,500157,367 mi

Waterloo, IA

No Photo

2003 Dodge Neon SXT

Manchester, IA

UnscoredInsufficient · 0
$2,550102,334 mi

Manchester, IA

2012 Chevrolet Cruze 1LT

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

2012 Chevrolet Cruze 1LT

Waterloo, IA

UnscoredModerate · 27
$2,600201,251 mi

Comparison: 27 similar vehicles

Waterloo, IA

2013 Dodge Dart Rallye

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

2013 Dodge Dart Rallye

Cedar Falls, IA

UnscoredInsufficient · 0
$2,605135,492 mi

Cedar Falls, IA

1998 Ford F-150 XLT

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

1998 Ford F-150 XLT

Waterloo, IA

UnscoredInsufficient · 0
$2,628239,991 mi

Waterloo, IA

2015 Dodge Grand Caravan SE

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

2015 Dodge Grand Caravan SE

Blairstown, IA

UnscoredLimited · 11
$2,674281,856 mi

Comparison: 11 similar vehicles

Blairstown, IA

2010 Hyundai Sonata GLS

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

2010 Hyundai Sonata GLS

Cedar Falls, IA

UnscoredInsufficient · 3
$2,680209,334 mi

Comparison: 3 similar vehicles

Cedar Falls, IA

2008 Nissan Altima S

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

2008 Nissan Altima S

Waterloo, IA

UnscoredLimited · 5
$2,700191,246 mi

Comparison: 5 similar vehicles

Waterloo, 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 · 31
$2,750180,772 mi

Comparison: 31 similar vehicles

Waterloo, IA

2006 Kia Sedona LX

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

2006 Kia Sedona LX

Waterloo, IA

UnscoredInsufficient · 0
$2,754228,062 mi

Waterloo, IA

2008 Chevrolet Impala LT

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

2008 Chevrolet Impala LT

Iowa City, IA

UnscoredLimited · 10
$2,760255,350 mi

Comparison: 10 similar vehicles

Iowa City, IA

2008 Ford Explorer Sport Trac XLT

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

2008 Ford Explorer Sport Trac XLT

Cedar Falls, IA

UnscoredInsufficient · 0
$2,770237,165 mi

Cedar Falls, 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

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

Waterloo, IA

UnscoredInsufficient · 0
$2,80087,233 mi

Waterloo, IA

No Photo

2015 Chevrolet Malibu 1LT

Manchester, IA

UnscoredRobust · 54
$2,850217,000 mi

Comparison: 54 similar vehicles

Manchester, IA

No Photo

2013 Chevrolet Equinox 2LT

Manchester, IA

UnscoredModerate · 45
$2,850183,728 mi

Comparison: 45 similar vehicles

Manchester, IA

No Photo

2010 Chrysler Town & Country Touring

Manchester, IA

UnscoredModerate · 30
$2,850209,259 mi

Comparison: 30 similar vehicles

Manchester, IA

2009 Ford Edge Limited

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

2009 Ford Edge Limited

Manchester, IA

UnscoredLimited · 6
$2,850210,568 mi

Comparison: 6 similar vehicles

Manchester, IA

No Photo

2008 Audi A4 Base

Manchester, IA

UnscoredInsufficient · 4
$2,850188,541 mi

Comparison: 4 similar vehicles

Manchester, IA

2007 Chevrolet Suburban

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

2007 Chevrolet Suburban

Manchester, IA

UnscoredInsufficient · 0
$2,850251,941 mi

Manchester, IA

No Photo

2004 Chevrolet Blazer LS

Manchester, IA

UnscoredInsufficient · 0
$2,850181,968 mi

Manchester, IA

2010 Chrysler Town & Country Limited

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

2010 Chrysler Town & Country Limited

Cedar Falls, IA

UnscoredInsufficient · 0
$2,885166,668 mi

Cedar Falls, 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

2008 Subaru Outback Base

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

2008 Subaru Outback Base

Cedar Falls, IA

Salvage title
$2,900194,010 mi

Cedar Falls, IA

2011 Volkswagen Jetta S

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

2011 Volkswagen Jetta S

Cedar Falls, IA

UnscoredInsufficient · 4
$2,930208,264 mi

Comparison: 4 similar vehicles

Cedar Falls, IA

2006 Chrysler Town & Country Limited

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

2006 Chrysler Town & Country Limited

Waterloo, IA

UnscoredInsufficient · 0
$2,987137,302 mi

Waterloo, IA

2011 Chevrolet Impala 1FL

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

2011 Chevrolet Impala 1FL

Vinton, IA

UnscoredInsufficient · 0
$2,990210,141 mi

Vinton, IA

2008 Pontiac G6 1SV

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

2008 Pontiac G6 1SV

Vinton, IA

UnscoredInsufficient · 0
$2,990253,026 mi

Vinton, IA

2004 Cadillac DeVille Base

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

2004 Cadillac DeVille Base

Vinton, IA

UnscoredInsufficient · 0
$2,990172,992 mi

Vinton, IA

2010 Ford Escape XLT

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

2010 Ford Escape XLT

Marion, IA

UnscoredModerate · 28
$2,995183,948 mi

Comparison: 28 similar vehicles

Marion, IA

2010 Chevrolet HHR LT

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

2010 Chevrolet HHR LT

Marion, IA

UnscoredLimited · 6
$2,995203,390 mi

Comparison: 6 similar vehicles

Marion, 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

2008 Volkswagen Jetta SE

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

2008 Volkswagen Jetta SE

Marion, IA

UnscoredInsufficient · 0
$2,995250,961 mi

Marion, 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 manage their profile, 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, exports, and enhanced merchandising.
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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