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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 20, 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

3,154 listings found

1999 Chevrolet Blazer Base

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

1999 Chevrolet Blazer Base

South Sioux City, NE

UnscoredInsufficient · 0
$2,500Mileage not verified

South Sioux City, NE

2003 Jeep Liberty LIMITED

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

2003 Jeep Liberty LIMITED

Sioux City, IA

UnscoredInsufficient · 0
$2,700262,182 mi

Sioux City, IA

2012 Jeep Compass Limited

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

2012 Jeep Compass Limited

Sioux City, IA

UnscoredInsufficient · 0
$2,800174,471 mi

Sioux City, IA

2005 Chevrolet Equinox LT

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

2005 Chevrolet Equinox LT

South Sioux City, NE

UnscoredInsufficient · 0
$2,900186,130 mi

South Sioux City, NE

2003 GMC Yukon XL SLE

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

2003 GMC Yukon XL SLE

Dakota City, NE

UnscoredInsufficient · 0
$2,900220,000 mi

Dakota City, NE

2009 Ford Expedition Eddie Bauer

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

2009 Ford Expedition Eddie Bauer

Dakota City, NE

UnscoredInsufficient · 0
$2,950249,949 mi

Dakota City, NE

2009 Mazda Tribute i Sport

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

2009 Mazda Tribute i Sport

Onawa, IA

UnscoredInsufficient · 0
$2,950213,261 mi

Onawa, IA

2008 Lincoln Navigator Luxury

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

2008 Lincoln Navigator Luxury

Sioux City, IA

UnscoredInsufficient · 0
$2,995245,222 mi

Sioux City, IA

2015 Chevrolet Traverse LTZ

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

2015 Chevrolet Traverse LTZ

Sioux City, IA

UnscoredLimited · 9
$2,999264,700 mi

Comparison: 9 similar vehicles

Sioux City, IA

2013 Ford Escape SE

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

2013 Ford Escape SE

Sioux City, IA

UnscoredInsufficient · 3
$3,200207,397 mi

Comparison: 3 similar vehicles

Sioux City, IA

2008 GMC Acadia SLT1

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

2008 GMC Acadia SLT1

Sioux City, IA

UnscoredInsufficient · 0
$3,400171,377 mi

Sioux City, IA

2012 Volkswagen Tiguan SEL

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

2012 Volkswagen Tiguan SEL

Sioux City, IA

UnscoredInsufficient · 0
$3,499185,292 mi

Sioux City, IA

2013 Dodge Durango Crew

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

2013 Dodge Durango Crew

Dakota City, NE

UnscoredInsufficient · 4
$3,500206,000 mi

Comparison: 4 similar vehicles

Dakota City, NE

2013 Chevrolet Equinox 1LT

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

2013 Chevrolet Equinox 1LT

South Sioux City, NE

UnscoredInsufficient · 3
$3,500187,108 mi

Comparison: 3 similar vehicles

South Sioux City, NE

2012 Nissan Rogue SV

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

2012 Nissan Rogue SV

Sioux City, IA

UnscoredInsufficient · 3
$3,500228,857 mi

Comparison: 3 similar vehicles

Sioux City, IA

2009 Ford Edge Limited

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

2009 Ford Edge Limited

Sioux City, IA

UnscoredInsufficient · 4
$3,750198,607 mi

Comparison: 4 similar vehicles

Sioux City, IA

2012 Chevrolet Captiva Sport LT

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

2012 Chevrolet Captiva Sport LT

Sioux City, IA

UnscoredInsufficient · 4
$3,800202,393 mi

Comparison: 4 similar vehicles

Sioux City, IA

2015 Mitsubishi Outlander Sport ES

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

2015 Mitsubishi Outlander Sport ES

Sioux City, IA

UnscoredInsufficient · 3
$3,899234,222 mi

Comparison: 3 similar vehicles

Sioux City, IA

2015 Chevrolet Traverse 2LT

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

2015 Chevrolet Traverse 2LT

Sioux City, IA

UnscoredLimited · 16
$3,900212,421 mi

Comparison: 16 similar vehicles

Sioux City, IA

2012 Ford Explorer XLT

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

2012 Ford Explorer XLT

Dakota City, NE

UnscoredInsufficient · 3
$3,900227,000 mi

Comparison: 3 similar vehicles

Dakota City, NE

2012 Nissan Rogue S

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

2012 Nissan Rogue S

South Sioux City, NE

UnscoredLimited · 5
$3,900201,371 mi

Comparison: 5 similar vehicles

South Sioux City, NE

2010 Chevrolet Traverse LTZ

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

2010 Chevrolet Traverse LTZ

South Sioux City, NE

UnscoredInsufficient · 0
$3,900187,818 mi

South Sioux City, NE

2009 GMC Acadia SLT1

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

2009 GMC Acadia SLT1

Dakota City, NE

UnscoredInsufficient · 0
$3,900185,000 mi

Dakota City, NE

2009 Dodge Journey SXT

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

2009 Dodge Journey SXT

South Sioux City, NE

UnscoredInsufficient · 0
$3,900167,000 mi

South Sioux City, NE

2008 Buick Enclave CXL

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

2008 Buick Enclave CXL

Dakota City, NE

UnscoredLimited · 9
$3,900190,000 mi

Comparison: 9 similar vehicles

Dakota City, NE

2007 Chevrolet Equinox LT

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

2007 Chevrolet Equinox LT

Sioux City, IA

UnscoredInsufficient · 0
$3,900163,607 mi

Sioux City, IA

2007 Volvo XC90 3.2

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

2007 Volvo XC90 3.2

Sioux City, IA

UnscoredInsufficient · 0
$3,900172,837 mi

Sioux City, IA

2013 Ford Edge SEL

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

2013 Ford Edge SEL

Sioux City, IA

UnscoredLimited · 5
$3,950219,295 mi

Comparison: 5 similar vehicles

Sioux City, IA

2009 Dodge Journey SE

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

2009 Dodge Journey SE

Onawa, IA

UnscoredInsufficient · 0
$3,950106,973 mi

Onawa, IA

2006 Jeep Commander Limited

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

2006 Jeep Commander Limited

Dakota City, NE

UnscoredInsufficient · 0
$3,950188,996 mi

Dakota City, NE

2005 Honda CR-V EX

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

2005 Honda CR-V EX

Sioux City, IA

UnscoredInsufficient · 0
$3,950203,007 mi

Sioux City, IA

2004 Chevrolet Suburban LS

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

2004 Chevrolet Suburban LS

Onawa, IA

UnscoredLimited · 5
$3,950273,060 mi

Comparison: 5 similar vehicles

Onawa, IA

2013 Volkswagen Tiguan SE

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

2013 Volkswagen Tiguan SE

Beresford, SD

UnscoredInsufficient · 0
$3,998198,452 mi

Beresford, SD

2014 GMC Terrain SLE-1

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

2014 GMC Terrain SLE-1

Sioux City, IA

UnscoredLimited · 5
$3,999175,491 mi

Comparison: 5 similar vehicles

Sioux City, IA

2006 Toyota Highlander Limited

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

2006 Toyota Highlander Limited

South Sioux City, NE

UnscoredInsufficient · 0
$3,999189,391 mi

South Sioux City, NE

2010 Mercury Mariner Base

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

2010 Mercury Mariner Base

Sioux City, IA

UnscoredInsufficient · 0
$4,174127,998 mi

Sioux City, IA

2011 Ford Escape Limited

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

2011 Ford Escape Limited

Sioux City, IA

UnscoredLimited · 10
$4,200153,116 mi

Comparison: 10 similar vehicles

Sioux City, IA

2008 Ford Escape XLT

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

2008 Ford Escape XLT

South Sioux City, NE

UnscoredLimited · 7
$4,200139,628 mi

Comparison: 7 similar vehicles

South Sioux City, NE

2011 Ford Edge SEL

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

2011 Ford Edge SEL

Dakota City, NE

UnscoredLimited · 10
$4,250194,817 mi

Comparison: 10 similar vehicles

Dakota City, NE

2008 Mercedes-Benz M-Class ML320

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

2008 Mercedes-Benz M-Class ML320

Sioux City, IA

UnscoredInsufficient · 0
$4,300180,000 mi

Sioux City, IA

2011 Ford Escape Limited

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

2011 Ford Escape Limited

Sioux City, IA

UnscoredLimited · 10
$4,350177,274 mi

Comparison: 10 similar vehicles

Sioux City, IA

2012 Ford Edge SE

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

2012 Ford Edge SE

Onawa, IA

UnscoredInsufficient · 3
$4,450230,958 mi

Comparison: 3 similar vehicles

Onawa, IA

2003 Chevrolet TrailBlazer LT

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

2003 Chevrolet TrailBlazer LT

South Sioux City, NE

UnscoredLimited · 6
$4,450172,457 mi

Comparison: 6 similar vehicles

South Sioux City, NE

2008 Buick Enclave CXL

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

2008 Buick Enclave CXL

Sioux City, IA

UnscoredLimited · 9
$4,495167,000 mi

Comparison: 9 similar vehicles

Sioux City, IA

2010 Ford Edge Limited

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

2010 Ford Edge Limited

Sioux City, IA

UnscoredLimited · 12
$4,499178,373 mi

Comparison: 12 similar vehicles

Sioux City, IA

2013 Chevrolet Equinox 1LT

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

2013 Chevrolet Equinox 1LT

South Sioux City, NE

UnscoredInsufficient · 3
$4,500151,133 mi

Comparison: 3 similar vehicles

South Sioux City, NE

2011 Lincoln MKX Base

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

2011 Lincoln MKX Base

Sioux City, IA

UnscoredLimited · 8
$4,500205,499 mi

Comparison: 8 similar vehicles

Sioux City, IA

2010 Chevrolet Traverse LTZ

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

2010 Chevrolet Traverse LTZ

Sioux City, IA

UnscoredInsufficient · 0
$4,500170,297 mi

Sioux City, IA

2007 Mazda CX-7 Sport

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

2007 Mazda CX-7 Sport

Sioux City, IA

UnscoredInsufficient · 0
$4,500154,607 mi

Sioux City, IA

2007 Honda CR-V EX

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

2007 Honda CR-V EX

Onawa, IA

UnscoredLimited · 13
$4,695204,432 mi

Comparison: 13 similar vehicles

Onawa, 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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