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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 18, 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

12,764 listings found

2006 Buick Lucerne CX

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

2006 Buick Lucerne CX

Sioux City, IA

UnscoredInsufficient · 0
$1,600219,879 mi

Sioux 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

Sioux Falls, SD

UnscoredInsufficient · 0
$1,800249,000 mi

Sioux Falls, SD

2008 Ford Taurus SEL

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

2008 Ford Taurus SEL

Dakota City, NE

UnscoredInsufficient · 0
$1,900300,000 mi

Dakota City, NE

1999 Ford F-150 LARIAT

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

1999 Ford F-150 LARIAT

Dakota City, NE

UnscoredLimited · 7
$1,950246,342 mi

Comparison: 7 similar vehicles

Dakota City, NE

2006 Honda Pilot EX

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

2006 Honda Pilot EX

South Sioux City, NE

UnscoredInsufficient · 0
$2,150281,806 mi

South Sioux City, NE

2004 Chevrolet Silverado 1500 LT

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

2004 Chevrolet Silverado 1500 LT

Sioux City, IA

UnscoredInsufficient · 0
$2,399217,769 mi

Sioux City, IA

2004 Ford Freestar SEL

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

2004 Ford Freestar SEL

Worthington, MN

UnscoredInsufficient · 0
$2,450177,033 mi

Worthington, MN

2007 Pontiac Grand Prix GT

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

2007 Pontiac Grand Prix GT

Sioux City, IA

UnscoredInsufficient · 0
$2,499195,175 mi

Sioux City, IA

2014 Chrysler Town & Country Touring

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

2014 Chrysler Town & Country Touring

Dakota City, NE

UnscoredInsufficient · 3
$2,500240,000 mi

Comparison: 3 similar vehicles

Dakota City, NE

2007 Dodge Caliber SXT

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

2007 Dodge Caliber SXT

South Sioux City, NE

Salvage title
$2,500135,521 mi

South Sioux City, NE

2007 Honda Accord EX

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

2007 Honda Accord EX

Sioux City, IA

UnscoredModerate · 25
$2,500407,936 mi

Comparison: 25 similar vehicles

Sioux City, IA

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

1999 Lexus ES 300

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

1999 Lexus ES 300

Spencer, IA

UnscoredInsufficient · 0
$2,500160,000 mi

Spencer, IA

2010 Chevrolet Impala LS

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

2010 Chevrolet Impala LS

Sioux City, IA

UnscoredLimited · 7
$2,673197,758 mi

Comparison: 7 similar vehicles

Sioux City, IA

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 Chevrolet Impala 1FL

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

2012 Chevrolet Impala 1FL

Sioux Falls, SD

UnscoredLimited · 5
$2,750208,618 mi

Comparison: 5 similar vehicles

Sioux Falls, SD

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

2010 Chevrolet Impala LT

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

2010 Chevrolet Impala LT

Sioux Falls, SD

UnscoredLimited · 7
$2,800265,612 mi

Comparison: 7 similar vehicles

Sioux Falls, SD

2013 Hyundai Elantra GLS

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

2013 Hyundai Elantra GLS

Sioux City, IA

UnscoredLimited · 8
$2,900201,194 mi

Comparison: 8 similar vehicles

Sioux City, IA

2009 Honda Civic LX

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

2009 Honda Civic LX

Worthing, SD

UnscoredInsufficient · 3
$2,900143,000 mi

Comparison: 3 similar vehicles

Worthing, SD

2007 Chevrolet Impala LTZ

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

2007 Chevrolet Impala LTZ

Dakota City, NE

UnscoredInsufficient · 0
$2,900190,000 mi

Dakota City, NE

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

2005 Chrysler PT Cruiser LIMITED

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

2005 Chrysler PT Cruiser LIMITED

Sioux City, IA

UnscoredInsufficient · 0
$2,900161,344 mi

Sioux City, IA

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

2002 Ford F-150 Lariat

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

2002 Ford F-150 Lariat

Le Mars, IA

UnscoredInsufficient · 0
$2,900234,346 mi

Le Mars, IA

2011 Lexus ES 350

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

2011 Lexus ES 350

Sioux City, IA

UnscoredInsufficient · 0
$2,950270,337 mi

Sioux City, IA

2011 Hyundai Elantra Touring GLS

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

2011 Hyundai Elantra Touring GLS

South Sioux City, NE

Salvage title
$2,950165,501 mi

South Sioux 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 Kia Sedona LX

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

2009 Kia Sedona LX

Lawton, IA

UnscoredInsufficient · 0
$2,950232,613 mi

Lawton, IA

2008 Cadillac DTS 1SC

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

2008 Cadillac DTS 1SC

Ponca, NE

UnscoredInsufficient · 0
$2,950194,000 mi

Ponca, NE

1998 Toyota Sienna LE

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

1998 Toyota Sienna LE

Sioux City, IA

UnscoredInsufficient · 0
$2,950225,465 mi

Sioux City, IA

2017 Ford Focus SE

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

2017 Ford Focus SE

Harrisburg, SD

UnscoredLimited · 5
$2,975118,911 mi

Comparison: 5 similar vehicles

Harrisburg, SD

2016 Ford Focus SE

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

2016 Ford Focus SE

Harrisburg, SD

UnscoredLimited · 12
$2,97572,391 mi

Comparison: 12 similar vehicles

Harrisburg, SD

2011 Toyota Camry LE

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

2011 Toyota Camry LE

Sioux City, IA

UnscoredLimited · 8
$2,995213,145 mi

Comparison: 8 similar vehicles

Sioux City, IA

2009 Pontiac G6

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

2009 Pontiac G6

Worthing, SD

UnscoredLimited · 6
$2,995114,000 mi

Comparison: 6 similar vehicles

Worthing, SD

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

2008 Honda Accord EX-L

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

2008 Honda Accord EX-L

Sioux City, IA

UnscoredInsufficient · 0
$2,995224,278 mi

Sioux City, IA

2007 Mercury Milan Base

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

2007 Mercury Milan Base

Sioux City, IA

UnscoredInsufficient · 0
$2,995187,000 mi

Sioux City, IA

2005 Chrysler Town & Country Touring

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

2005 Chrysler Town & Country Touring

South Sioux City, NE

UnscoredInsufficient · 4
$2,995150,794 mi

Comparison: 4 similar vehicles

South Sioux City, NE

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 · 10
$2,999264,700 mi

Comparison: 10 similar vehicles

Sioux City, IA

2005 Saturn Relay 3

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

2005 Saturn Relay 3

South Sioux City, NE

UnscoredInsufficient · 0
$2,999176,190 mi

South Sioux City, NE

2003 Chevrolet Impala Base

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

2003 Chevrolet Impala Base

South Sioux City, NE

UnscoredInsufficient · 0
$2,999111,209 mi

South Sioux City, NE

2005 Chrysler Town & Country Touring

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

2005 Chrysler Town & Country Touring

South Sioux City, NE

UnscoredInsufficient · 4
$3,000100,000 mi

Comparison: 4 similar vehicles

South Sioux City, NE

2010 Dodge Journey R/T

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

2010 Dodge Journey R/T

Sioux Falls, SD

UnscoredInsufficient · 0
$3,045179,401 mi

Sioux Falls, SD

2013 Chevrolet Impala 2FL

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

2013 Chevrolet Impala 2FL

Sioux City, IA

UnscoredLimited · 12
$3,174157,516 mi

Comparison: 12 similar vehicles

Sioux City, IA

1982 Ford Econoline

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

1982 Ford Econoline

Vermillion, SD

UnscoredInsufficient · 0
$3,189157,776 mi

Vermillion, SD

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

2012 Lincoln MKZ Base

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

2012 Lincoln MKZ Base

Harrisburg, SD

UnscoredLimited · 7
$3,25098,259 mi

Comparison: 7 similar vehicles

Harrisburg, SD

2010 Chevrolet Malibu LTZ

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

2010 Chevrolet Malibu LTZ

Sioux City, IA

UnscoredInsufficient · 0
$3,400183,972 mi

Sioux City, IA

2008 Pontiac G6 GXP

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

2008 Pontiac G6 GXP

Le Mars, IA

UnscoredInsufficient · 0
$3,400194,050 mi

Le Mars, IA

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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