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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 15, 2026

5.9M+

Unique vehicles analyzed

as of October 15, 2026

57,000+

US dealerships

Daily

Data pipeline

Comparable

Market-evidence analysis

3.2M new·2.7M used·Listings processed daily

Or explore the market

2,190 listings found

1995 Ford Explorer XL

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

1995 Ford Explorer XL

Storm Lake, IA

UnscoredInsufficient · 0
$1,800187,360 mi

Storm Lake, IA

2005 Mercury Sable GS

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

2005 Mercury Sable GS

Storm Lake, IA

UnscoredInsufficient · 0
$2,500143,652 mi

Storm Lake, IA

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

1995 Chevrolet GMT400

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

1995 Chevrolet GMT400

Storm Lake, IA

UnscoredInsufficient · 0
$2,500274,580 mi

Storm Lake, 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

2000 Chevrolet Silverado LT

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

2000 Chevrolet Silverado LT

Pocahontas, IA

UnscoredInsufficient · 0
$2,995243,092 mi

Pocahontas, IA

2009 Ford Edge SEL

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

2009 Ford Edge SEL

Storm Lake, IA

UnscoredInsufficient · 0
$3,000193,461 mi

Storm Lake, 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 · 3
$3,170192,448 mi

Comparison: 3 similar vehicles

Rockwell City, IA

2013 Ford Explorer Sport

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

2013 Ford Explorer Sport

Lake City, IA

UnscoredLimited · 8
$3,500180,721 mi

Comparison: 8 similar vehicles

Lake City, IA

2007 Pontiac G6 GT

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

2007 Pontiac G6 GT

Lake City, IA

Fair PriceLimited · 12
$3,500Mileage not verified

Market: $3,500 – $7,768

Comparison: 12 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 92 days listed (based on current market benchmarks)

Lake City, IA

2002 Buick Century Custom

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

2002 Buick Century Custom

Storm Lake, IA

UnscoredInsufficient · 0
$3,500Mileage not verified

Storm Lake, IA

2000 Chrysler Concorde LXI

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

2000 Chrysler Concorde LXI

Storm Lake, IA

UnscoredInsufficient · 0
$3,500204,849 mi

Storm Lake, IA

1999 GMC Sierra

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

1999 GMC Sierra

Storm Lake, IA

UnscoredInsufficient · 0
$3,500240,130 mi

Storm Lake, IA

2012 Chevrolet Traverse LTZ

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

2012 Chevrolet Traverse LTZ

Arnolds Park, IA

UnscoredInsufficient · 0
$3,788212,819 mi

Arnolds Park, IA

2015 Dodge Grand Caravan SE Plus

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

2015 Dodge Grand Caravan SE Plus

Storm Lake, IA

UnscoredInsufficient · 0
$3,900205,823 mi

Storm Lake, IA

2011 Chrysler Town & Country Touring

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

2011 Chrysler Town & Country Touring

Storm Lake, IA

UnscoredLimited · 7
$3,900176,955 mi

Comparison: 7 similar vehicles

Storm Lake, IA

2011 Buick Enclave CXL-2

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

2011 Buick Enclave CXL-2

Odebolt, IA

UnscoredInsufficient · 0
$4,000183,653 mi

Odebolt, IA

2008 GMC Acadia SLT2

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

2008 GMC Acadia SLT2

Storm Lake, IA

UnscoredInsufficient · 0
$4,000261,339 mi

Storm Lake, IA

2008 Chrysler Town & Country Touring

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

2008 Chrysler Town & Country Touring

Storm Lake, IA

UnscoredLimited · 5
$4,000237,187 mi

Comparison: 5 similar vehicles

Storm Lake, IA

2007 Ford Taurus SE

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

2007 Ford Taurus SE

Storm Lake, IA

UnscoredInsufficient · 4
$4,000207,679 mi

Comparison: 4 similar vehicles

Storm Lake, IA

2007 Pontiac Grand Prix GP

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

2007 Pontiac Grand Prix GP

Storm Lake, IA

UnscoredInsufficient · 0
$4,000266,986 mi

Storm Lake, IA

2004 Hyundai Santa Fe GLS

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

2004 Hyundai Santa Fe GLS

Storm Lake, IA

UnscoredInsufficient · 0
$4,000187,598 mi

Storm Lake, IA

1999 GMC Sonoma SLS

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

1999 GMC Sonoma SLS

Storm Lake, IA

UnscoredInsufficient · 0
$4,000216,504 mi

Storm Lake, IA

2014 Ford Escape SE

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

2014 Ford Escape SE

Odebolt, IA

Fair PriceModerate · 32
$4,040185,254 mi

Market: $2,800 – $12,900

Comparison: 32 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 64 days listed (based on current market benchmarks)

Odebolt, IA

2008 Toyota Prius Standard

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

2008 Toyota Prius Standard

Arnolds Park, IA

Fair PriceModerate · 30
$4,250282,758 mi

Market: $3,837 – $9,873

Comparison: 30 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 96 days listed (based on current market benchmarks)

Arnolds Park, IA

2010 Chrysler Town & Country Touring

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

2010 Chrysler Town & Country Touring

Storm Lake, IA

Fair PriceModerate · 38
$4,500202,151 mi

Market: $2,850 – $9,395

Comparison: 38 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 94 days listed (based on current market benchmarks)

Storm Lake, IA

2007 Chevrolet Monte Carlo LS

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

2007 Chevrolet Monte Carlo LS

Storm Lake, IA

UnscoredInsufficient · 0
$4,500141,094 mi

Storm Lake, IA

2001 Chevrolet Blazer LS

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

2001 Chevrolet Blazer LS

Storm Lake, IA

UnscoredInsufficient · 0
$4,500156,218 mi

Storm Lake, IA

1997 Dodge Dakota Base

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

1997 Dodge Dakota Base

Storm Lake, IA

UnscoredInsufficient · 0
$4,500134,065 mi

Storm Lake, IA

2015 Chevrolet Trax LT

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

2015 Chevrolet Trax LT

Pocahontas, IA

UnscoredLimited · 8
$4,795155,333 mi

Comparison: 8 similar vehicles

Pocahontas, IA

2008 Ford F-150 FX4

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

2008 Ford F-150 FX4

Pocahontas, IA

UnscoredLimited · 9
$4,995200,527 mi

Comparison: 9 similar vehicles

Pocahontas, IA

2007 Jeep Liberty Sport

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

2007 Jeep Liberty Sport

Storm Lake, IA

UnscoredInsufficient · 3
$5,000199,069 mi

Comparison: 3 similar vehicles

Storm Lake, IA

2006 Ford F-150 XLT

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

2006 Ford F-150 XLT

Storm Lake, IA

Fair PriceLimited · 11
$5,000221,140 mi

Market: $3,950 – $8,635

Comparison: 11 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 323 days listed (based on current market benchmarks)

Storm Lake, IA

2005 Dodge Dakota SLT

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

2005 Dodge Dakota SLT

Storm Lake, IA

Fair PriceLimited · 16
$5,000214,356 mi

Market: $3,995 – $10,995

Comparison: 16 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 546 days listed (based on current market benchmarks)

Storm Lake, IA

2005 Ford F-150 FX4

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

2005 Ford F-150 FX4

Storm Lake, IA

UnscoredInsufficient · 0
$5,000225,297 mi

Storm Lake, IA

1994 Pontiac Grand Am

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

1994 Pontiac Grand Am

Odebolt, IA

UnscoredInsufficient · 0
$5,040157,116 mi

Odebolt, IA

2002 Chevrolet TrailBlazer LTZ

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

2002 Chevrolet TrailBlazer LTZ

Glidden, IA

UnscoredInsufficient · 0
$5,175149,399 mi

Glidden, IA

2017 Chrysler Pacifica Touring-L Plus

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

2017 Chrysler Pacifica Touring-L Plus

Lake City, IA

UnscoredRobust · 50
$5,500201,259 mi

Comparison: 50 similar vehicles

Lake City, IA

2009 Ford Escape XLT

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

2009 Ford Escape XLT

Storm Lake, IA

UnscoredLimited · 8
$5,500224,465 mi

Comparison: 8 similar vehicles

Storm Lake, IA

2006 Ford F-250 Super Duty Lariat

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

2006 Ford F-250 Super Duty Lariat

Odebolt, IA

UnscoredInsufficient · 0
$5,500253,037 mi

Odebolt, IA

2006 Jeep Grand Cherokee Laredo

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

2006 Jeep Grand Cherokee Laredo

Storm Lake, IA

UnscoredLimited · 8
$5,500236,025 mi

Comparison: 8 similar vehicles

Storm Lake, IA

2002 Jeep Grand Cherokee LAREDO

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

2002 Jeep Grand Cherokee LAREDO

Storm Lake, IA

UnscoredInsufficient · 0
$5,500139,375 mi

Storm Lake, IA

2001 Volkswagen Jetta GL

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

2001 Volkswagen Jetta GL

Storm Lake, IA

UnscoredInsufficient · 0
$5,500176,356 mi

Storm Lake, IA

2014 Nissan Altima SV

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

2014 Nissan Altima SV

Pocahontas, IA

UnscoredInsufficient · 3
$5,700191,725 mi

Comparison: 3 similar vehicles

Pocahontas, IA

2015 GMC Terrain SLE-1

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

2015 GMC Terrain SLE-1

Storm Lake, IA

Fair PriceLimited · 15
$5,900180,123 mi

Market: $3,995 – $13,488

Comparison: 15 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 76 days listed (based on current market benchmarks)

Storm Lake, IA

2012 Mitsubishi Outlander GT

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

2012 Mitsubishi Outlander GT

Pocahontas, IA

UnscoredInsufficient · 0
$5,900197,370 mi

Pocahontas, IA

2006 Jeep Liberty Limited

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

2006 Jeep Liberty Limited

Storm Lake, IA

UnscoredInsufficient · 0
$5,900157,087 mi

Storm Lake, IA

2012 Ford Escape Limited

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

2012 Ford Escape Limited

Mapleton, IA

Fair PriceLimited · 18
$5,995164,328 mi

Market: $5,900 – $10,199

Comparison: 18 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 90 days listed (based on current market benchmarks)

Mapleton, IA

2009 Chevrolet HHR LT

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

2009 Chevrolet HHR LT

Storm Lake, IA

UnscoredLimited · 5
$6,000171,324 mi

Comparison: 5 similar vehicles

Storm Lake, IA

2009 Toyota Camry Base

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

2009 Toyota Camry Base

Storm Lake, IA

UnscoredLimited · 6
$6,000241,311 mi

Comparison: 6 similar vehicles

Storm Lake, 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, and mileage is not used to select comparables or adjust comparable prices, but acts as a reliability check on used vehicles — OAV withholds a verdict when mileage is very high or unreliable, or when a lower price is better explained by higher-than-typical mileage than by a genuine market discount. 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 verdict thresholds are published, thin evidence means Unscored, and dealers cannot pay to change an OAV.io verdict, its eligibility or a listing's placement on OAV.io.

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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