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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 17, 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

961 listings found

2007 GMC Acadia SLT1

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

2007 GMC Acadia SLT1

North Platte, NE

UnscoredInsufficient · 0
$2,498251,587 mi

North Platte, NE

2010 Ford Explorer XLT

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

2010 Ford Explorer XLT

North Platte, NE

UnscoredInsufficient · 0
$2,995154,340 mi

North Platte, NE

2010 Honda Odyssey Touring

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

2010 Honda Odyssey Touring

North Platte, NE

UnscoredInsufficient · 0
$2,995257,179 mi

North Platte, NE

2000 Ford Econoline Van COMMERCIAL

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

2000 Ford Econoline Van COMMERCIAL

North Platte, NE

UnscoredInsufficient · 0
$2,995174,682 mi

North Platte, NE

2009 GMC Envoy SLE

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

2009 GMC Envoy SLE

Ogallala, NE

UnscoredInsufficient · 0
$3,466299,666 mi

Ogallala, NE

2012 GMC Acadia SLT1

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

2012 GMC Acadia SLT1

North Platte, NE

UnscoredInsufficient · 0
$4,198196,000 mi

North Platte, NE

2003 Ford F-150 XL

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

2003 Ford F-150 XL

Ogallala, NE

UnscoredInsufficient · 0
$4,261193,845 mi

Ogallala, NE

2012 Dodge Grand Caravan Crew

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

2012 Dodge Grand Caravan Crew

North Platte, NE

UnscoredInsufficient · 0
$5,000273,002 mi

North Platte, NE

1997 GMC Yukon SLE

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

1997 GMC Yukon SLE

North Platte, NE

UnscoredInsufficient · 0
$5,000121,641 mi

North Platte, NE

1999 Chevrolet Suburban Base

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

1999 Chevrolet Suburban Base

North Platte, NE

UnscoredInsufficient · 0
$5,198166,098 mi

North Platte, NE

2018 Ford Escape Titanium

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

2018 Ford Escape Titanium

Ogallala, NE

UnscoredInsufficient · 0
$5,261184,072 mi

Ogallala, NE

2013 Nissan Frontier SV

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

2013 Nissan Frontier SV

North Platte, NE

UnscoredInsufficient · 0
$5,284237,920 mi

North Platte, NE

2013 Ford F-150 XLT

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

2013 Ford F-150 XLT

North Platte, NE

UnscoredModerate · 26
$5,995302,199 mi

Comparison: 26 similar vehicles

North Platte, NE

2008 Chrysler Sebring Touring

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

2008 Chrysler Sebring Touring

North Platte, NE

UnscoredInsufficient · 0
$5,995136,542 mi

North Platte, NE

2005 Honda CR-V LX

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

2005 Honda CR-V LX

North Platte, NE

UnscoredInsufficient · 0
$6,000181,101 mi

North Platte, NE

2006 Ford F-150 XL

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

2006 Ford F-150 XL

Ogallala, NE

UnscoredInsufficient · 0
$6,261163,426 mi

Ogallala, NE

2009 Dodge Ram 1500 Pickup Laramie

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

2009 Dodge Ram 1500 Pickup Laramie

North Platte, NE

UnscoredInsufficient · 4
$6,913210,762 mi

Comparison: 4 similar vehicles

North Platte, NE

2012 Chevrolet Malibu Fleet

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

2012 Chevrolet Malibu Fleet

Gothenburg, NE

UnscoredInsufficient · 3
$6,950154,176 mi

Comparison: 3 similar vehicles

Gothenburg, NE

2016 Dodge Durango SXT

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

2016 Dodge Durango SXT

Arnold, NE

UnscoredInsufficient · 0
$6,995176,586 mi

Arnold, NE

2013 Chevrolet Captiva Sport LT

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

2013 Chevrolet Captiva Sport LT

North Platte, NE

UnscoredInsufficient · 0
$6,995145,986 mi

North Platte, NE

2007 Ford Escape Hybrid

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

2007 Ford Escape Hybrid

North Platte, NE

UnscoredInsufficient · 0
$6,995143,853 mi

North Platte, NE

2006 Subaru Forester X

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

2006 Subaru Forester X

North Platte, NE

UnscoredInsufficient · 0
$6,995173,134 mi

North Platte, NE

2005 Buick Rendezvous CX

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

2005 Buick Rendezvous CX

North Platte, NE

UnscoredInsufficient · 0
$6,995171,102 mi

North Platte, NE

2003 Ford F-150 XLT

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

2003 Ford F-150 XLT

North Platte, NE

UnscoredLimited · 7
$6,995211,744 mi

Comparison: 7 similar vehicles

North Platte, NE

2000 Chevrolet Impala Base

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

2000 Chevrolet Impala Base

North Platte, NE

UnscoredInsufficient · 0
$6,995106,854 mi

North Platte, NE

2015 Chevrolet Sonic LS

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

2015 Chevrolet Sonic LS

North Platte, NE

UnscoredInsufficient · 0
$7,000133,011 mi

North Platte, NE

2010 Lexus RX 350

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

2010 Lexus RX 350

North Platte, NE

UnscoredInsufficient · 0
$7,032180,880 mi

North Platte, NE

2013 Nissan Sentra SR

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

2013 Nissan Sentra SR

Ogallala, NE

UnscoredInsufficient · 0
$7,256149,774 mi

Ogallala, NE

2011 Chevrolet Silverado 1500 LT

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

2011 Chevrolet Silverado 1500 LT

Gothenburg, NE

UnscoredLimited · 10
$7,950252,672 mi

Comparison: 10 similar vehicles

Gothenburg, NE

2008 Chevrolet Silverado 1500 1LT

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

2008 Chevrolet Silverado 1500 1LT

Gothenburg, NE

UnscoredLimited · 12
$7,950161,554 mi

Comparison: 12 similar vehicles

Gothenburg, NE

2007 Chevrolet Tahoe LT

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

2007 Chevrolet Tahoe LT

Gothenburg, NE

UnscoredInsufficient · 4
$7,950237,124 mi

Comparison: 4 similar vehicles

Gothenburg, NE

2013 Mazda MAZDA5 Sport

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

2013 Mazda MAZDA5 Sport

North Platte, NE

UnscoredInsufficient · 3
$7,995100,494 mi

Comparison: 3 similar vehicles

North Platte, NE

2012 Ford Focus SEL

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

2012 Ford Focus SEL

North Platte, NE

UnscoredInsufficient · 0
$7,995139,315 mi

North Platte, NE

2012 MINI Countryman S

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

2012 MINI Countryman S

North Platte, NE

UnscoredInsufficient · 0
$7,99586,042 mi

North Platte, NE

2017 Ford Focus SE

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

2017 Ford Focus SE

North Platte, NE

UnscoredInsufficient · 0
$8,000116,296 mi

North Platte, NE

2013 Chevrolet Equinox 2LT

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

2013 Chevrolet Equinox 2LT

North Platte, NE

UnscoredInsufficient · 0
$8,022153,415 mi

North Platte, NE

2014 Chevrolet Silverado 1500 LT

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

2014 Chevrolet Silverado 1500 LT

North Platte, NE

UnscoredModerate · 24
$8,038185,820 mi

Comparison: 24 similar vehicles

North Platte, NE

2017 Hyundai Elantra SE

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

2017 Hyundai Elantra SE

North Platte, NE

Salvage title
$8,284149,219 mi

North Platte, NE

2017 Jeep Grand Cherokee Altitude

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

2017 Jeep Grand Cherokee Altitude

Gothenburg, NE

UnscoredInsufficient · 0
$8,950176,911 mi

Gothenburg, NE

2008 Chevrolet Silverado 2500HD 1LT

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

2008 Chevrolet Silverado 2500HD 1LT

Gothenburg, NE

UnscoredInsufficient · 4
$8,950190,771 mi

Comparison: 4 similar vehicles

Gothenburg, NE

2017 Dodge Journey SE

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

2017 Dodge Journey SE

North Platte, NE

UnscoredLimited · 5
$8,995105,054 mi

Comparison: 5 similar vehicles

North Platte, NE

2016 Dodge Journey SE

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

2016 Dodge Journey SE

North Platte, NE

UnscoredInsufficient · 0
$8,99576,352 mi

North Platte, NE

2015 GMC Terrain SLT-1

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

2015 GMC Terrain SLT-1

Arnold, NE

UnscoredInsufficient · 0
$8,995126,446 mi

Arnold, NE

2014 Buick Enclave Premium

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

2014 Buick Enclave Premium

Ogallala, NE

UnscoredInsufficient · 0
$8,995158,100 mi

Ogallala, NE

2014 Buick Encore Leather

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

2014 Buick Encore Leather

North Platte, NE

UnscoredInsufficient · 0
$8,995129,925 mi

North Platte, NE

2010 Toyota Venza Base

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

2010 Toyota Venza Base

North Platte, NE

UnscoredInsufficient · 0
$9,284132,008 mi

North Platte, NE

2012 Ford Mustang V6 Premium

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

2012 Ford Mustang V6 Premium

North Platte, NE

UnscoredInsufficient · 0
$9,68999,385 mi

North Platte, NE

2013 GMC Sierra 2500HD SLE

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

2013 GMC Sierra 2500HD SLE

North Platte, NE

UnscoredInsufficient · 0
$9,811199,206 mi

North Platte, NE

2019 Hyundai Elantra SE

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

2019 Hyundai Elantra SE

North Platte, NE

UnscoredInsufficient · 0
$9,90092,852 mi

North Platte, NE

2014 Chevrolet Silverado 1500 LT

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

2014 Chevrolet Silverado 1500 LT

Gothenburg, NE

UnscoredInsufficient · 4
$9,950177,699 mi

Comparison: 4 similar vehicles

Gothenburg, NE

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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