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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

1,720 listings found

1999 Honda CR-V EX

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

1999 Honda CR-V EX

Lexington, NE

UnscoredInsufficient · 0
$1,995327,496 mi

Lexington, NE

2001 Buick LeSabre Custom

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

2001 Buick LeSabre Custom

Lexington, NE

OverpricedLimited · 12
$2,495276,545 mi

Comparison: 12 similar vehicles

Priced ~9% above the typical market range for similar vehicles (based on current market benchmarks)

Lexington, NE

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 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

1998 Chevrolet C1500 SILVERADO

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

1998 Chevrolet C1500 SILVERADO

Lexington, NE

UnscoredInsufficient · 0
$2,995252,276 mi

Lexington, NE

2001 Honda Accord EX

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

2001 Honda Accord EX

Broken Bow, NE

UnscoredInsufficient · 0
$3,050300,000 mi

Broken Bow, NE

1997 Ford F-150 STANDARD

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

1997 Ford F-150 STANDARD

North Platte, NE

UnscoredInsufficient · 0
$3,198269,046 mi

North Platte, NE

2008 Chevrolet Uplander LS

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

2008 Chevrolet Uplander LS

Lexington, NE

UnscoredInsufficient · 0
$3,295148,251 mi

Lexington, NE

2003 Honda Accord EX

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

2003 Honda Accord EX

Lexington, NE

UnscoredInsufficient · 0
$3,295250,336 mi

Lexington, NE

2003 Jeep Liberty Sport

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

2003 Jeep Liberty Sport

Lexington, NE

UnscoredInsufficient · 0
$3,495265,325 mi

Lexington, NE

2002 Toyota Camry SE

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

2002 Toyota Camry SE

Lexington, NE

UnscoredInsufficient · 0
$3,495300,195 mi

Lexington, NE

1997 Toyota Corolla CE

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

1997 Toyota Corolla CE

Lexington, NE

UnscoredInsufficient · 0
$3,495266,573 mi

Lexington, NE

2001 Toyota 4Runner Limited

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

2001 Toyota 4Runner Limited

Arapahoe, NE

Salvage title
$3,500296,258 mi

Arapahoe, NE

2009 Saturn VUE XR

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

2009 Saturn VUE XR

Lexington, NE

UnscoredInsufficient · 0
$3,995149,888 mi

Lexington, NE

2006 Jeep Commander Base

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

2006 Jeep Commander Base

Lexington, NE

UnscoredInsufficient · 0
$3,995250,116 mi

Lexington, NE

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

Lexington, NE

UnscoredInsufficient · 0
$3,995227,328 mi

Lexington, 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

UnscoredLimited · 5
$4,198196,000 mi

Comparison: 5 similar vehicles

North Platte, NE

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

Lexington, NE

Salvage title
$4,200135,915 mi

Lexington, NE

2005 Cadillac CTS 3.6

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

2005 Cadillac CTS 3.6

Lexington, NE

UnscoredInsufficient · 0
$4,250121,050 mi

Lexington, NE

1998 Chevrolet S-10

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

1998 Chevrolet S-10

Lexington, NE

UnscoredInsufficient · 0
$4,450Mileage not verified

Lexington, NE

2007 Volvo S40 2.4i

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

2007 Volvo S40 2.4i

Lexington, NE

UnscoredInsufficient · 0
$4,500177,689 mi

Lexington, NE

2001 Dodge Dakota Base

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

2001 Dodge Dakota Base

Lexington, NE

UnscoredInsufficient · 0
$4,500250,108 mi

Lexington, NE

2010 Ford Fusion Sport

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

2010 Ford Fusion Sport

Broken Bow, NE

UnscoredInsufficient · 0
$4,650197,260 mi

Broken Bow, NE

2018 Ford Escape SE

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

2018 Ford Escape SE

Lexington, NE

UnscoredLimited · 19
$4,950192,626 mi

Comparison: 19 similar vehicles

Lexington, NE

2011 Buick Enclave CXL-1

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

2011 Buick Enclave CXL-1

Lexington, NE

Salvage title
$4,950183,978 mi

Lexington, NE

1999 Ford F-150 XLT

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

1999 Ford F-150 XLT

Lexington, NE

UnscoredInsufficient · 0
$4,950Mileage not verified

Lexington, NE

2011 Buick Enclave CXL-1

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

2011 Buick Enclave CXL-1

Lexington, NE

UnscoredInsufficient · 3
$4,995178,479 mi

Comparison: 3 similar vehicles

Lexington, NE

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

Lexington, NE

UnscoredModerate · 22
$4,995273,501 mi

Comparison: 22 similar vehicles

Lexington, NE

2010 Mazda MAZDA3 i Touring

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

2010 Mazda MAZDA3 i Touring

Lexington, NE

UnscoredInsufficient · 0
$4,995196,929 mi

Lexington, NE

2008 Chevrolet Impala LT

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

2008 Chevrolet Impala LT

Lexington, NE

UnscoredInsufficient · 0
$4,995173,000 mi

Lexington, NE

2008 Ford Fusion SE

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

2008 Ford Fusion SE

Lexington, NE

UnscoredInsufficient · 0
$4,995187,179 mi

Lexington, NE

2007 Chevrolet Silverado 1500 Work Truck

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

2007 Chevrolet Silverado 1500 Work Truck

Lexington, NE

UnscoredLimited · 5
$4,995115,852 mi

Comparison: 5 similar vehicles

Lexington, NE

2007 Hyundai Santa Fe SE

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

2007 Hyundai Santa Fe SE

Lexington, NE

UnscoredInsufficient · 0
$4,995200,866 mi

Lexington, NE

2007 Hyundai Sonata SE

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

2007 Hyundai Sonata SE

Lexington, NE

UnscoredInsufficient · 3
$4,995143,309 mi

Comparison: 3 similar vehicles

Lexington, NE

2006 Jeep Commander Base

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

2006 Jeep Commander Base

Lexington, NE

UnscoredInsufficient · 0
$4,995228,680 mi

Lexington, NE

2003 Ford Crown Victoria LX

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

2003 Ford Crown Victoria LX

Lexington, NE

UnscoredInsufficient · 0
$4,995157,094 mi

Lexington, NE

2000 Chevrolet Silverado LS

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

2000 Chevrolet Silverado LS

Lexington, NE

UnscoredInsufficient · 3
$4,995272,581 mi

Comparison: 3 similar vehicles

Lexington, NE

1999 Lincoln Town Car

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

1999 Lincoln Town Car

Lexington, NE

UnscoredInsufficient · 0
$4,995130,968 mi

Lexington, NE

1995 Toyota T100

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

1995 Toyota T100

Lexington, NE

UnscoredInsufficient · 0
$4,995180,261 mi

Lexington, 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

2007 Buick Rendezvous CX

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

2007 Buick Rendezvous CX

Broken Bow, NE

UnscoredInsufficient · 0
$5,050169,388 mi

Broken Bow, NE

2005 Jeep Grand Cherokee Laredo

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

2005 Jeep Grand Cherokee Laredo

Broken Bow, NE

UnscoredInsufficient · 3
$5,050199,068 mi

Comparison: 3 similar vehicles

Broken Bow, NE

2008 Ford F-150 XL

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

2008 Ford F-150 XL

Lexington, NE

UnscoredInsufficient · 0
$5,200196,315 mi

Lexington, NE

2014 Nissan Altima S

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

2014 Nissan Altima S

Lexington, NE

UnscoredLimited · 7
$5,295217,582 mi

Comparison: 7 similar vehicles

Lexington, NE

2010 Chevrolet Impala LTZ

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

2010 Chevrolet Impala LTZ

Lexington, NE

UnscoredInsufficient · 0
$5,295224,824 mi

Lexington, NE

2013 Ford Fiesta SE

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

2013 Ford Fiesta SE

Merna, NE

UnscoredInsufficient · 0
$5,30092,746 mi

Merna, NE

2010 Nissan Armada SE

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

2010 Nissan Armada SE

Lexington, NE

UnscoredInsufficient · 0
$5,495240,582 mi

Lexington, NE

2008 Chevrolet Impala LT

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

2008 Chevrolet Impala LT

Lexington, NE

UnscoredInsufficient · 0
$5,495166,189 mi

Lexington, 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, 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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