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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

523 listings found

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

2013 Chevrolet Impala 2FL

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

2013 Chevrolet Impala 2FL

McCook, NE

UnscoredInsufficient · 0
$3,887286,065 mi

McCook, NE

2015 Ford Fiesta SE

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

2015 Ford Fiesta SE

Norton, KS

UnscoredInsufficient · 0
$4,500132,049 mi

Norton, KS

No Photo

2009 GMC Sierra 1500 Work Truck

McCook, NE

UnscoredInsufficient · 0
$4,875233,087 mi

McCook, NE

2014 Chevrolet Cruze 2LT

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

2014 Chevrolet Cruze 2LT

McCook, NE

UnscoredInsufficient · 0
$4,916137,359 mi

McCook, NE

2013 Hyundai Santa Fe Sport 2.0T

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

2013 Hyundai Santa Fe Sport 2.0T

McCook, NE

UnscoredInsufficient · 0
$4,998189,778 mi

McCook, NE

2002 Chevrolet Silverado 1500 LT

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

2002 Chevrolet Silverado 1500 LT

McCook, NE

UnscoredInsufficient · 0
$5,000301,726 mi

McCook, NE

2007 Ford Expedition Limited

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

2007 Ford Expedition Limited

McCook, NE

UnscoredInsufficient · 0
$5,500176,664 mi

McCook, NE

2012 Buick Enclave Leather

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

2012 Buick Enclave Leather

Mccook, NE

UnscoredLimited · 5
$5,739175,544 mi

Comparison: 5 similar vehicles

Mccook, NE

2010 Ford F-150 XLT

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

2010 Ford F-150 XLT

McCook, NE

UnscoredInsufficient · 4
$6,500229,113 mi

Comparison: 4 similar vehicles

McCook, NE

2018 Chrysler Pacifica Touring L Plus

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

2018 Chrysler Pacifica Touring L Plus

Arapahoe, NE

UnscoredLimited · 10
$6,900202,010 mi

Comparison: 10 similar vehicles

Arapahoe, NE

2016 Ford Explorer Limited

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

2016 Ford Explorer Limited

Arapahoe, NE

UnscoredLimited · 19
$6,900204,877 mi

Comparison: 19 similar vehicles

Arapahoe, NE

2011 Ford F-150 Lariat

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

2011 Ford F-150 Lariat

McCook, NE

UnscoredInsufficient · 0
$7,500217,402 mi

McCook, NE

2002 Chevrolet Suburban LS

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

2002 Chevrolet Suburban LS

McCook, NE

UnscoredInsufficient · 4
$7,899206,777 mi

Comparison: 4 similar vehicles

McCook, NE

2006 Chevrolet Silverado 2500HD LS

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

2006 Chevrolet Silverado 2500HD LS

Arapahoe, NE

UnscoredInsufficient · 0
$7,900276,849 mi

Arapahoe, NE

2015 Chevrolet Equinox LS

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

2015 Chevrolet Equinox LS

Norton, KS

UnscoredInsufficient · 0
$7,995126,782 mi

Norton, KS

2003 Chevrolet Avalanche Base

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

2003 Chevrolet Avalanche Base

McCook, NE

UnscoredLimited · 5
$8,250147,190 mi

Comparison: 5 similar vehicles

McCook, NE

2014 Jeep Compass Latitude

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

2014 Jeep Compass Latitude

McCook, NE

UnscoredInsufficient · 0
$8,595128,659 mi

McCook, NE

2015 Kia Sedona SX Limited

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

2015 Kia Sedona SX Limited

Mccook, NE

UnscoredInsufficient · 0
$8,750127,355 mi

Mccook, NE

1998 Chevrolet C2500 CHEYENNE

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

1998 Chevrolet C2500 CHEYENNE

McCook, NE

UnscoredInsufficient · 0
$8,79095,619 mi

McCook, NE

2014 GMC Terrain SLE-2

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

2014 GMC Terrain SLE-2

Arapahoe, NE

UnscoredInsufficient · 0
$8,900144,892 mi

Arapahoe, NE

2006 Toyota RAV4 Base

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

2006 Toyota RAV4 Base

McCook, NE

UnscoredInsufficient · 0
$9,234145,166 mi

McCook, NE

2014 Ford Edge SEL

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

2014 Ford Edge SEL

Norton, KS

Fair PriceLimited · 12
$9,90090,105 mi

Market: $7,995 – $11,999

Comparison: 12 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 3 days listed (based on current market benchmarks)

Norton, KS

2008 Toyota Tacoma Base

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

2008 Toyota Tacoma Base

McCook, NE

UnscoredInsufficient · 0
$9,950221,327 mi

McCook, NE

2014 Hyundai Santa Fe Sport 2.0T

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

2014 Hyundai Santa Fe Sport 2.0T

McCook, NE

UnscoredInsufficient · 0
$9,968104,409 mi

McCook, NE

2014 Dodge Grand Caravan SE

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

2014 Dodge Grand Caravan SE

Norton, KS

UnscoredInsufficient · 4
$10,500115,924 mi

Comparison: 4 similar vehicles

Norton, KS

2016 Toyota RAV4 XLE

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

2016 Toyota RAV4 XLE

McCook, NE

UnscoredInsufficient · 0
$10,900177,392 mi

McCook, NE

2012 RAM 1500 Pickup ST

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

2012 RAM 1500 Pickup ST

Arapahoe, NE

UnscoredInsufficient · 0
$10,900202,000 mi

Arapahoe, NE

2019 Dodge Grand Caravan SXT

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

2019 Dodge Grand Caravan SXT

McCook, NE

UnscoredLimited · 8
$10,995135,285 mi

Comparison: 8 similar vehicles

McCook, NE

2004 Chrysler Town & Country Touring

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

2004 Chrysler Town & Country Touring

McCook, NE

UnscoredInsufficient · 0
$11,000140,605 mi

McCook, NE

2013 Ford F-150 XL

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

2013 Ford F-150 XL

McCook, NE

UnscoredLimited · 13
$11,825184,404 mi

Comparison: 13 similar vehicles

McCook, NE

2018 Buick Enclave Premium

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

2018 Buick Enclave Premium

Arapahoe, NE

UnscoredLimited · 5
$11,900134,919 mi

Comparison: 5 similar vehicles

Arapahoe, NE

2015 Hyundai Sonata SE

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

2015 Hyundai Sonata SE

Norton, KS

UnscoredLimited · 6
$11,99971,000 mi

Comparison: 6 similar vehicles

Norton, KS

2015 Ford F-150 XLT

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

2015 Ford F-150 XLT

McCook, NE

UnscoredModerate · 20
$12,000223,574 mi

Comparison: 20 similar vehicles

McCook, NE

2012 Ford F-150 XLT

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

2012 Ford F-150 XLT

McCook, NE

UnscoredLimited · 5
$12,800330,696 mi

Comparison: 5 similar vehicles

McCook, 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

McCook, NE

UnscoredModerate · 32
$12,900164,762 mi

Comparison: 32 similar vehicles

McCook, NE

2015 Ford Explorer XLT

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

2015 Ford Explorer XLT

Mccook, NE

Fair PriceLimited · 10
$12,985113,123 mi

Market: $3,599 – $16,199

Comparison: 10 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 23 days listed (based on current market benchmarks)

Mccook, NE

2017 Ford Expedition XLT

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

2017 Ford Expedition XLT

Norton, KS

UnscoredLimited · 8
$12,995161,733 mi

Comparison: 8 similar vehicles

Norton, KS

1991 Buick Reatta

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

1991 Buick Reatta

Arapahoe, NE

UnscoredInsufficient · 0
$13,50047,257 mi

Arapahoe, NE

2018 Jeep Compass Latitude

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

2018 Jeep Compass Latitude

McCook, NE

UnscoredLimited · 8
$13,85095,929 mi

Comparison: 8 similar vehicles

McCook, NE

2020 Hyundai Santa Fe Limited

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

2020 Hyundai Santa Fe Limited

McCook, NE

UnscoredInsufficient · 0
$13,912147,701 mi

McCook, NE

2013 Honda Accord EX-L

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

2013 Honda Accord EX-L

McCook, NE

UnscoredInsufficient · 0
$13,990110,314 mi

McCook, NE

2018 Chrysler Pacifica Touring L

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

2018 Chrysler Pacifica Touring L

McCook, NE

UnscoredInsufficient · 0
$14,500158,605 mi

McCook, NE

2016 Ford Explorer Limited

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

2016 Ford Explorer Limited

McCook, NE

UnscoredInsufficient · 3
$14,500104,186 mi

Comparison: 3 similar vehicles

McCook, NE

2012 Ford F-150 Platinum

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

2012 Ford F-150 Platinum

McCook, NE

UnscoredInsufficient · 0
$14,600171,556 mi

McCook, NE

2011 Ford F-250 Super Duty Lariat

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

2011 Ford F-250 Super Duty Lariat

Mccook, NE

UnscoredLimited · 6
$15,427162,139 mi

Comparison: 6 similar vehicles

Mccook, NE

2016 RAM 1500 Pickup Tradesman

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

2016 RAM 1500 Pickup Tradesman

Norton, KS

UnscoredInsufficient · 4
$15,50084,520 mi

Comparison: 4 similar vehicles

Norton, KS

2015 Chevrolet Silverado 3500HD Work Truck

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

2015 Chevrolet Silverado 3500HD Work Truck

Arapahoe, NE

UnscoredInsufficient · 0
$15,500242,000 mi

Arapahoe, NE

2013 Ford F-150 FX4

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

2013 Ford F-150 FX4

McCook, NE

UnscoredLimited · 12
$15,800138,402 mi

Comparison: 12 similar vehicles

McCook, NE

2018 Ford F-150 XLT

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

2018 Ford F-150 XLT

McCook, NE

UnscoredModerate · 42
$15,952166,725 mi

Comparison: 42 similar vehicles

McCook, 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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