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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 19, 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

418 listings found

2008 Ford F-150 XLT

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

2008 Ford F-150 XLT

Alma, NE

UnscoredLimited · 8
$3,000261,987 mi

Comparison: 8 similar vehicles

Alma, NE

2006 Buick LaCrosse CXS

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

2006 Buick LaCrosse CXS

Superior, NE

UnscoredInsufficient · 3
$3,600Mileage not verified

Comparison: 3 similar vehicles

Superior, NE

2004 Dodge Stratus SXT

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

2004 Dodge Stratus SXT

Beloit, KS

UnscoredInsufficient · 3
$3,695141,120 mi

Comparison: 3 similar vehicles

Beloit, KS

2010 GMC Yukon SLT1

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

2010 GMC Yukon SLT1

Alma, NE

UnscoredInsufficient · 0
$3,800264,536 mi

Alma, NE

2004 Chevrolet TrailBlazer LS

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

2004 Chevrolet TrailBlazer LS

Downs, KS

Salvage title
$3,950166,260 mi

Downs, KS

2011 Ford Fusion SEL

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

2011 Ford Fusion SEL

Minden, NE

UnscoredLimited · 8
$3,995187,120 mi

Comparison: 8 similar vehicles

Minden, NE

2008 Ford Escape XLT

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

2008 Ford Escape XLT

Beloit, KS

UnscoredLimited · 5
$3,995183,763 mi

Comparison: 5 similar vehicles

Beloit, KS

2013 Ford Explorer XLT

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

2013 Ford Explorer XLT

Downs, KS

UnscoredLimited · 16
$4,950187,163 mi

Comparison: 16 similar vehicles

Downs, KS

2012 MINI Countryman

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

2012 MINI Countryman

Minden, NE

UnscoredInsufficient · 0
$4,99592,527 mi

Minden, NE

2011 Dodge Nitro Detonator

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

2011 Dodge Nitro Detonator

Smith Center, KS

UnscoredInsufficient · 0
$5,900188,383 mi

Smith Center, KS

2015 Chevrolet Traverse LTZ

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

2015 Chevrolet Traverse LTZ

Minden, NE

UnscoredLimited · 6
$5,950178,577 mi

Comparison: 6 similar vehicles

Minden, NE

2013 Chevrolet Traverse LS

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

2013 Chevrolet Traverse LS

Phillipsburg, KS

UnscoredInsufficient · 0
$6,000130,881 mi

Phillipsburg, KS

2007 Jeep Grand Cherokee Overland

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

2007 Jeep Grand Cherokee Overland

Alma, NE

UnscoredInsufficient · 0
$6,000155,000 mi

Alma, NE

2012 Chevrolet Malibu Fleet

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

2012 Chevrolet Malibu Fleet

Minden, NE

UnscoredLimited · 5
$6,950154,176 mi

Comparison: 5 similar vehicles

Minden, NE

2012 Chevrolet Silverado 1500 LT

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

2012 Chevrolet Silverado 1500 LT

Minden, NE

UnscoredLimited · 6
$6,950180,808 mi

Comparison: 6 similar vehicles

Minden, NE

2004 Ford Excursion XLT

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

2004 Ford Excursion XLT

Glen Elder, KS

UnscoredLimited · 6
$6,995343,240 mi

Comparison: 6 similar vehicles

Glen Elder, KS

2016 RAM Promaster City SLT

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

2016 RAM Promaster City SLT

Beloit, KS

UnscoredInsufficient · 0
$7,497199,550 mi

Beloit, KS

2015 Jeep Cherokee Sport

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

2015 Jeep Cherokee Sport

Alton, KS

UnscoredInsufficient · 3
$7,500190,000 mi

Comparison: 3 similar vehicles

Alton, KS

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

Downs, KS

UnscoredLimited · 15
$7,950121,402 mi

Comparison: 15 similar vehicles

Downs, KS

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

Minden, NE

UnscoredLimited · 5
$7,950161,554 mi

Comparison: 5 similar vehicles

Minden, NE

2017 Ford Edge SEL

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

2017 Ford Edge SEL

Alton, KS

UnscoredInsufficient · 4
$8,250130,931 mi

Comparison: 4 similar vehicles

Alton, KS

2018 Subaru Forester Base

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

2018 Subaru Forester Base

Alton, KS

UnscoredInsufficient · 0
$8,750157,603 mi

Alton, KS

2014 Chevrolet Impala 2LT

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

2014 Chevrolet Impala 2LT

Alma, NE

UnscoredInsufficient · 4
$8,900127,674 mi

Comparison: 4 similar vehicles

Alma, NE

2010 Ford Expedition Limited

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

2010 Ford Expedition Limited

Minden, NE

UnscoredInsufficient · 0
$8,950187,923 mi

Minden, NE

1994 Chevrolet GMT400

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

1994 Chevrolet GMT400

Downs, KS

UnscoredInsufficient · 0
$8,950210,761 mi

Downs, KS

2014 Chevrolet Equinox 1LT

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

2014 Chevrolet Equinox 1LT

Glen Elder, KS

Fair PriceLimited · 19
$8,995116,425 mi

Market: $1,500 – $10,729

Comparison: 19 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 29 days listed (based on current market benchmarks)

Glen Elder, KS

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

Glen Elder, KS

UnscoredRobust · 60
$8,995168,143 mi

Comparison: 60 similar vehicles

Glen Elder, KS

2017 Ford Explorer XLT

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

2017 Ford Explorer XLT

Downs, KS

UnscoredModerate · 36
$9,950121,468 mi

Comparison: 36 similar vehicles

Downs, KS

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

Minden, NE

UnscoredLimited · 6
$9,950177,699 mi

Comparison: 6 similar vehicles

Minden, NE

2020 Chrysler Voyager LX

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

2020 Chrysler Voyager LX

Glen Elder, KS

UnscoredInsufficient · 0
$9,995139,454 mi

Glen Elder, KS

2010 Jeep Wrangler Sport

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

2010 Jeep Wrangler Sport

Alton, KS

UnscoredInsufficient · 0
$10,500154,549 mi

Alton, KS

2004 Chevrolet Silverado 2500HD LS

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

2004 Chevrolet Silverado 2500HD LS

Alma, NE

UnscoredInsufficient · 0
$10,500256,000 mi

Alma, NE

1997 Jaguar XK8

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

1997 Jaguar XK8

Osborne, KS

UnscoredInsufficient · 0
$10,90040,039 mi

Osborne, KS

2019 Chevrolet Traverse Premier

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

2019 Chevrolet Traverse Premier

Minden, NE

UnscoredModerate · 27
$10,950195,806 mi

Comparison: 27 similar vehicles

Minden, NE

2020 Chevrolet Equinox LT

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

2020 Chevrolet Equinox LT

Osborne, KS

UnscoredRobust · 120
$10,995131,557 mi

Comparison: 120 similar vehicles

Osborne, KS

2018 Ford Expedition XLT

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

2018 Ford Expedition XLT

Minden, NE

UnscoredLimited · 5
$10,995189,524 mi

Comparison: 5 similar vehicles

Minden, NE

2021 GMC Acadia SLE

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

2021 GMC Acadia SLE

Alma, NE

UnscoredLimited · 7
$11,000154,236 mi

Comparison: 7 similar vehicles

Alma, NE

2020 Chevrolet Equinox LT

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

2020 Chevrolet Equinox LT

Alma, NE

Fair PriceRobust · 78
$11,000111,116 mi

Market: $8,900 – $21,999

Comparison: 78 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 14 days listed (based on current market benchmarks)

Alma, NE

2018 Ford Explorer XLT

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

2018 Ford Explorer XLT

Alma, NE

Fair PriceModerate · 42
$11,000113,716 mi

Market: $8,750 – $21,773

Comparison: 42 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 87 days listed (based on current market benchmarks)

Alma, NE

2017 GMC Acadia Limited Base

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

2017 GMC Acadia Limited Base

Alton, KS

UnscoredLimited · 19
$11,250129,412 mi

Comparison: 19 similar vehicles

Alton, KS

2014 Chevrolet Traverse LTZ

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

2014 Chevrolet Traverse LTZ

Alma, NE

UnscoredInsufficient · 0
$11,50071,159 mi

Alma, NE

2006 Toyota Sienna XLE Limited

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

2006 Toyota Sienna XLE Limited

Downs, KS

UnscoredInsufficient · 0
$11,90070,243 mi

Downs, KS

2015 RAM 2500 Pickup Tradesman

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

2015 RAM 2500 Pickup Tradesman

Minden, NE

UnscoredLimited · 12
$11,950230,449 mi

Comparison: 12 similar vehicles

Minden, NE

2014 Ford Edge Limited

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

2014 Ford Edge Limited

Minden, NE

UnscoredLimited · 7
$11,995103,076 mi

Comparison: 7 similar vehicles

Minden, NE

1992 Chevrolet Corvette

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

1992 Chevrolet Corvette

Alma, NE

UnscoredInsufficient · 0
$12,00082,000 mi

Alma, NE

2018 Chevrolet Traverse 3LT

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

2018 Chevrolet Traverse 3LT

Beloit, KS

UnscoredModerate · 43
$12,695148,975 mi

Comparison: 43 similar vehicles

Beloit, KS

2014 Chevrolet Silverado 1500 LTZ

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

2014 Chevrolet Silverado 1500 LTZ

Alma, NE

UnscoredModerate · 33
$12,900209,859 mi

Comparison: 33 similar vehicles

Alma, 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

Red Cloud, NE

UnscoredLimited · 5
$12,980124,035 mi

Comparison: 5 similar vehicles

Red Cloud, NE

2021 Chevrolet Equinox LT

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

2021 Chevrolet Equinox LT

Glen Elder, KS

Fair PriceModerate · 47
$12,995106,082 mi

Market: $10,900 – $19,696

Comparison: 47 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 29 days listed (based on current market benchmarks)

Glen Elder, KS

2018 Chevrolet Malibu 1LT

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

2018 Chevrolet Malibu 1LT

Minden, NE

Fair PriceModerate · 25
$12,99597,033 mi

Market: $6,999 – $18,251

Comparison: 25 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 20 days listed (based on current market benchmarks)

Minden, 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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