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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 · November 7, 2026

7.1M+

Vehicles tracked nationwide

6M+ searchable on oav.io

60,000+

US dealerships

Daily

Data pipeline

Comparable

Market-evidence analysis

New and used·Listings processed daily

Or explore the market

89 listings found

2011 Chrysler 200 Touring

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

2011 Chrysler 200 Touring

Fraser, MI

Fair PriceLimited · 10
$3,900113,684 mi

Market: $2,313 – $6,999

Comparison: 10 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 21 days listed (based on current market benchmarks)

Fraser, MI

2009 Chrysler Sebring LX

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

2009 Chrysler Sebring LX

Fraser, MI

UnscoredInsufficient · 0
$4,90089,175 mi

Fraser, MI

2008 Jeep Liberty Sport

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

2008 Jeep Liberty Sport

Fraser, MI

Unscored
$4,900143,057 mi

Comparison: 8 similar vehicles

Fraser, MI

2011 Jeep Liberty Sport

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

2011 Jeep Liberty Sport

Fraser, MI

Unscored
$6,90078,567 mi

Comparison: 8 similar vehicles

Fraser, MI

2010 Dodge Journey SXT

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

2010 Dodge Journey SXT

Fraser, MI

Fair PriceLimited · 11
$6,90061,969 mi

Market: $2,275 – $8,495

Comparison: 11 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 63 days listed (based on current market benchmarks)

Fraser, MI

2004 Toyota Tundra SR5

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

2004 Toyota Tundra SR5

Fraser, MI

UnscoredInsufficient · 3
$6,900128,078 mi

Comparison: 3 similar vehicles

Fraser, MI

2011 BMW 3 Series 328i

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

2011 BMW 3 Series 328i

Fraser, MI

Unscored
$7,90089,485 mi

Comparison: 7 similar vehicles

Fraser, MI

2009 Buick Lucerne CXL

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

2009 Buick Lucerne CXL

Fraser, MI

UnscoredInsufficient · 0
$7,90042,745 mi

Fraser, MI

2010 Chevrolet Colorado Work Truck

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

2010 Chevrolet Colorado Work Truck

Fraser, MI

UnscoredInsufficient · 0
$8,90043,479 mi

Fraser, MI

2002 Cadillac DeVille Base

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

2002 Cadillac DeVille Base

Fraser, MI

UnscoredInsufficient · 0
$8,99547,000 mi

Fraser, MI

2013 Ford Transit Connect XL

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

2013 Ford Transit Connect XL

Fraser, MI

UnscoredInsufficient · 0
$9,900108,021 mi

Fraser, MI

2002 GMC Yukon Base

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

2002 GMC Yukon Base

Fraser, MI

UnscoredInsufficient · 0
$9,90073,439 mi

Fraser, MI

1985 Nissan 300ZX

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

1985 Nissan 300ZX

Fraser, MI

UnscoredInsufficient · 0
$9,995130,000 mi

Fraser, MI

2019 Ford Edge SEL

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

2019 Ford Edge SEL

Fraser, MI

Unscored
$10,500122,891 mi

Comparison: 58 similar vehicles

Fraser, MI

2013 Chevrolet Silverado 1500 Work Truck

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

2013 Chevrolet Silverado 1500 Work Truck

Fraser, MI

UnscoredInsufficient · 4
$10,90087,165 mi

Comparison: 4 similar vehicles

Fraser, MI

2013 Chevrolet Express Cargo Work Van

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

2013 Chevrolet Express Cargo Work Van

Fraser, MI

Unscored
$10,900169,476 mi

Comparison: 25 similar vehicles

Fraser, MI

2011 RAM Dakota Big Horn (Lone Star)

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

2011 RAM Dakota Big Horn (Lone Star)

Fraser, MI

UnscoredInsufficient · 0
$10,90046,570 mi

Fraser, MI

2016 Ford Explorer Base

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

2016 Ford Explorer Base

Fraser, MI

Fair PriceLimited · 10
$11,000118,500 mi

Market: $8,279 – $15,051

Comparison: 10 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 72 days listed (based on current market benchmarks)

Fraser, MI

2010 Ford F-150 XL

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

2010 Ford F-150 XL

Fraser, MI

Unscored
$11,900122,220 mi

Comparison: 6 similar vehicles

Fraser, MI

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

Fraser, MI

Unscored
$11,90088,895 mi

Comparison: 5 similar vehicles

Fraser, MI

2013 Chevrolet Silverado 1500 Work Truck

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

2013 Chevrolet Silverado 1500 Work Truck

Fraser, MI

UnscoredInsufficient · 4
$12,90087,400 mi

Comparison: 4 similar vehicles

Fraser, MI

2013 Chevrolet Silverado 1500 Work Truck

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

2013 Chevrolet Silverado 1500 Work Truck

Fraser, MI

UnscoredInsufficient · 4
$12,90089,012 mi

Comparison: 4 similar vehicles

Fraser, MI

2008 Chevrolet Express G3500

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

2008 Chevrolet Express G3500

Fraser, MI

UnscoredInsufficient · 0
$12,900124,388 mi

Fraser, MI

2007 Ford Econoline Van Commercial

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

2007 Ford Econoline Van Commercial

Fraser, MI

OverpricedLimited · 10
$12,90095,869 mi

Market: $3,000 – $9,995

Comparison: 10 similar vehicles

Priced ~29% above the typical market range for similar vehicles (based on current market benchmarks)

Fraser, MI

1984 Chevrolet Corvette

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

1984 Chevrolet Corvette

Fraser, MI

UnscoredInsufficient · 0
$13,90044,500 mi

Fraser, MI

2020 Ford F-150 Police Responder

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

2020 Ford F-150 Police Responder

Fraser, MI

UnscoredInsufficient · 0
$14,900155,498 mi

Fraser, MI

2018 Ford E-Series Cutaway Base

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

2018 Ford E-Series Cutaway Base

Fraser, MI

UnscoredInsufficient · 3
$14,900151,591 mi

Comparison: 3 similar vehicles

Fraser, MI

2013 Chevrolet Express Cargo Work Van

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

2013 Chevrolet Express Cargo Work Van

Fraser, MI

Fair PriceModerate · 25
$14,90083,618 mi

Market: $6,175 – $17,900

Comparison: 25 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 235 days listed (based on current market benchmarks)

Fraser, MI

2013 Chevrolet Express Cargo Work Van

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

2013 Chevrolet Express Cargo Work Van

Fraser, MI

Fair PriceModerate · 25
$14,90095,110 mi

Market: $6,175 – $17,900

Comparison: 25 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 126 days listed (based on current market benchmarks)

Fraser, MI

2013 Chevrolet Express Cargo Work Van

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

2013 Chevrolet Express Cargo Work Van

Fraser, MI

Fair PriceModerate · 25
$14,900105,632 mi

Market: $6,175 – $17,900

Comparison: 25 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 1106 days listed (based on current market benchmarks)

Fraser, MI

2013 Chevrolet Express Cargo Work Van

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

2013 Chevrolet Express Cargo Work Van

Fraser, MI

Fair PriceModerate · 25
$14,90084,202 mi

Market: $6,175 – $17,900

Comparison: 25 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 46 days listed (based on current market benchmarks)

Fraser, MI

2012 Ford Econoline

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

2012 Ford Econoline

Fraser, MI

UnscoredInsufficient · 0
$14,90098,895 mi

Fraser, MI

2008 Ford F-350 Super Duty XLT

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

2008 Ford F-350 Super Duty XLT

Fraser, MI

UnscoredInsufficient · 0
$14,90048,490 mi

Fraser, MI

1991 Ford Thunderbird

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

1991 Ford Thunderbird

Fraser, MI

UnscoredInsufficient · 0
$14,90084,500 mi

Fraser, MI

1987 Chevrolet Corvette

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

1987 Chevrolet Corvette

Fraser, MI

UnscoredInsufficient · 0
$14,90033,590 mi

Fraser, MI

1986 Pontiac Fiero

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

1986 Pontiac Fiero

Fraser, MI

UnscoredInsufficient · 0
$14,90043,000 mi

Fraser, MI

2013 Chevrolet Express Cargo Work Van

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

2013 Chevrolet Express Cargo Work Van

Fraser, MI

Fair PriceModerate · 25
$15,90095,691 mi

Market: $6,175 – $17,900

Comparison: 25 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 949 days listed (based on current market benchmarks)

Fraser, MI

1996 Chevrolet Caprice/Impala

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

1996 Chevrolet Caprice/Impala

Fraser, MI

UnscoredInsufficient · 0
$15,90090,100 mi

Fraser, MI

1986 Dodge Omni

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

1986 Dodge Omni

Fraser, MI

UnscoredInsufficient · 0
$15,9005,246 mi

Fraser, MI

2009 Jeep Wrangler Sahara

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

2009 Jeep Wrangler Sahara

Fraser, MI

Unscored
$16,500157,000 mi

Comparison: 7 similar vehicles

Fraser, MI

1996 Jaguar XJS

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

1996 Jaguar XJS

Fraser, MI

UnscoredInsufficient · 0
$16,50086,500 mi

Fraser, MI

2023 Ford Explorer Utility Police Interceptor

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

2023 Ford Explorer Utility Police Interceptor

Fraser, MI

Unscored
$16,90093,629 mi

Comparison: 6 similar vehicles

Fraser, MI

2023 Ford Explorer Utility Police Interceptor

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

2023 Ford Explorer Utility Police Interceptor

Fraser, MI

Unscored
$16,90094,115 mi

Comparison: 6 similar vehicles

Fraser, MI

2023 Ford Explorer Utility Police Interceptor

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

2023 Ford Explorer Utility Police Interceptor

Fraser, MI

Unscored
$16,90091,592 mi

Comparison: 6 similar vehicles

Fraser, MI

2023 Ford Explorer Utility Police Interceptor

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

2023 Ford Explorer Utility Police Interceptor

Fraser, MI

Unscored
$16,90089,083 mi

Comparison: 6 similar vehicles

Fraser, MI

2022 Ford Explorer Utility Police Interceptor

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

2022 Ford Explorer Utility Police Interceptor

Fraser, MI

UnscoredInsufficient · 3
$16,90087,210 mi

Comparison: 3 similar vehicles

Fraser, MI

2013 Chevrolet Express Cargo Work Van

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

2013 Chevrolet Express Cargo Work Van

Fraser, MI

Fair PriceModerate · 25
$16,90093,594 mi

Market: $6,175 – $17,900

Comparison: 25 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 97 days listed (based on current market benchmarks)

Fraser, MI

2001 Chevrolet Corvette Base

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

2001 Chevrolet Corvette Base

Fraser, MI

Unscored
$16,900125,000 mi

Comparison: 6 similar vehicles

Fraser, MI

2016 Ford Transit Chassis Cab Base

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

2016 Ford Transit Chassis Cab Base

Fraser, MI

Great DealLimited · 14
$17,900113,435 mi

Market: $28,990 – $29,388

Comparison: 14 similar vehicles

Competitively priced ~38% below the typical range compared to similar vehicles · 1202 days listed (based on current market benchmarks)

Fraser, MI

2016 Ford F-150 XL

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

2016 Ford F-150 XL

Fraser, MI

Unscored
$17,90084,041 mi

Comparison: 7 similar vehicles

Fraser, MI

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 recently 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 route inbound buyer inquiries and control verified contact information.
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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