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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 22, 2026

6M+

Unique vehicles analyzed

as of October 21, 2026

56,000+

US dealerships

Daily

Data pipeline

Comparable

Market-evidence analysis

3.3M new·2.7M used·Listings processed daily

Or explore the market

259 listings found

2005 Ford Mustang Premium

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

2005 Ford Mustang Premium

Kentwood, MI

UnscoredInsufficient · 0
$3,995175,000 mi

Kentwood, MI

2006 Chevrolet Monte Carlo LT

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

2006 Chevrolet Monte Carlo LT

Grand Rapids, MI

UnscoredInsufficient · 0
$4,295160,697 mi

Grand Rapids, MI

2012 Honda Civic LX

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

2012 Honda Civic LX

Grandville, MI

UnscoredInsufficient · 3
$4,855248,742 mi

Comparison: 3 similar vehicles

Grandville, MI

2002 Pontiac Grand Am GT1

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

2002 Pontiac Grand Am GT1

Kentwood, MI

UnscoredInsufficient · 0
$4,95989,000 mi

Kentwood, MI

2008 Ford Mustang Premium

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

2008 Ford Mustang Premium

Howard City, MI

UnscoredInsufficient · 0
$4,995139,261 mi

Howard City, MI

2004 Toyota Camry Solara SE

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

2004 Toyota Camry Solara SE

Kentwood, MI

UnscoredLimited · 9
$6,995140,000 mi

Comparison: 9 similar vehicles

Kentwood, MI

2008 Honda Civic EX

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

2008 Honda Civic EX

Georgetown Township, MI

UnscoredLimited · 5
$7,200176,481 mi

Comparison: 5 similar vehicles

Georgetown Township, MI

2012 Nissan Altima S

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

2012 Nissan Altima S

Grand Rapids, MI

UnscoredRobust · 55
$7,295124,843 mi

Comparison: 55 similar vehicles

Grand Rapids, MI

2000 Ford Mustang Base

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

2000 Ford Mustang Base

Holland, MI

UnscoredInsufficient · 0
$7,80071,000 mi

Holland, MI

2007 Mercedes-Benz CLK-Class CLK350

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

2007 Mercedes-Benz CLK-Class CLK350

Norton Shores, MI

UnscoredInsufficient · 0
$8,50094,171 mi

Norton Shores, MI

2006 Chrysler Crossfire Base

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

2006 Chrysler Crossfire Base

Zeeland, MI

UnscoredInsufficient · 0
$8,99531,913 mi

Zeeland, MI

2016 Cadillac ATS Coupe Luxury Collection

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

2016 Cadillac ATS Coupe Luxury Collection

Holland, MI

UnscoredInsufficient · 4
$9,780161,233 mi

Comparison: 4 similar vehicles

Holland, MI

2013 Honda Civic EX

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

2013 Honda Civic EX

Comstock Park, MI

UnscoredLimited · 17
$9,975142,682 mi

Comparison: 17 similar vehicles

Comstock Park, MI

2015 Chevrolet Camaro 1LT

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

2015 Chevrolet Camaro 1LT

Greenville, MI

Fair PriceLimited · 17
$9,99591,906 mi

Market: $7,200 – $18,990

Comparison: 17 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 152 days listed (based on current market benchmarks)

Greenville, MI

2012 Ford Mustang V6

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

2012 Ford Mustang V6

Shelbyville, MI

UnscoredLimited · 10
$9,995125,300 mi

Comparison: 10 similar vehicles

Shelbyville, MI

2013 Scion FR-S Base

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

2013 Scion FR-S Base

Muskegon, MI

UnscoredLimited · 5
$10,130147,205 mi

Comparison: 5 similar vehicles

Muskegon, MI

2014 Cadillac ELR Base

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

2014 Cadillac ELR Base

Kentwood, MI

UnscoredInsufficient · 3
$10,775137,187 mi

Comparison: 3 similar vehicles

Kentwood, MI

2004 Chrysler Crossfire Base

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

2004 Chrysler Crossfire Base

Kentwood, MI

UnscoredInsufficient · 0
$10,90041,456 mi

Kentwood, MI

2015 Cadillac ATS Coupe Performance Collection

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

2015 Cadillac ATS Coupe Performance Collection

Muskegon, MI

UnscoredInsufficient · 0
$10,986158,057 mi

Muskegon, MI

2009 Honda Civic LX

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

2009 Honda Civic LX

Grandville, MI

Fair PriceModerate · 35
$10,995117,300 mi

Market: $3,995 – $10,995

Comparison: 35 similar vehicles

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

Grandville, MI

2002 Chevrolet Camaro Z28

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

2002 Chevrolet Camaro Z28

Middleville, MI

UnscoredInsufficient · 4
$11,997100,383 mi

Comparison: 4 similar vehicles

Middleville, MI

2017 Ford Mustang EcoBoost Premium

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

2017 Ford Mustang EcoBoost Premium

Grand Rapids, MI

UnscoredModerate · 24
$11,999121,875 mi

Comparison: 24 similar vehicles

Grand Rapids, MI

2014 Chevrolet Camaro 1LT

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

2014 Chevrolet Camaro 1LT

Grand Rapids, MI

Fair PriceLimited · 18
$12,00095,900 mi

Market: $8,980 – $20,275

Comparison: 18 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 84 days listed (based on current market benchmarks)

Grand Rapids, MI

2016 Audi A5 Coupe Premium Plus

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

2016 Audi A5 Coupe Premium Plus

Grand Rapids, MI

UnscoredInsufficient · 0
$12,995109,758 mi

Grand Rapids, MI

2009 Audi TT Premium

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

2009 Audi TT Premium

Holland, MI

UnscoredInsufficient · 3
$12,99581,174 mi

Comparison: 3 similar vehicles

Holland, MI

2015 Chevrolet Camaro 1LT

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

2015 Chevrolet Camaro 1LT

Grand Rapids, MI

Fair PriceModerate · 22
$12,999109,548 mi

Market: $7,200 – $18,990

Comparison: 22 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 37 days listed (based on current market benchmarks)

Grand Rapids, MI

2009 Audi TT Premium

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

2009 Audi TT Premium

Kentwood, MI

UnscoredInsufficient · 4
$13,40094,831 mi

Comparison: 4 similar vehicles

Kentwood, MI

2014 BMW 6 Series 650i

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

2014 BMW 6 Series 650i

Kentwood, MI

UnscoredInsufficient · 4
$14,90093,105 mi

Comparison: 4 similar vehicles

Kentwood, MI

2009 Dodge Challenger SRT8

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

2009 Dodge Challenger SRT8

Kentwood, MI

UnscoredInsufficient · 4
$14,900139,205 mi

Comparison: 4 similar vehicles

Kentwood, MI

2010 Chevrolet Camaro 1LT

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

2010 Chevrolet Camaro 1LT

Otsego, MI

Fair PriceModerate · 23
$14,995113,452 mi

Market: $10,270 – $24,417

Comparison: 23 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 581 days listed (based on current market benchmarks)

Otsego, MI

2015 Honda Accord EX-L

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

2015 Honda Accord EX-L

Middleville, MI

Fair PriceModerate · 30
$14,99770,357 mi

Market: $9,989 – $16,995

Comparison: 30 similar vehicles

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

Middleville, MI

2017 Toyota 86 Base

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

2017 Toyota 86 Base

Kentwood, MI

UnscoredInsufficient · 0
$16,50097,918 mi

Kentwood, MI

2015 Dodge Challenger SXT

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

2015 Dodge Challenger SXT

Kentwood, MI

UnscoredLimited · 10
$16,779126,950 mi

Comparison: 10 similar vehicles

Kentwood, MI

2012 Audi S5 Premium Plus

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

2012 Audi S5 Premium Plus

Kentwood, MI

UnscoredInsufficient · 3
$16,900178,304 mi

Comparison: 3 similar vehicles

Kentwood, MI

2015 Chevrolet Camaro 2LT

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

2015 Chevrolet Camaro 2LT

Grand Rapids, MI

OverpricedLimited · 10
$17,21499,765 mi

Market: $7,995 – $16,100

Comparison: 10 similar vehicles

Priced ~7% above the typical market range for similar vehicles (based on current market benchmarks)

Grand Rapids, MI

2014 Dodge Challenger SXT

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

2014 Dodge Challenger SXT

Grand Rapids, MI

UnscoredLimited · 8
$17,214108,648 mi

Comparison: 8 similar vehicles

Grand Rapids, MI

2019 Ford Mustang EcoBoost

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

2019 Ford Mustang EcoBoost

Plainwell, MI

UnscoredLimited · 5
$17,49552,589 mi

Comparison: 5 similar vehicles

Plainwell, MI

2001 Ford Mustang GT Deluxe

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

2001 Ford Mustang GT Deluxe

Holland, MI

UnscoredInsufficient · 0
$17,50021,780 mi

Holland, MI

2015 Lexus RC 350

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

2015 Lexus RC 350

Muskegon, MI

UnscoredLimited · 17
$17,810154,624 mi

Comparison: 17 similar vehicles

Muskegon, MI

2006 Ford Mustang GT Deluxe

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

2006 Ford Mustang GT Deluxe

Kentwood, MI

UnscoredInsufficient · 0
$17,90035,365 mi

Kentwood, MI

2016 Cadillac ATS Coupe Standard

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

2016 Cadillac ATS Coupe Standard

Otsego, MI

UnscoredInsufficient · 0
$17,99557,551 mi

Otsego, MI

2013 Dodge Challenger R/T Classic

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

2013 Dodge Challenger R/T Classic

Grandville, MI

UnscoredInsufficient · 0
$18,50071,401 mi

Grandville, MI

2016 Audi TT Coupe Base

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

2016 Audi TT Coupe Base

Grand Rapids, MI

UnscoredInsufficient · 3
$18,56191,277 mi

Comparison: 3 similar vehicles

Grand Rapids, MI

2018 Dodge Challenger SXT

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

2018 Dodge Challenger SXT

Lowell, MI

UnscoredInsufficient · 0
$18,60155,395 mi

Lowell, MI

2000 Ford Mustang GT

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

2000 Ford Mustang GT

Kentwood, MI

UnscoredInsufficient · 0
$18,90030,440 mi

Kentwood, MI

1998 Chevrolet Corvette Base

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

1998 Chevrolet Corvette Base

Kentwood, MI

Fair PriceModerate · 24
$18,90061,237 mi

Market: $10,900 – $38,900

Comparison: 24 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 154 days listed (based on current market benchmarks)

Kentwood, MI

2018 Ford Mustang EcoBoost

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

2018 Ford Mustang EcoBoost

Wyoming, MI

Fair PriceLimited · 17
$18,990100,139 mi

Market: $9,636 – $32,995

Comparison: 17 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 75 days listed (based on current market benchmarks)

Wyoming, MI

2016 Dodge Challenger SXT

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

2016 Dodge Challenger SXT

Wyoming, MI

OverpricedModerate · 25
$18,99094,361 mi

Market: $10,837 – $17,998

Comparison: 25 similar vehicles

Priced ~6% above the typical market range for similar vehicles (based on current market benchmarks)

Wyoming, MI

2015 Ford Mustang EcoBoost Premium

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

2015 Ford Mustang EcoBoost Premium

Wyoming, MI

Fair PriceModerate · 26
$18,990106,761 mi

Market: $11,999 – $18,990

Comparison: 26 similar vehicles

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

Wyoming, MI

2020 Dodge Challenger GT

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

2020 Dodge Challenger GT

Kentwood, MI

UnscoredLimited · 9
$19,90056,116 mi

Comparison: 9 similar vehicles

Kentwood, 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 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. Paid RetailVision™ subscribers unlock deeper analytics: per-listing comparable counts, market context drill-downs, inventory health, pricing recommendations, competitive benchmarking, alerts, and exports.
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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