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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

345 listings found

2001 Chevrolet Cavalier Base

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

2001 Chevrolet Cavalier Base

Elkhart, IN

UnscoredInsufficient · 0
$2,995128,724 mi

Elkhart, IN

2003 Chevrolet Monte Carlo SS

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

2003 Chevrolet Monte Carlo SS

Elkhart, IN

UnscoredInsufficient · 0
$3,000165,894 mi

Elkhart, IN

2007 Scion tC Base

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

2007 Scion tC Base

Mishawaka, IN

UnscoredInsufficient · 3
$3,399104,211 mi

Comparison: 3 similar vehicles

Mishawaka, IN

2007 Pontiac G6 GT

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

2007 Pontiac G6 GT

Elkhart, IN

Fair PriceLimited · 11
$3,900118,646 mi

Market: $3,995 – $7,650

Comparison: 11 similar vehicles

Fairly priced — priced near the comparable range, but not far enough below it to qualify as a Great Deal · 849 days listed (based on current market benchmarks)

Elkhart, IN

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

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

No Photo

2009 BMW 3 Series 328i

Mishawaka, IN

UnscoredLimited · 11
$4,999155,560 mi

Comparison: 11 similar vehicles

Mishawaka, IN

2014 Ford Mustang V6

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

2014 Ford Mustang V6

Kalamazoo, MI

UnscoredModerate · 26
$5,565184,468 mi

Comparison: 26 similar vehicles

Kalamazoo, MI

2006 Toyota Camry Solara SE

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

2006 Toyota Camry Solara SE

South Bend, IN

UnscoredLimited · 9
$6,700153,449 mi

Comparison: 9 similar vehicles

South Bend, IN

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

2013 Chevrolet Camaro 1LT

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

2013 Chevrolet Camaro 1LT

Elkhart, IN

UnscoredLimited · 13
$7,000168,961 mi

Comparison: 13 similar vehicles

Elkhart, IN

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

2006 INFINITI G35 Coupe Base

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

2006 INFINITI G35 Coupe Base

South Bend, IN

UnscoredInsufficient · 0
$7,800151,546 mi

South Bend, IN

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

2013 Cadillac CTS Coupe Performance Collection

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

2013 Cadillac CTS Coupe Performance Collection

Dowagiac, MI

UnscoredLimited · 6
$7,995132,217 mi

Comparison: 6 similar vehicles

Dowagiac, MI

2012 Nissan Altima S

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

2012 Nissan Altima S

Elkhart, IN

Fair PriceRobust · 76
$7,995101,073 mi

Market: $1,500 – $14,990

Comparison: 76 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 849 days listed (based on current market benchmarks)

Elkhart, IN

2014 Ford Mustang V6

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

2014 Ford Mustang V6

Elkhart, IN

UnscoredModerate · 37
$7,999153,409 mi

Comparison: 37 similar vehicles

Elkhart, IN

2011 Nissan Altima S

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

2011 Nissan Altima S

Schoolcraft, MI

Fair PriceLimited · 18
$8,49594,025 mi

Market: $1,980 – $9,495

Comparison: 18 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 12 days listed (based on current market benchmarks)

Schoolcraft, MI

2005 Nissan 350Z Touring

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

2005 Nissan 350Z Touring

Elkhart, IN

UnscoredInsufficient · 0
$8,495155,928 mi

Elkhart, IN

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

2015 Kia Forte Koup EX

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

2015 Kia Forte Koup EX

Elkhart, IN

UnscoredInsufficient · 4
$9,17496,581 mi

Comparison: 4 similar vehicles

Elkhart, IN

2009 Ford Mustang Premium

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

2009 Ford Mustang Premium

Elkhart, IN

UnscoredInsufficient · 3
$9,50071,104 mi

Comparison: 3 similar vehicles

Elkhart, IN

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

2015 Ford Mustang V6

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

2015 Ford Mustang V6

Mishawaka, IN

UnscoredModerate · 37
$9,900139,364 mi

Comparison: 37 similar vehicles

Mishawaka, IN

2017 Chevrolet Camaro 1LS

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

2017 Chevrolet Camaro 1LS

South Haven, MI

UnscoredInsufficient · 0
$9,990138,256 mi

South Haven, MI

2015 Chevrolet Camaro 1LT

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

2015 Chevrolet Camaro 1LT

LaGrange, IN

UnscoredModerate · 46
$9,995154,934 mi

Comparison: 46 similar vehicles

LaGrange, IN

2014 Chevrolet Camaro 2LT

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

2014 Chevrolet Camaro 2LT

Elkhart, IN

Fair PriceLimited · 16
$9,995109,645 mi

Market: $8,900 – $18,990

Comparison: 16 similar vehicles

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

Elkhart, IN

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

2012 Ford Mustang V6

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

2012 Ford Mustang V6

Osceola, IN

Fair PriceLimited · 10
$10,750101,404 mi

Market: $4,500 – $11,143

Comparison: 10 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 77 days listed (based on current market benchmarks)

Osceola, IN

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

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

Elkhart, IN

Fair PriceModerate · 47
$10,80094,350 mi

Market: $2,500 – $15,990

Comparison: 47 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 849 days listed (based on current market benchmarks)

Elkhart, IN

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

1998 Chevrolet Corvette Base

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

1998 Chevrolet Corvette Base

Coldwater, MI

UnscoredModerate · 29
$10,900150,465 mi

Comparison: 29 similar vehicles

Coldwater, MI

2010 Dodge Challenger R/T

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

2010 Dodge Challenger R/T

Battle Creek, MI

UnscoredModerate · 21
$10,950172,076 mi

Comparison: 21 similar vehicles

Battle Creek, MI

2003 Nissan 350Z Touring

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

2003 Nissan 350Z Touring

Berrien Springs, MI

Salvage title
$10,99056,610 mi

Berrien Springs, 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

2009 Honda Accord EX-L

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

2009 Honda Accord EX-L

Springfield, MI

UnscoredModerate · 44
$11,115146,375 mi

Comparison: 44 similar vehicles

Springfield, MI

2014 BMW 4 Series 428i

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

2014 BMW 4 Series 428i

South Bend, IN

Fair PriceModerate · 28
$11,40096,327 mi

Market: $6,080 – $21,990

Comparison: 28 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 4 days listed (based on current market benchmarks)

South Bend, IN

2013 Hyundai Genesis Coupe R-Spec

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

2013 Hyundai Genesis Coupe R-Spec

Bridgman, MI

UnscoredInsufficient · 0
$11,700124,612 mi

Bridgman, MI

2015 Ford Mustang EcoBoost

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

2015 Ford Mustang EcoBoost

Elkhart, IN

UnscoredLimited · 7
$11,90091,898 mi

Comparison: 7 similar vehicles

Elkhart, IN

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

2006 Ford Mustang GT Premium

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

2006 Ford Mustang GT Premium

Kalamazoo, MI

UnscoredInsufficient · 3
$12,26897,523 mi

Comparison: 3 similar vehicles

Kalamazoo, MI

2018 Chevrolet Camaro 1LS

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

2018 Chevrolet Camaro 1LS

Elkhart, IN

UnscoredInsufficient · 3
$12,500106,675 mi

Comparison: 3 similar vehicles

Elkhart, IN

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

Springfield, MI

UnscoredInsufficient · 0
$12,773101,668 mi

Springfield, 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

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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