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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

3,714 listings found

2012 Chevrolet Malibu 1LT

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

2012 Chevrolet Malibu 1LT

Mishawaka, IN

UnscoredRobust · 57
$1,650208,843 mi

Comparison: 57 similar vehicles

Mishawaka, IN

2005 Saturn ION 2

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

2005 Saturn ION 2

Elkhart, IN

UnscoredInsufficient · 0
$1,776186,561 mi

Elkhart, IN

2008 Dodge Avenger SE

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

2008 Dodge Avenger SE

Elkhart, IN

UnscoredLimited · 5
$1,878206,909 mi

Comparison: 5 similar vehicles

Elkhart, IN

2012 Dodge Avenger SE

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

2012 Dodge Avenger SE

Mishawaka, IN

UnscoredLimited · 9
$1,995230,793 mi

Comparison: 9 similar vehicles

Mishawaka, IN

2011 Dodge Avenger Mainstreet

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

2011 Dodge Avenger Mainstreet

Mishawaka, IN

UnscoredLimited · 8
$1,995204,993 mi

Comparison: 8 similar vehicles

Mishawaka, IN

2005 Ford Taurus SE

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

2005 Ford Taurus SE

Mishawaka, IN

UnscoredInsufficient · 0
$1,995180,083 mi

Mishawaka, IN

2007 Chrysler Sebring Touring

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

2007 Chrysler Sebring Touring

Mishawaka, IN

UnscoredInsufficient · 4
$2,195226,723 mi

Comparison: 4 similar vehicles

Mishawaka, IN

2013 Chevrolet Malibu 2LT

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

2013 Chevrolet Malibu 2LT

Mishawaka, IN

UnscoredModerate · 26
$2,450247,173 mi

Comparison: 26 similar vehicles

Mishawaka, IN

No Photo

2004 Chevrolet Malibu LT

Plainwell, MI

UnscoredLimited · 10
$2,495Mileage not verified

Comparison: 10 similar vehicles

Plainwell, MI

2001 Chevrolet Impala base

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

2001 Chevrolet Impala base

Elkhart, IN

UnscoredInsufficient · 0
$2,495Mileage not verified

Elkhart, IN

2009 Honda Accord LX-P

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

2009 Honda Accord LX-P

Mishawaka, IN

UnscoredLimited · 17
$2,500209,553 mi

Comparison: 17 similar vehicles

Mishawaka, IN

2008 Chevrolet Malibu LT

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

2008 Chevrolet Malibu LT

LaGrange, IN

UnscoredLimited · 19
$2,500199,800 mi

Comparison: 19 similar vehicles

LaGrange, IN

2008 Pontiac Grand Prix GP

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

2008 Pontiac Grand Prix GP

Grand Rapids, MI

UnscoredLimited · 10
$2,500239,995 mi

Comparison: 10 similar vehicles

Grand Rapids, MI

2012 Chevrolet Malibu 1LT

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

2012 Chevrolet Malibu 1LT

Mishawaka, IN

UnscoredRobust · 57
$2,599195,963 mi

Comparison: 57 similar vehicles

Mishawaka, IN

2001 Nissan Maxima SE

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

2001 Nissan Maxima SE

Elkhart, IN

UnscoredInsufficient · 0
$2,800175,000 mi

Elkhart, IN

2012 Lincoln MKZ Base

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

2012 Lincoln MKZ Base

Hudsonville, MI

UnscoredLimited · 8
$2,814164,484 mi

Comparison: 8 similar vehicles

Hudsonville, MI

2003 Ford Taurus SES Deluxe

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

2003 Ford Taurus SES Deluxe

Elkhart, IN

UnscoredInsufficient · 0
$2,895144,000 mi

Elkhart, IN

2007 Chevrolet Malibu LS

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

2007 Chevrolet Malibu LS

Elkhart, IN

UnscoredLimited · 7
$2,950110,938 mi

Comparison: 7 similar vehicles

Elkhart, IN

2011 Chevrolet Impala 2FL

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

2011 Chevrolet Impala 2FL

Grand Rapids, MI

UnscoredModerate · 39
$2,995232,675 mi

Comparison: 39 similar vehicles

Grand Rapids, MI

2009 Chevrolet Impala LT

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

2009 Chevrolet Impala LT

Grand Rapids, MI

UnscoredModerate · 34
$2,995179,421 mi

Comparison: 34 similar vehicles

Grand Rapids, MI

2008 Dodge Avenger SE

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

2008 Dodge Avenger SE

Mishawaka, IN

UnscoredLimited · 5
$2,995Mileage not verified

Comparison: 5 similar vehicles

Mishawaka, IN

No Photo

2008 Pontiac G6 1SV

Mishawaka, IN

UnscoredLimited · 8
$2,995200,000 mi

Comparison: 8 similar vehicles

Mishawaka, IN

2008 Saturn Aura XE

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

2008 Saturn Aura XE

Mishawaka, IN

UnscoredModerate · 31
$2,995158,000 mi

Comparison: 31 similar vehicles

Mishawaka, IN

2008 Volkswagen Jetta S

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

2008 Volkswagen Jetta S

Kentwood, MI

UnscoredInsufficient · 0
$2,995190,000 mi

Kentwood, MI

2007 Saturn Aura XE

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

2007 Saturn Aura XE

Grand Rapids, MI

UnscoredInsufficient · 3
$2,995175,970 mi

Comparison: 3 similar vehicles

Grand Rapids, MI

2005 Chevrolet Impala Base

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

2005 Chevrolet Impala Base

Elkhart, IN

UnscoredLimited · 5
$2,995125,780 mi

Comparison: 5 similar vehicles

Elkhart, IN

2004 Dodge Stratus SXT

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

2004 Dodge Stratus SXT

Elkhart, IN

UnscoredInsufficient · 3
$2,995188,813 mi

Comparison: 3 similar vehicles

Elkhart, IN

2004 Ford Taurus SEL

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

2004 Ford Taurus SEL

Elkhart, IN

UnscoredInsufficient · 0
$2,995181,600 mi

Elkhart, IN

2002 Volvo S80 2.9 A SR

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

2002 Volvo S80 2.9 A SR

Mishawaka, IN

UnscoredInsufficient · 0
$2,995152,923 mi

Mishawaka, IN

2008 Chevrolet Impala LTZ

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

2008 Chevrolet Impala LTZ

Mishawaka, IN

UnscoredLimited · 7
$2,999142,012 mi

Comparison: 7 similar vehicles

Mishawaka, IN

2014 Ford Fusion SE

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

2014 Ford Fusion SE

Elkhart, IN

UnscoredLimited · 6
$3,000234,731 mi

Comparison: 6 similar vehicles

Elkhart, IN

2011 Chevrolet Impala 2FL

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

2011 Chevrolet Impala 2FL

South Bend, IN

UnscoredInsufficient · 3
$3,000173,855 mi

Comparison: 3 similar vehicles

South Bend, IN

2011 Lincoln MKZ Base

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

2011 Lincoln MKZ Base

Kalamazoo, MI

UnscoredLimited · 9
$3,000248,715 mi

Comparison: 9 similar vehicles

Kalamazoo, MI

2009 Chevrolet Malibu 1LS

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

2009 Chevrolet Malibu 1LS

Grand Rapids, MI

UnscoredLimited · 7
$3,000240,152 mi

Comparison: 7 similar vehicles

Grand Rapids, MI

2007 Volvo S60 2.5T

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

2007 Volvo S60 2.5T

Elkhart, IN

UnscoredInsufficient · 0
$3,000175,900 mi

Elkhart, IN

2006 Toyota Corolla S

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

2006 Toyota Corolla S

Grand Rapids, MI

UnscoredInsufficient · 0
$3,150217,759 mi

Grand Rapids, MI

2004 Chevrolet Cavalier Base

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

2004 Chevrolet Cavalier Base

Grand Rapids, MI

UnscoredInsufficient · 0
$3,150101,606 mi

Grand Rapids, MI

2008 Volvo S60 2.5T

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

2008 Volvo S60 2.5T

Elkhart, IN

UnscoredInsufficient · 0
$3,200154,740 mi

Elkhart, IN

2010 Dodge Charger SXT

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

2010 Dodge Charger SXT

Hudsonville, MI

Fair PriceLimited · 18
$3,214Mileage not verified

Market: $2,100 – $8,376

Comparison: 18 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 6 days listed (based on current market benchmarks)

Hudsonville, MI

2013 Dodge Avenger SE

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

2013 Dodge Avenger SE

Elkhart, IN

UnscoredInsufficient · 3
$3,245125,377 mi

Comparison: 3 similar vehicles

Elkhart, IN

2008 Chevrolet Impala LT

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

2008 Chevrolet Impala LT

Grand Rapids, MI

UnscoredRobust · 77
$3,295221,059 mi

Comparison: 77 similar vehicles

Grand Rapids, MI

2015 Chevrolet Sonic LT

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

2015 Chevrolet Sonic LT

Mishawaka, IN

UnscoredModerate · 45
$3,299202,503 mi

Comparison: 45 similar vehicles

Mishawaka, IN

2006 Chrysler 300 Touring

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

2006 Chrysler 300 Touring

Grand Rapids, MI

UnscoredLimited · 9
$3,314Mileage not verified

Comparison: 9 similar vehicles

Grand Rapids, MI

2002 Mitsubishi Galant ES

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

2002 Mitsubishi Galant ES

Grand Rapids, MI

UnscoredInsufficient · 0
$3,314128,195 mi

Grand Rapids, MI

2006 Volvo S60 2.5T

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

2006 Volvo S60 2.5T

Elkhart, IN

UnscoredInsufficient · 0
$3,400127,630 mi

Elkhart, IN

2004 Chevrolet Malibu LS

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

2004 Chevrolet Malibu LS

Mishawaka, IN

UnscoredInsufficient · 0
$3,450112,826 mi

Mishawaka, IN

2009 Hyundai Sonata GLS

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

2009 Hyundai Sonata GLS

Grand Rapids, MI

UnscoredModerate · 20
$3,495177,048 mi

Comparison: 20 similar vehicles

Grand Rapids, MI

2008 Mercury Sable Premier

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

2008 Mercury Sable Premier

Grandville, MI

UnscoredLimited · 10
$3,495171,205 mi

Comparison: 10 similar vehicles

Grandville, MI

2016 Ford Focus SE

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

2016 Ford Focus SE

Elkhart, IN

Fair PriceRobust · 94
$3,500Mileage not verified

Market: $1,800 – $14,350

Comparison: 94 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 Focus SE

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

2014 Ford Focus SE

Grand Rapids, MI

UnscoredLimited · 15
$3,500208,008 mi

Comparison: 15 similar vehicles

Grand Rapids, MI

You can page through the first 500 listings. Add a filter, such as a ZIP code, price or year, to see others.

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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