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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 17, 2026

5.9M+

Unique vehicles analyzed

as of October 16, 2026

57,000+

US dealerships

Daily

Data pipeline

Comparable

Market-evidence analysis

3.2M new·2.8M used·Listings processed daily

Or explore the market

14,444 listings found

No Photo

2008 Nissan Rogue S

Indianapolis, IN

UnscoredInsufficient · 3
$1,350232,878 mi

Comparison: 3 similar vehicles

Indianapolis, IN

2003 Dodge Durango

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

2003 Dodge Durango

Westville, IL

UnscoredInsufficient · 0
$1,499123,418 mi

Westville, IL

2005 Chevrolet TrailBlazer LS

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

2005 Chevrolet TrailBlazer LS

Lafayette, IN

UnscoredLimited · 11
$2,000203,612 mi

Comparison: 11 similar vehicles

Lafayette, IN

1999 Jeep Grand Cherokee LAREDO

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

1999 Jeep Grand Cherokee LAREDO

Lafayette, IN

UnscoredInsufficient · 0
$2,000198,858 mi

Lafayette, IN

2005 Dodge Grand Caravan SXT

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

2005 Dodge Grand Caravan SXT

Lebanon, IN

UnscoredInsufficient · 0
$2,036243,409 mi

Lebanon, IN

2006 Ford Focus ZX4 SE

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

2006 Ford Focus ZX4 SE

Attica, IN

UnscoredInsufficient · 0
$2,195191,383 mi

Attica, IN

2005 Saturn ION 1

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

2005 Saturn ION 1

Attica, IN

UnscoredInsufficient · 0
$2,295160,065 mi

Attica, IN

2008 INFINITI M 35

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

2008 INFINITI M 35

Lebanon, IN

UnscoredLimited · 8
$2,412200,000 mi

Comparison: 8 similar vehicles

Lebanon, IN

2010 Honda Civic LX

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

2010 Honda Civic LX

Brownsburg, IN

UnscoredModerate · 24
$2,490263,211 mi

Comparison: 24 similar vehicles

Brownsburg, IN

2005 INFINITI G35 Coupe Base

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

2005 INFINITI G35 Coupe Base

Indianapolis, IN

UnscoredInsufficient · 0
$2,495208,000 mi

Indianapolis, IN

1998 Honda Civic LX

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

1998 Honda Civic LX

Indianapolis, IN

UnscoredInsufficient · 3
$2,495199,873 mi

Comparison: 3 similar vehicles

Indianapolis, IN

2007 Chevrolet Cobalt LS

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

2007 Chevrolet Cobalt LS

West Lafayette, IN

UnscoredInsufficient · 4
$2,500231,647 mi

Comparison: 4 similar vehicles

West Lafayette, IN

2006 Ford Explorer Eddie Bauer

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

2006 Ford Explorer Eddie Bauer

Indianapolis, IN

UnscoredInsufficient · 0
$2,500157,655 mi

Indianapolis, IN

2003 Chevrolet Suburban LS

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

2003 Chevrolet Suburban LS

Indianapolis, IN

UnscoredLimited · 5
$2,562394,885 mi

Comparison: 5 similar vehicles

Indianapolis, IN

2011 Ford Fusion SEL

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

2011 Ford Fusion SEL

Attica, IN

UnscoredModerate · 22
$2,695209,779 mi

Comparison: 22 similar vehicles

Attica, IN

2014 Ford Focus SE

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

2014 Ford Focus SE

Crawfordsville, IN

Salvage title
$2,700Mileage not verified

Crawfordsville, IN

2010 Volkswagen Jetta SportWagen S

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

2010 Volkswagen Jetta SportWagen S

Indianapolis, IN

UnscoredInsufficient · 0
$2,700159,588 mi

Indianapolis, IN

2016 Chevrolet Cruze LT

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

2016 Chevrolet Cruze LT

Frankfort, IN

UnscoredLimited · 6
$2,752194,206 mi

Comparison: 6 similar vehicles

Frankfort, IN

2008 Chevrolet Impala LT

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

2008 Chevrolet Impala LT

Indianapolis, IN

UnscoredModerate · 35
$2,795133,000 mi

Comparison: 35 similar vehicles

Indianapolis, IN

2009 Kia Sorento LX

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

2009 Kia Sorento LX

Indianapolis, IN

UnscoredInsufficient · 0
$2,872231,525 mi

Indianapolis, IN

2003 Mercedes-Benz M-Class ML350

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

2003 Mercedes-Benz M-Class ML350

Indianapolis, IN

UnscoredInsufficient · 0
$2,895172,000 mi

Indianapolis, IN

2015 Nissan Altima S

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

2015 Nissan Altima S

Romney, IN

UnscoredRobust · 84
$2,900Mileage not verified

Comparison: 84 similar vehicles

Romney, IN

2013 Kia Soul +

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

2013 Kia Soul +

Lafayette, IN

UnscoredModerate · 36
$2,900175,063 mi

Comparison: 36 similar vehicles

Lafayette, IN

2001 Chrysler PT Cruiser Base

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

2001 Chrysler PT Cruiser Base

Romney, IN

UnscoredLimited · 5
$2,900Mileage not verified

Comparison: 5 similar vehicles

Romney, IN

2007 Hyundai Santa Fe GLS

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

2007 Hyundai Santa Fe GLS

Frankfort, IN

UnscoredLimited · 8
$2,988244,102 mi

Comparison: 8 similar vehicles

Frankfort, IN

2003 Jeep Grand Cherokee LAREDO

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

2003 Jeep Grand Cherokee LAREDO

Frankfort, IN

UnscoredLimited · 7
$2,988225,311 mi

Comparison: 7 similar vehicles

Frankfort, IN

2012 Chevrolet Equinox 1LT

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

2012 Chevrolet Equinox 1LT

Brownsburg, IN

UnscoredLimited · 10
$2,990171,900 mi

Comparison: 10 similar vehicles

Brownsburg, IN

2002 Cadillac DeVille DTS

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

2002 Cadillac DeVille DTS

Indianapolis, IN

UnscoredInsufficient · 0
$2,995156,791 mi

Indianapolis, IN

2012 Chevrolet Malibu 1LS

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

2012 Chevrolet Malibu 1LS

Indianapolis, IN

UnscoredInsufficient · 3
$2,999177,000 mi

Comparison: 3 similar vehicles

Indianapolis, IN

1997 Dodge Ram Pickup LT

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

1997 Dodge Ram Pickup LT

Westville, IL

UnscoredInsufficient · 3
$2,999194,864 mi

Comparison: 3 similar vehicles

Westville, IL

2004 Lexus RX 330

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

2004 Lexus RX 330

Tilton, IL

UnscoredModerate · 21
$3,000189,352 mi

Comparison: 21 similar vehicles

Tilton, IL

2000 Dodge Dakota SPORT

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

2000 Dodge Dakota SPORT

Lafayette, IN

UnscoredInsufficient · 0
$3,000170,449 mi

Lafayette, IN

2004 Oldsmobile Silhouette GL

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

2004 Oldsmobile Silhouette GL

Indianapolis, IN

UnscoredInsufficient · 0
$3,012237,964 mi

Indianapolis, IN

2007 Ford Focus ZX4 S

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

2007 Ford Focus ZX4 S

Lafayette, IN

UnscoredInsufficient · 4
$3,085253,748 mi

Comparison: 4 similar vehicles

Lafayette, IN

2008 Suzuki XL7 Luxury

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

2008 Suzuki XL7 Luxury

Indianapolis, IN

UnscoredInsufficient · 0
$3,200145,985 mi

Indianapolis, IN

2012 Chrysler 200 Limited

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

2012 Chrysler 200 Limited

Indianapolis, IN

UnscoredLimited · 19
$3,292162,000 mi

Comparison: 19 similar vehicles

Indianapolis, IN

2009 Kia Sedona Base

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

2009 Kia Sedona Base

Attica, IN

UnscoredInsufficient · 3
$3,295288,133 mi

Comparison: 3 similar vehicles

Attica, IN

2005 Hyundai Elantra GLS

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

2005 Hyundai Elantra GLS

Rockville, IN

UnscoredInsufficient · 4
$3,295179,262 mi

Comparison: 4 similar vehicles

Rockville, IN

2010 Ford Explorer Eddie Bauer

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

2010 Ford Explorer Eddie Bauer

Rockville, IN

UnscoredLimited · 6
$3,399164,427 mi

Comparison: 6 similar vehicles

Rockville, IN

2011 Ford Fusion SE

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

2011 Ford Fusion SE

Lafayette, IN

UnscoredModerate · 39
$3,400186,800 mi

Comparison: 39 similar vehicles

Lafayette, IN

2003 Honda Accord EX

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

2003 Honda Accord EX

Indianapolis, IN

UnscoredLimited · 14
$3,400162,420 mi

Comparison: 14 similar vehicles

Indianapolis, IN

2016 Buick Encore Base

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

2016 Buick Encore Base

Indianapolis, IN

UnscoredLimited · 12
$3,495171,713 mi

Comparison: 12 similar vehicles

Indianapolis, IN

2006 Mercedes-Benz E-Class E350

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

2006 Mercedes-Benz E-Class E350

Kokomo, IN

UnscoredLimited · 9
$3,495Mileage not verified

Comparison: 9 similar vehicles

Kokomo, IN

2006 Volvo XC70

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

2006 Volvo XC70

Indianapolis, IN

UnscoredInsufficient · 0
$3,495142,816 mi

Indianapolis, IN

2003 BMW 3 Series 325

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

2003 BMW 3 Series 325

Indianapolis, IN

UnscoredInsufficient · 3
$3,495125,000 mi

Comparison: 3 similar vehicles

Indianapolis, IN

2012 Nissan Altima S

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

2012 Nissan Altima S

Westville, IL

UnscoredRobust · 118
$3,499175,340 mi

Comparison: 118 similar vehicles

Westville, IL

2007 Cadillac CTS 2.8

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

2007 Cadillac CTS 2.8

Lafayette, IN

UnscoredInsufficient · 0
$3,499100,347 mi

Lafayette, IN

1995 Ford Econoline

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

1995 Ford Econoline

Frankfort, IN

UnscoredInsufficient · 0
$3,499150,150 mi

Frankfort, IN

2016 Dodge Grand Caravan R/T

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

2016 Dodge Grand Caravan R/T

Westfield, IN

UnscoredLimited · 5
$3,500207,589 mi

Comparison: 5 similar vehicles

Westfield, IN

2015 Ford Explorer Base

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

2015 Ford Explorer Base

Indianapolis, IN

UnscoredModerate · 26
$3,500235,504 mi

Comparison: 26 similar vehicles

Indianapolis, IN

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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