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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 25, 2026

6M+

Unique vehicles analyzed

as of October 25, 2026

56,000+

US dealerships

Daily

Data pipeline

Comparable

Market-evidence analysis

3.3M new·2.8M used·Listings processed daily

Or explore the market

245 listings found

2011 Subaru Outback I Premium

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

2011 Subaru Outback I Premium

Tipp City, OH

UnscoredLimited · 17
$3,490166,785 mi

Comparison: 17 similar vehicles

Tipp City, OH

2010 Subaru Impreza 2.5i Premium

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

2010 Subaru Impreza 2.5i Premium

Tipp City, OH

UnscoredLimited · 5
$3,490163,517 mi

Comparison: 5 similar vehicles

Tipp City, OH

2011 Dodge Nitro Heat

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

2011 Dodge Nitro Heat

Tipp City, OH

UnscoredLimited · 5
$3,990160,184 mi

Comparison: 5 similar vehicles

Tipp City, OH

2008 BMW 6 Series 650i

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

2008 BMW 6 Series 650i

Tipp City, OH

UnscoredInsufficient · 0
$4,490119,000 mi

Tipp City, OH

2016 Chevrolet Cruze Limited LS

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

2016 Chevrolet Cruze Limited LS

Tipp City, OH

UnscoredInsufficient · 4
$4,900165,843 mi

Comparison: 4 similar vehicles

Tipp City, OH

2016 Ford Fiesta SE

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

2016 Ford Fiesta SE

Tipp City, OH

UnscoredModerate · 22
$4,900140,248 mi

Comparison: 22 similar vehicles

Tipp City, OH

2011 Nissan Quest LE

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

2011 Nissan Quest LE

Tipp City, OH

UnscoredInsufficient · 0
$4,900217,408 mi

Tipp City, OH

2010 Chevrolet Equinox 2LT

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

2010 Chevrolet Equinox 2LT

Tipp City, OH

UnscoredLimited · 5
$4,900164,025 mi

Comparison: 5 similar vehicles

Tipp City, OH

2005 Chevrolet TrailBlazer LS

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

2005 Chevrolet TrailBlazer LS

Tipp City, OH

OverpricedLimited · 16
$4,900150,619 mi

Market: $1,750 – $4,400

Comparison: 16 similar vehicles

Priced ~11% above the typical market range for similar vehicles (based on current market benchmarks)

Tipp City, OH

2003 Cadillac Escalade Base

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

2003 Cadillac Escalade Base

Tipp City, OH

UnscoredInsufficient · 0
$4,900219,600 mi

Tipp City, OH

2014 Subaru Legacy 2.5i Premium

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

2014 Subaru Legacy 2.5i Premium

Tipp City, OH

UnscoredInsufficient · 4
$5,490139,666 mi

Comparison: 4 similar vehicles

Tipp City, OH

2011 Ford F-150 XLT

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

2011 Ford F-150 XLT

Tipp City, OH

UnscoredLimited · 9
$5,490Mileage not verified

Comparison: 9 similar vehicles

Tipp City, OH

2015 Buick Encore Leather

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

2015 Buick Encore Leather

Tipp City, OH

UnscoredModerate · 41
$5,600162,761 mi

Comparison: 41 similar vehicles

Tipp City, OH

2013 Nissan Altima Sedan SV

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

2013 Nissan Altima Sedan SV

Tipp City, OH

UnscoredInsufficient · 4
$5,790135,227 mi

Comparison: 4 similar vehicles

Tipp City, OH

2012 Ford Focus SE

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

2012 Ford Focus SE

Tipp City, OH

Fair PriceLimited · 10
$5,900109,770 mi

Market: $4,988 – $8,999

Comparison: 10 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 43 days listed (based on current market benchmarks)

Tipp City, OH

2012 Volkswagen Jetta TDI

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

2012 Volkswagen Jetta TDI

Tipp City, OH

UnscoredInsufficient · 0
$5,900159,829 mi

Tipp City, OH

2013 Subaru Legacy I Limited

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

2013 Subaru Legacy I Limited

Tipp City, OH

UnscoredLimited · 5
$5,990131,911 mi

Comparison: 5 similar vehicles

Tipp City, OH

2016 Nissan Altima S

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

2016 Nissan Altima S

Tipp City, OH

UnscoredRobust · 74
$6,490126,511 mi

Comparison: 74 similar vehicles

Tipp City, OH

2015 Volkswagen Passat SE

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

2015 Volkswagen Passat SE

Tipp City, OH

UnscoredModerate · 21
$6,490147,785 mi

Comparison: 21 similar vehicles

Tipp City, OH

2013 Subaru Legacy I Premium

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

2013 Subaru Legacy I Premium

Tipp City, OH

UnscoredModerate · 32
$6,490147,120 mi

Comparison: 32 similar vehicles

Tipp City, OH

2013 Ford Explorer XLT

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

2013 Ford Explorer XLT

Tipp City, OH

UnscoredLimited · 8
$6,900190,703 mi

Comparison: 8 similar vehicles

Tipp City, OH

2013 Ford Edge SEL

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

2013 Ford Edge SEL

Tipp City, OH

UnscoredLimited · 9
$6,900154,287 mi

Comparison: 9 similar vehicles

Tipp City, OH

2012 Kia Optima LX

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

2012 Kia Optima LX

Tipp City, OH

UnscoredLimited · 7
$6,900127,783 mi

Comparison: 7 similar vehicles

Tipp City, OH

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

Tipp City, OH

UnscoredRobust · 85
$6,900161,182 mi

Comparison: 85 similar vehicles

Tipp City, OH

2008 Pontiac G8 Base

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

2008 Pontiac G8 Base

Tipp City, OH

UnscoredInsufficient · 4
$6,900172,904 mi

Comparison: 4 similar vehicles

Tipp City, OH

1996 BMW Z3

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

1996 BMW Z3

Tipp City, OH

UnscoredInsufficient · 0
$6,90098,617 mi

Tipp City, OH

2018 Nissan Murano SV

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

2018 Nissan Murano SV

Tipp City, OH

UnscoredModerate · 20
$6,990144,012 mi

Comparison: 20 similar vehicles

Tipp City, OH

2015 Nissan Rogue SV

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

2015 Nissan Rogue SV

Tipp City, OH

UnscoredInsufficient · 3
$6,990146,184 mi

Comparison: 3 similar vehicles

Tipp City, OH

2011 Ford F-150 XLT

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

2011 Ford F-150 XLT

Tipp City, OH

UnscoredLimited · 9
$6,990148,310 mi

Comparison: 9 similar vehicles

Tipp City, OH

2014 Ford F-150 XLT

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

2014 Ford F-150 XLT

Tipp City, OH

UnscoredLimited · 11
$7,490171,235 mi

Comparison: 11 similar vehicles

Tipp City, OH

2011 Chevrolet Tahoe LT

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

2011 Chevrolet Tahoe LT

Tipp City, OH

UnscoredModerate · 24
$7,500193,446 mi

Comparison: 24 similar vehicles

Tipp City, OH

2007 Chevrolet Silverado 1500 1LT

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

2007 Chevrolet Silverado 1500 1LT

Tipp City, OH

UnscoredModerate · 22
$7,500202,386 mi

Comparison: 22 similar vehicles

Tipp City, OH

2011 Mercedes-Benz E-Class E350

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

2011 Mercedes-Benz E-Class E350

Tipp City, OH

UnscoredInsufficient · 0
$7,790136,500 mi

Tipp City, OH

2014 Volkswagen Passat SE

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

2014 Volkswagen Passat SE

Tipp City, OH

Fair PriceModerate · 20
$7,90088,504 mi

Market: $4,000 – $11,990

Comparison: 20 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 81 days listed (based on current market benchmarks)

Tipp City, OH

2009 Dodge Ram 1500 Pickup Sport

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

2009 Dodge Ram 1500 Pickup Sport

Tipp City, OH

UnscoredInsufficient · 0
$7,900216,161 mi

Tipp City, OH

2004 Ford F-250 Super Duty XL

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

2004 Ford F-250 Super Duty XL

Tipp City, OH

UnscoredLimited · 10
$7,900181,146 mi

Comparison: 10 similar vehicles

Tipp City, OH

No Photo

2003 Dodge Ram 3500 Pickup ST

Tipp City, OH

UnscoredInsufficient · 4
$8,000242,844 mi

Comparison: 4 similar vehicles

Tipp City, OH

2017 Hyundai Elantra Limited

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

2017 Hyundai Elantra Limited

Tipp City, OH

UnscoredInsufficient · 4
$8,400125,614 mi

Comparison: 4 similar vehicles

Tipp City, OH

2018 Hyundai Sonata SEL

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

2018 Hyundai Sonata SEL

Tipp City, OH

Great DealLimited · 19
$8,490115,511 mi

Market: $9,795 – $17,093

Comparison: 19 similar vehicles

Competitively priced ~13% below the typical range compared to similar vehicles · 48 days listed (based on current market benchmarks)

Tipp City, OH

2017 Nissan NV Cargo S

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

2017 Nissan NV Cargo S

Tipp City, OH

UnscoredInsufficient · 0
$8,490166,792 mi

Tipp City, OH

2017 Lincoln MKC Select

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

2017 Lincoln MKC Select

Tipp City, OH

UnscoredInsufficient · 4
$8,490115,538 mi

Comparison: 4 similar vehicles

Tipp City, OH

2011 Chevrolet Silverado 1500 LT

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

2011 Chevrolet Silverado 1500 LT

Tipp City, OH

UnscoredLimited · 6
$8,500218,436 mi

Comparison: 6 similar vehicles

Tipp City, OH

2014 RAM 1500 Pickup Laramie

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

2014 RAM 1500 Pickup Laramie

Tipp City, OH

UnscoredModerate · 32
$8,700229,651 mi

Comparison: 32 similar vehicles

Tipp City, OH

2020 Hyundai Kona SEL

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

2020 Hyundai Kona SEL

Tipp City, OH

UnscoredRobust · 51
$8,900125,054 mi

Comparison: 51 similar vehicles

Tipp City, OH

2014 Mercedes-Benz GL-Class GL450

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

2014 Mercedes-Benz GL-Class GL450

Tipp City, OH

Fair PriceModerate · 23
$8,900113,320 mi

Market: $5,988 – $18,800

Comparison: 23 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 862 days listed (based on current market benchmarks)

Tipp City, OH

2013 BMW 3 Series 335i

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

2013 BMW 3 Series 335i

Tipp City, OH

UnscoredLimited · 8
$8,900166,897 mi

Comparison: 8 similar vehicles

Tipp City, OH

2009 Ford F-150 Lariat

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

2009 Ford F-150 Lariat

Tipp City, OH

UnscoredInsufficient · 0
$8,900178,727 mi

Tipp City, OH

2019 Buick Encore Preferred

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

2019 Buick Encore Preferred

Tipp City, OH

UnscoredInsufficient · 3
$8,990124,724 mi

Comparison: 3 similar vehicles

Tipp City, OH

2016 Buick Enclave Leather

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

2016 Buick Enclave Leather

Tipp City, OH

UnscoredRobust · 64
$8,990150,575 mi

Comparison: 64 similar vehicles

Tipp City, OH

2014 Ford Edge SEL

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

2014 Ford Edge SEL

Tipp City, OH

Fair PriceRobust · 65
$10,33996,889 mi

Market: $3,500 – $11,995

Comparison: 65 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 7 days listed (based on current market benchmarks)

Tipp City, OH

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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