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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 30, 2026

6M+

Unique vehicles analyzed

as of October 29, 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

138 listings found

1998 Saturn S-Series Base

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

1998 Saturn S-Series Base

Cary, IL

UnscoredInsufficient · 0
$6,212Mileage not verified

Cary, IL

2016 Ford Escape SE

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

2016 Ford Escape SE

Cary, IL

Unscored
$6,799129,358 mi

Comparison: 40 similar vehicles

Cary, IL

2014 Volkswagen Jetta SE

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

2014 Volkswagen Jetta SE

Cary, IL

Fair PriceLimited · 13
$6,799119,851 mi

Market: $4,999 – $9,495

Comparison: 13 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 22 days listed (based on current market benchmarks)

Cary, IL

2013 Volkswagen CC R-Line

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

2013 Volkswagen CC R-Line

Cary, IL

Unscored
$7,199110,742 mi

Comparison: 8 similar vehicles

Cary, IL

2014 Volkswagen Passat SEL Premium

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

2014 Volkswagen Passat SEL Premium

Cary, IL

UnscoredInsufficient · 4
$7,499126,770 mi

Comparison: 4 similar vehicles

Cary, IL

2015 Volkswagen CC Sport

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

2015 Volkswagen CC Sport

Cary, IL

UnscoredInsufficient · 0
$7,799127,215 mi

Cary, IL

2012 Volkswagen Eos Komfort

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

2012 Volkswagen Eos Komfort

Cary, IL

UnscoredInsufficient · 3
$7,99999,027 mi

Comparison: 3 similar vehicles

Cary, IL

2017 Audi A4 Premium

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

2017 Audi A4 Premium

Cary, IL

Unscored
$8,212Mileage not verified

Comparison: 7 similar vehicles

Cary, IL

2013 Volkswagen CC Luxury

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

2013 Volkswagen CC Luxury

Cary, IL

UnscoredInsufficient · 4
$8,212Mileage not verified

Comparison: 4 similar vehicles

Cary, IL

2007 Mercedes-Benz E-Class E550

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

2007 Mercedes-Benz E-Class E550

Cary, IL

UnscoredInsufficient · 0
$8,212Mileage not verified

Cary, IL

2014 Ford Edge SEL

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

2014 Ford Edge SEL

Cary, IL

Unscored
$8,499124,040 mi

Comparison: 12 similar vehicles

Cary, IL

2014 Audi allroad Premium

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

2014 Audi allroad Premium

Cary, IL

UnscoredInsufficient · 3
$8,499137,272 mi

Comparison: 3 similar vehicles

Cary, IL

2019 Volkswagen Tiguan S

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

2019 Volkswagen Tiguan S

Cary, IL

Unscored
$8,699145,155 mi

Comparison: 6 similar vehicles

Cary, IL

2014 BMW 3 Series 328i

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

2014 BMW 3 Series 328i

Cary, IL

Unscored
$8,999110,316 mi

Comparison: 5 similar vehicles

Cary, IL

2017 Volkswagen Passat SE

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

2017 Volkswagen Passat SE

Cary, IL

UnscoredInsufficient · 4
$9,999115,818 mi

Comparison: 4 similar vehicles

Cary, IL

2016 Volvo XC60 Premier

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

2016 Volvo XC60 Premier

Cary, IL

Unscored
$9,999117,244 mi

Comparison: 8 similar vehicles

Cary, IL

2015 Volkswagen Touareg Sport

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

2015 Volkswagen Touareg Sport

Cary, IL

UnscoredInsufficient · 0
$9,999135,614 mi

Cary, IL

2013 Audi A5 Premium

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

2013 Audi A5 Premium

Cary, IL

Unscored
$9,999116,360 mi

Comparison: 5 similar vehicles

Cary, IL

2012 Volkswagen Jetta GLI Autobahn

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

2012 Volkswagen Jetta GLI Autobahn

Cary, IL

UnscoredInsufficient · 0
$9,99981,257 mi

Cary, IL

2008 Volvo VN

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

2008 Volvo VN

Cary, IL

UnscoredInsufficient · 0
$10,212Mileage not verified

Cary, IL

1999 Mercedes-Benz E-Class Base

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

1999 Mercedes-Benz E-Class Base

Cary, IL

UnscoredInsufficient · 4
$10,212Mileage not verified

Comparison: 4 similar vehicles

Cary, IL

2014 Toyota Sienna Limited

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

2014 Toyota Sienna Limited

Cary, IL

Unscored
$10,899188,405 mi

Comparison: 5 similar vehicles

Cary, IL

2014 Mercedes-Benz M-Class ML350

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

2014 Mercedes-Benz M-Class ML350

Cary, IL

Fair PriceLimited · 10
$10,999114,427 mi

Market: $7,600 – $14,667

Comparison: 10 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 111 days listed (based on current market benchmarks)

Cary, IL

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

Cary, IL

Unscored
$10,999114,560 mi

Comparison: 6 similar vehicles

Cary, IL

2002 Jaguar XK Series XK8 Convertible

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

2002 Jaguar XK Series XK8 Convertible

Cary, IL

UnscoredInsufficient · 0
$11,212Mileage not verified

Cary, IL

2014 Mazda MAZDA6 i Touring

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

2014 Mazda MAZDA6 i Touring

Cary, IL

UnscoredInsufficient · 3
$11,299109,084 mi

Comparison: 3 similar vehicles

Cary, IL

2020 Hyundai Tucson SE

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

2020 Hyundai Tucson SE

Cary, IL

Unscored
$11,499125,087 mi

Comparison: 18 similar vehicles

Cary, IL

2013 Volkswagen Beetle 2.0

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

2013 Volkswagen Beetle 2.0

Cary, IL

Unscored
$11,49981,854 mi

Comparison: 8 similar vehicles

Cary, IL

2003 Ford Thunderbird Deluxe

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

2003 Ford Thunderbird Deluxe

Cary, IL

Unscored
$12,212Mileage not verified

Comparison: 7 similar vehicles

Cary, IL

2013 Mazda CX-5 Grand Touring

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

2013 Mazda CX-5 Grand Touring

Cary, IL

UnscoredInsufficient · 4
$12,99994,127 mi

Comparison: 4 similar vehicles

Cary, IL

2004 Chrysler Crossfire Base

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

2004 Chrysler Crossfire Base

Cary, IL

Unscored
$13,212Mileage not verified

Comparison: 9 similar vehicles

Cary, IL

2001 Audi TT Base

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

2001 Audi TT Base

Cary, IL

UnscoredInsufficient · 0
$13,212Mileage not verified

Cary, IL

1993 Cadillac Eldorado

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

1993 Cadillac Eldorado

Cary, IL

UnscoredInsufficient · 0
$13,212Mileage not verified

Cary, IL

2016 Toyota Camry XLE

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

2016 Toyota Camry XLE

Cary, IL

UnscoredInsufficient · 4
$13,999130,928 mi

Comparison: 4 similar vehicles

Cary, IL

2014 GMC Savana Cargo Work Van

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

2014 GMC Savana Cargo Work Van

Cary, IL

UnscoredInsufficient · 3
$13,999104,666 mi

Comparison: 3 similar vehicles

Cary, IL

2016 Toyota RAV4 Limited

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

2016 Toyota RAV4 Limited

Cary, IL

Unscored
$14,499181,135 mi

Comparison: 11 similar vehicles

Cary, IL

2021 Audi Q3 S Line Premium

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

2021 Audi Q3 S Line Premium

Cary, IL

Unscored
$14,999124,618 mi

Comparison: 19 similar vehicles

Cary, IL

2017 Mercedes-Benz C-Class C300

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

2017 Mercedes-Benz C-Class C300

Cary, IL

Fair PriceModerate · 24
$14,99999,615 mi

Market: $7,514 – $17,043

Comparison: 24 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 62 days listed (based on current market benchmarks)

Cary, IL

2007 Jaguar XK Series XK Coupe

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

2007 Jaguar XK Series XK Coupe

Cary, IL

UnscoredInsufficient · 0
$15,212Mileage not verified

Cary, IL

2017 BMW X5 xDrive35i

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

2017 BMW X5 xDrive35i

Cary, IL

Fair PriceLimited · 11
$15,499103,779 mi

Market: $14,872 – $19,307

Comparison: 11 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 55 days listed (based on current market benchmarks)

Cary, IL

2020 Ford Transit Connect XL

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

2020 Ford Transit Connect XL

Cary, IL

Fair PriceLimited · 13
$15,999112,455 mi

Market: $11,990 – $21,363

Comparison: 13 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 82 days listed (based on current market benchmarks)

Cary, IL

2020 Audi Q5 Premium

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

2020 Audi Q5 Premium

Cary, IL

Fair PriceLimited · 13
$15,999105,268 mi

Market: $13,825 – $18,995

Comparison: 13 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 64 days listed (based on current market benchmarks)

Cary, IL

1998 Ford Mustang COBRA

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

1998 Ford Mustang COBRA

Cary, IL

UnscoredInsufficient · 0
$16,212Mileage not verified

Cary, IL

2018 BMW X5 xDrive35i

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

2018 BMW X5 xDrive35i

Cary, IL

Fair PriceLimited · 18
$16,299119,010 mi

Market: $11,500 – $20,307

Comparison: 18 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 138 days listed (based on current market benchmarks)

Cary, IL

2021 BMW X1 28i

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

2021 BMW X1 28i

Cary, IL

Unscored
$16,49997,127 mi

Comparison: 9 similar vehicles

Cary, IL

2017 Nissan Titan SV

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

2017 Nissan Titan SV

Cary, IL

Fair PriceLimited · 19
$16,49993,305 mi

Market: $11,900 – $22,595

Comparison: 19 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 86 days listed (based on current market benchmarks)

Cary, IL

2021 Volkswagen Jetta GLI S

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

2021 Volkswagen Jetta GLI S

Cary, IL

UnscoredInsufficient · 0
$16,99993,382 mi

Cary, IL

2006 Cadillac XLR Base

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

2006 Cadillac XLR Base

Cary, IL

UnscoredInsufficient · 0
$17,212Mileage not verified

Cary, IL

2018 Honda Accord EX-L

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

2018 Honda Accord EX-L

Cary, IL

Unscored
$17,499120,161 mi

Comparison: 8 similar vehicles

Cary, IL

2017 Chevrolet Silverado 1500 Work Truck 1WT

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

2017 Chevrolet Silverado 1500 Work Truck 1WT

Cary, IL

Fair PriceModerate · 32
$17,499100,788 mi

Market: $8,495 – $22,880

Comparison: 32 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 73 days listed (based on current market benchmarks)

Cary, IL

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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