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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 · November 5, 2026

6.8M+

Vehicles tracked nationwide

6M+ searchable on oav.io

60,000+

US dealerships

Daily

Data pipeline

Comparable

Market-evidence analysis

New and used·Listings processed daily

Or explore the market

296 listings found

2009 Volkswagen Tiguan SE

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

2009 Volkswagen Tiguan SE

Walpole, MA

UnscoredInsufficient · 3
$4,975132,032 mi

Comparison: 3 similar vehicles

Walpole, MA

2011 Subaru Forester X

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

2011 Subaru Forester X

Walpole, MA

Unscored
$5,995115,509 mi

Comparison: 9 similar vehicles

Walpole, MA

2012 Kia Sorento LX

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

2012 Kia Sorento LX

Walpole, MA

Fair PriceModerate · 26
$6,53184,107 mi

Market: $3,000 – $14,995

Comparison: 26 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 28 days listed (based on current market benchmarks)

Walpole, MA

2015 Nissan JUKE SL

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

2015 Nissan JUKE SL

Walpole, MA

UnscoredInsufficient · 3
$6,80093,847 mi

Comparison: 3 similar vehicles

Walpole, MA

2014 Ford Escape Titanium

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

2014 Ford Escape Titanium

Walpole, MA

Unscored
$6,975164,658 mi

Comparison: 15 similar vehicles

Walpole, MA

2015 Acura TLX Technology Package

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

2015 Acura TLX Technology Package

Walpole, MA

Unscored
$6,995198,781 mi

Comparison: 17 similar vehicles

Walpole, MA

2012 Honda Crosstour EX-L V6

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

2012 Honda Crosstour EX-L V6

Walpole, MA

Unscored
$6,995176,668 mi

Comparison: 10 similar vehicles

Walpole, MA

2013 Toyota Sienna L

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

2013 Toyota Sienna L

Walpole, MA

UnscoredInsufficient · 4
$7,321164,401 mi

Comparison: 4 similar vehicles

Walpole, MA

2016 Chevrolet Traverse 1LT

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

2016 Chevrolet Traverse 1LT

Walpole, MA

Fair PriceModerate · 21
$8,039119,000 mi

Market: $3,000 – $11,744

Comparison: 21 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 211 days listed (based on current market benchmarks)

Walpole, MA

2014 Subaru XV Crosstrek Limited

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

2014 Subaru XV Crosstrek Limited

Walpole, MA

Unscored
$8,395121,594 mi

Comparison: 7 similar vehicles

Walpole, MA

2012 Jeep Wrangler Sport

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

2012 Jeep Wrangler Sport

Walpole, MA

Unscored
$8,80099,759 mi

Comparison: 5 similar vehicles

Walpole, MA

2014 MINI Cooper S

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

2014 MINI Cooper S

Walpole, MA

Unscored
$8,975122,756 mi

Comparison: 7 similar vehicles

Walpole, MA

2016 BMW 3 Series 320i

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

2016 BMW 3 Series 320i

Walpole, MA

UnscoredInsufficient · 3
$9,690105,453 mi

Comparison: 3 similar vehicles

Walpole, MA

2017 Hyundai Tucson SE

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

2017 Hyundai Tucson SE

Walpole, MA

Fair PriceLimited · 12
$9,762102,278 mi

Market: $8,695 – $14,435

Comparison: 12 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 194 days listed (based on current market benchmarks)

Walpole, MA

2017 Audi A4 Premium

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

2017 Audi A4 Premium

Walpole, MA

Fair PriceModerate · 26
$9,800105,003 mi

Market: $9,998 – $14,898

Comparison: 26 similar vehicles

Fairly priced — priced near the comparable range, but not far enough below it to qualify as a Great Deal · 35 days listed (based on current market benchmarks)

Walpole, MA

2016 Nissan Murano S

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

2016 Nissan Murano S

Walpole, MA

Great DealModerate · 30
$9,800111,579 mi

Market: $12,997 – $13,197

Comparison: 30 similar vehicles

Competitively priced ~25% below the typical range compared to similar vehicles · 34 days listed (based on current market benchmarks)

Walpole, MA

2012 Audi A8 Base

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

2012 Audi A8 Base

Walpole, MA

UnscoredInsufficient · 3
$9,800113,818 mi

Comparison: 3 similar vehicles

Walpole, MA

2017 Jeep Grand Cherokee Limited

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

2017 Jeep Grand Cherokee Limited

Walpole, MA

Unscored
$9,975148,840 mi

Comparison: 56 similar vehicles

Walpole, MA

2016 BMW X1 28i

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

2016 BMW X1 28i

Walpole, MA

Fair PriceLimited · 13
$10,049106,048 mi

Market: $9,500 – $13,500

Comparison: 13 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 65 days listed (based on current market benchmarks)

Walpole, MA

2016 BMW X1 28i

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

2016 BMW X1 28i

Walpole, MA

Fair PriceLimited · 13
$10,215102,346 mi

Market: $9,500 – $13,500

Comparison: 13 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 36 days listed (based on current market benchmarks)

Walpole, MA

2017 Chrysler Pacifica Limited

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

2017 Chrysler Pacifica Limited

Walpole, MA

UnscoredInsufficient · 3
$10,695128,478 mi

Comparison: 3 similar vehicles

Walpole, MA

2020 Ford Escape SE

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

2020 Ford Escape SE

Walpole, MA

Fair PriceModerate · 20
$10,902116,888 mi

Market: $9,294 – $18,900

Comparison: 20 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 271 days listed (based on current market benchmarks)

Walpole, MA

2017 Nissan Sentra S

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

2017 Nissan Sentra S

Walpole, MA

UnscoredInsufficient · 3
$10,99547,946 mi

Comparison: 3 similar vehicles

Walpole, MA

2020 Kia Sorento LX

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

2020 Kia Sorento LX

Walpole, MA

Unscored
$11,277117,160 mi

Comparison: 7 similar vehicles

Walpole, MA

2017 BMW X3 xDrive28i

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

2017 BMW X3 xDrive28i

Walpole, MA

Fair PriceModerate · 20
$11,61393,849 mi

Market: $8,995 – $17,998

Comparison: 20 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 19 days listed (based on current market benchmarks)

Walpole, MA

2018 Audi Q5 Premium

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

2018 Audi Q5 Premium

Walpole, MA

Fair PriceModerate · 41
$11,926106,482 mi

Market: $11,124 – $18,388

Comparison: 41 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 140 days listed (based on current market benchmarks)

Walpole, MA

2016 Audi A3 Sedan Premium

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

2016 Audi A3 Sedan Premium

Walpole, MA

UnscoredInsufficient · 0
$11,97554,406 mi

Walpole, MA

2016 Volkswagen Touareg Lux

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

2016 Volkswagen Touareg Lux

Walpole, MA

Unscored
$11,975119,305 mi

Comparison: 8 similar vehicles

Walpole, MA

2013 Lexus GS 350

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

2013 Lexus GS 350

Walpole, MA

Salvage title
$11,975141,348 mi

Walpole, MA

2018 Audi Q5 Premium Plus

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

2018 Audi Q5 Premium Plus

Walpole, MA

Fair PriceRobust · 141
$12,087115,695 mi

Market: $11,000 – $23,546

Comparison: 141 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 174 days listed (based on current market benchmarks)

Walpole, MA

2017 Hyundai Tucson SE Plus

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

2017 Hyundai Tucson SE Plus

Walpole, MA

Fair PriceLimited · 16
$12,23088,860 mi

Market: $9,775 – $22,995

Comparison: 16 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 98 days listed (based on current market benchmarks)

Walpole, MA

2018 Honda Pilot EX-L

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

2018 Honda Pilot EX-L

Walpole, MA

Unscored
$12,475165,421 mi

Comparison: 14 similar vehicles

Walpole, MA

2018 Audi Q5 Premium Plus

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

2018 Audi Q5 Premium Plus

Walpole, MA

Fair PriceRobust · 141
$12,573108,475 mi

Market: $11,000 – $23,546

Comparison: 141 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 177 days listed (based on current market benchmarks)

Walpole, MA

2017 Jeep Wrangler Unlimited Sport S

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

2017 Jeep Wrangler Unlimited Sport S

Walpole, MA

Unscored
$12,800124,166 mi

Comparison: 71 similar vehicles

Walpole, MA

2017 Land Rover Range Rover Sport SE

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

2017 Land Rover Range Rover Sport SE

Walpole, MA

Unscored
$12,975121,113 mi

Comparison: 5 similar vehicles

Walpole, MA

2012 Nissan NV Passenger SV

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

2012 Nissan NV Passenger SV

Walpole, MA

UnscoredInsufficient · 0
$12,975128,248 mi

Walpole, MA

2019 Hyundai Kona SEL

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

2019 Hyundai Kona SEL

Walpole, MA

UnscoredInsufficient · 4
$13,19078,422 mi

Comparison: 4 similar vehicles

Walpole, MA

2016 Audi A6 Premium Plus

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

2016 Audi A6 Premium Plus

Walpole, MA

UnscoredInsufficient · 4
$13,25584,415 mi

Comparison: 4 similar vehicles

Walpole, MA

2019 Audi Q5 Premium

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

2019 Audi Q5 Premium

Walpole, MA

Unscored
$13,514102,056 mi

Comparison: 7 similar vehicles

Walpole, MA

2019 BMW X2 28i

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

2019 BMW X2 28i

Walpole, MA

Fair PriceLimited · 15
$13,56798,590 mi

Market: $10,188 – $18,995

Comparison: 15 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 49 days listed (based on current market benchmarks)

Walpole, MA

2020 Jeep Cherokee Lux

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

2020 Jeep Cherokee Lux

Walpole, MA

UnscoredInsufficient · 0
$13,79698,433 mi

Walpole, MA

2018 Ford Explorer XLT

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

2018 Ford Explorer XLT

Walpole, MA

Fair PriceRobust · 62
$13,80086,626 mi

Market: $8,995 – $30,000

Comparison: 62 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 176 days listed (based on current market benchmarks)

Walpole, MA

2018 Subaru Impreza Base

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

2018 Subaru Impreza Base

Walpole, MA

UnscoredInsufficient · 4
$13,97551,815 mi

Comparison: 4 similar vehicles

Walpole, MA

2015 BMW X3 xDrive28d

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

2015 BMW X3 xDrive28d

Walpole, MA

Unscored
$13,97583,715 mi

Comparison: 25 similar vehicles

Walpole, MA

2020 Honda Civic Hatchback Sport

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

2020 Honda Civic Hatchback Sport

Walpole, MA

UnscoredInsufficient · 3
$14,121119,000 mi

Comparison: 3 similar vehicles

Walpole, MA

2018 Mazda CX-5 Touring

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

2018 Mazda CX-5 Touring

Walpole, MA

Great DealModerate · 20
$14,121101,663 mi

Market: $15,885 – $19,998

Comparison: 20 similar vehicles

Competitively priced ~11% below the typical range compared to similar vehicles · 21 days listed (based on current market benchmarks)

Walpole, MA

2018 BMW 3 Series 330i

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

2018 BMW 3 Series 330i

Walpole, MA

Fair PriceModerate · 21
$14,16493,223 mi

Market: $8,995 – $17,995

Comparison: 21 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 160 days listed (based on current market benchmarks)

Walpole, MA

2017 Volkswagen Golf GTI S

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

2017 Volkswagen Golf GTI S

Walpole, MA

Fair PriceLimited · 13
$14,22190,703 mi

Market: $11,090 – $14,376

Comparison: 13 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 212 days listed (based on current market benchmarks)

Walpole, MA

2017 Audi Q5 Premium Plus

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

2017 Audi Q5 Premium Plus

Walpole, MA

Unscored
$14,30098,378 mi

Comparison: 5 similar vehicles

Walpole, MA

2019 Volkswagen Tiguan SE

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

2019 Volkswagen Tiguan SE

Walpole, MA

Fair PriceRobust · 54
$14,46472,878 mi

Market: $10,495 – $17,772

Comparison: 54 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 233 days listed (based on current market benchmarks)

Walpole, MA

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 recently 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.
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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