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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 2, 2026

6.1M+

Unique vehicles analyzed

as of November 2, 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

80 listings found

2002 Land Rover Discovery SE

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

2002 Land Rover Discovery SE

Maynard, MA

UnscoredInsufficient · 0
$5,496146,398 mi

Maynard, MA

2009 Honda CR-V EX-L

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

2009 Honda CR-V EX-L

Maynard, MA

Unscored
$5,49898,875 mi

Comparison: 28 similar vehicles

Maynard, MA

2016 Jeep Compass Latitude

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

2016 Jeep Compass Latitude

Maynard, MA

Unscored
$6,99894,800 mi

Comparison: 9 similar vehicles

Maynard, MA

2009 Honda Civic EX

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

2009 Honda Civic EX

Maynard, MA

Unscored
$7,99979,930 mi

Comparison: 5 similar vehicles

Maynard, MA

2016 Kia Sorento EX

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

2016 Kia Sorento EX

Maynard, MA

Unscored
$9,497120,840 mi

Comparison: 9 similar vehicles

Maynard, MA

2017 Hyundai Tucson Limited

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

2017 Hyundai Tucson Limited

Maynard, MA

Unscored
$10,49795,402 mi

Comparison: 6 similar vehicles

Maynard, MA

2015 Jeep Wrangler Sport

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

2015 Jeep Wrangler Sport

Maynard, MA

Unscored
$10,497126,905 mi

Comparison: 9 similar vehicles

Maynard, MA

2017 Chevrolet Trax LS

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

2017 Chevrolet Trax LS

Maynard, MA

Unscored
$10,99563,594 mi

Comparison: 8 similar vehicles

Maynard, MA

2004 Jeep Wrangler Unlimited

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

2004 Jeep Wrangler Unlimited

Maynard, MA

UnscoredInsufficient · 0
$12,99998,002 mi

Maynard, MA

2017 Volvo XC60 T6 Inscription

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

2017 Volvo XC60 T6 Inscription

Maynard, MA

Fair PriceLimited · 10
$13,497107,970 mi

Market: $5,549 – $17,951

Comparison: 10 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 248 days listed (based on current market benchmarks)

Maynard, MA

2001 Chevrolet Silverado LS

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

2001 Chevrolet Silverado LS

Maynard, MA

UnscoredInsufficient · 0
$13,49774,800 mi

Maynard, MA

2019 BMW X3 30i

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

2019 BMW X3 30i

Maynard, MA

Unscored
$13,789125,278 mi

Comparison: 76 similar vehicles

Maynard, MA

2017 Mercedes-Benz GLE-Class GLE350

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

2017 Mercedes-Benz GLE-Class GLE350

Maynard, MA

Unscored
$14,489125,770 mi

Comparison: 41 similar vehicles

Maynard, MA

2020 Hyundai Elantra SE

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

2020 Hyundai Elantra SE

Maynard, MA

Fair PriceModerate · 23
$14,49549,460 mi

Market: $10,160 – $15,174

Comparison: 23 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 48 days listed (based on current market benchmarks)

Maynard, MA

2019 RAM 1500 Classic Warlock

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

2019 RAM 1500 Classic Warlock

Maynard, MA

Unscored
$14,497165,652 mi

Comparison: 7 similar vehicles

Maynard, MA

2006 Jeep Wrangler Unlimited

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

2006 Jeep Wrangler Unlimited

Maynard, MA

Unscored
$14,49764,802 mi

Comparison: 6 similar vehicles

Maynard, MA

2018 Jaguar F-PACE Premium

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

2018 Jaguar F-PACE Premium

Maynard, MA

Unscored
$14,98976,800 mi

Comparison: 5 similar vehicles

Maynard, MA

2016 Land Rover Range Rover Sport HSE

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

2016 Land Rover Range Rover Sport HSE

Maynard, MA

Unscored
$14,98991,200 mi

Comparison: 5 similar vehicles

Maynard, MA

2020 Ford Fusion Hybrid SE

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

2020 Ford Fusion Hybrid SE

Maynard, MA

Unscored
$14,99564,868 mi

Comparison: 6 similar vehicles

Maynard, MA

2018 Ford Fusion Hybrid S

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

2018 Ford Fusion Hybrid S

Maynard, MA

UnscoredInsufficient · 3
$14,99527,409 mi

Comparison: 3 similar vehicles

Maynard, MA

2016 Chevrolet Equinox LT

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

2016 Chevrolet Equinox LT

Maynard, MA

UnscoredInsufficient · 0
$14,99521,269 mi

Maynard, MA

2016 Hyundai Sonata SE

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

2016 Hyundai Sonata SE

Maynard, MA

UnscoredInsufficient · 0
$14,99530,916 mi

Maynard, MA

2021 RAM ProMaster Cargo Van Base

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

2021 RAM ProMaster Cargo Van Base

Maynard, MA

Unscored
$14,998143,715 mi

Comparison: 25 similar vehicles

Maynard, MA

2018 Ford Fusion Hybrid S

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

2018 Ford Fusion Hybrid S

Maynard, MA

UnscoredInsufficient · 3
$15,49524,349 mi

Comparison: 3 similar vehicles

Maynard, MA

2017 Chevrolet Malibu 1FL

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

2017 Chevrolet Malibu 1FL

Maynard, MA

UnscoredInsufficient · 0
$15,4959,945 mi

Maynard, MA

2019 Chevrolet Impala 1FL

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

2019 Chevrolet Impala 1FL

Maynard, MA

UnscoredInsufficient · 0
$15,99548,529 mi

Maynard, MA

2019 Chevrolet Malibu 1FL

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

2019 Chevrolet Malibu 1FL

Maynard, MA

UnscoredInsufficient · 0
$15,99523,466 mi

Maynard, MA

2018 Ford Escape SE

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

2018 Ford Escape SE

Maynard, MA

OverpricedModerate · 28
$15,99560,148 mi

Market: $4,995 – $11,998

Comparison: 28 similar vehicles

Priced ~33% above the typical market range for similar vehicles (based on current market benchmarks)

Maynard, MA

2017 Ford Escape SE

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

2017 Ford Escape SE

Maynard, MA

UnscoredInsufficient · 0
$15,99521,075 mi

Maynard, MA

2018 Ford Fusion Hybrid S

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

2018 Ford Fusion Hybrid S

Maynard, MA

UnscoredInsufficient · 0
$16,49530,121 mi

Maynard, MA

2015 Land Rover LR4 HSE LUX

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

2015 Land Rover LR4 HSE LUX

Maynard, MA

UnscoredInsufficient · 0
$16,497114,880 mi

Maynard, MA

2012 Volkswagen GTI Base

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

2012 Volkswagen GTI Base

Maynard, MA

UnscoredInsufficient · 0
$16,49738,588 mi

Maynard, MA

2010 Cadillac Escalade Luxury

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

2010 Cadillac Escalade Luxury

Maynard, MA

Unscored
$16,49778,350 mi

Comparison: 5 similar vehicles

Maynard, MA

2020 Hyundai Elantra SE

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

2020 Hyundai Elantra SE

Maynard, MA

UnscoredInsufficient · 3
$16,99515,838 mi

Comparison: 3 similar vehicles

Maynard, MA

2019 Hyundai Elantra SE

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

2019 Hyundai Elantra SE

Maynard, MA

UnscoredInsufficient · 3
$16,99514,698 mi

Comparison: 3 similar vehicles

Maynard, MA

2018 Ford Explorer Base

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

2018 Ford Explorer Base

Maynard, MA

UnscoredInsufficient · 0
$16,99542,631 mi

Maynard, MA

2015 Ford F-150 XLT

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

2015 Ford F-150 XLT

Maynard, MA

Unscored
$16,998139,347 mi

Comparison: 15 similar vehicles

Maynard, MA

2017 Dodge Challenger GT

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

2017 Dodge Challenger GT

Maynard, MA

Unscored
$17,497145,865 mi

Comparison: 10 similar vehicles

Maynard, MA

2010 Volkswagen GTI Base

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

2010 Volkswagen GTI Base

Maynard, MA

UnscoredInsufficient · 0
$17,49723,462 mi

Maynard, MA

2004 Lexus LX 470

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

2004 Lexus LX 470

Maynard, MA

UnscoredInsufficient · 4
$17,497267,660 mi

Comparison: 4 similar vehicles

Maynard, MA

1991 Toyota Land Cruiser

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

1991 Toyota Land Cruiser

Maynard, MA

UnscoredInsufficient · 0
$17,497289,415 mi

Maynard, MA

2001 Lexus LX 470

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

2001 Lexus LX 470

Maynard, MA

UnscoredInsufficient · 0
$18,399182,852 mi

Maynard, MA

2001 Lexus LX 470

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

2001 Lexus LX 470

Maynard, MA

UnscoredInsufficient · 0
$18,489147,079 mi

Maynard, MA

2011 Cadillac Escalade EXT Luxury

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

2011 Cadillac Escalade EXT Luxury

Maynard, MA

UnscoredInsufficient · 0
$19,497101,807 mi

Maynard, MA

2007 Lexus LX 470

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

2007 Lexus LX 470

Maynard, MA

UnscoredInsufficient · 3
$19,497196,700 mi

Comparison: 3 similar vehicles

Maynard, MA

2005 Toyota Land Cruiser Base

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

2005 Toyota Land Cruiser Base

Maynard, MA

UnscoredInsufficient · 0
$19,497215,095 mi

Maynard, MA

2017 Lincoln Navigator Select

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

2017 Lincoln Navigator Select

Maynard, MA

UnscoredInsufficient · 3
$19,99790,192 mi

Comparison: 3 similar vehicles

Maynard, MA

2000 Toyota Land Cruiser Base

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

2000 Toyota Land Cruiser Base

Maynard, MA

UnscoredInsufficient · 3
$19,998184,630 mi

Comparison: 3 similar vehicles

Maynard, MA

2005 Lexus LX 470

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

2005 Lexus LX 470

Maynard, MA

UnscoredInsufficient · 0
$20,489139,485 mi

Maynard, MA

2015 GMC Sierra 2500HD SLT

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

2015 GMC Sierra 2500HD SLT

Maynard, MA

UnscoredInsufficient · 3
$21,497134,060 mi

Comparison: 3 similar vehicles

Maynard, 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 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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