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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 18, 2026

6M+

Unique vehicles analyzed

as of October 17, 2026

57,000+

US dealerships

Daily

Data pipeline

Comparable

Market-evidence analysis

3.3M new·2.8M used·Listings processed daily

Or explore the market

17,840 listings found

2005 Jeep Grand Cherokee Laredo

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

2005 Jeep Grand Cherokee Laredo

Burlington, VT

UnscoredInsufficient · 0
$2,591165,095 mi

Burlington, VT

1995 Toyota Corolla

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

1995 Toyota Corolla

Burlington, VT

UnscoredInsufficient · 0
$2,873115,425 mi

Burlington, VT

2014 Nissan Altima S

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

2014 Nissan Altima S

Burlington, VT

UnscoredLimited · 9
$2,991178,621 mi

Comparison: 9 similar vehicles

Burlington, VT

2008 Jeep Liberty Sport

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

2008 Jeep Liberty Sport

Saint Albans City, VT

UnscoredInsufficient · 0
$2,99597,613 mi

Saint Albans City, VT

2009 Subaru Forester 2.5X Premium Package

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

2009 Subaru Forester 2.5X Premium Package

Burlington, VT

UnscoredInsufficient · 3
$3,075211,715 mi

Comparison: 3 similar vehicles

Burlington, VT

2007 Suzuki SX4 Base

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

2007 Suzuki SX4 Base

Burlington, VT

UnscoredInsufficient · 0
$3,07586,920 mi

Burlington, VT

2014 Nissan Versa Sedan S Plus

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

2014 Nissan Versa Sedan S Plus

Burlington, VT

UnscoredInsufficient · 0
$3,473126,978 mi

Burlington, VT

2006 Lexus RX 400h

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

2006 Lexus RX 400h

Burlington, VT

UnscoredInsufficient · 0
$3,575204,059 mi

Burlington, VT

2005 Toyota 4Runner SR5

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

2005 Toyota 4Runner SR5

Burlington, VT

UnscoredInsufficient · 0
$3,575210,594 mi

Burlington, VT

1999 Honda Accord LX

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

1999 Honda Accord LX

Burlington, VT

UnscoredInsufficient · 0
$3,689126,437 mi

Burlington, VT

2009 Jeep Patriot Sport

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

2009 Jeep Patriot Sport

Burlington, VT

UnscoredInsufficient · 0
$3,873109,059 mi

Burlington, VT

2008 Dodge Caliber SE

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

2008 Dodge Caliber SE

Burlington, VT

UnscoredInsufficient · 0
$3,950147,421 mi

Burlington, VT

2007 Subaru Legacy I Limited

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

2007 Subaru Legacy I Limited

Burlington, VT

UnscoredInsufficient · 0
$3,973138,013 mi

Burlington, VT

2012 Hyundai Sonata Limited

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

2012 Hyundai Sonata Limited

Burlington, VT

UnscoredInsufficient · 0
$3,991246,190 mi

Burlington, VT

2008 Saturn Aura XE

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

2008 Saturn Aura XE

Burlington, VT

UnscoredInsufficient · 0
$3,994134,643 mi

Burlington, VT

2001 Ford F-150 XL

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

2001 Ford F-150 XL

South Burlington, VT

UnscoredInsufficient · 0
$4,000213,302 mi

South Burlington, VT

2016 Subaru Outback Premium

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

2016 Subaru Outback Premium

Burlington, VT

UnscoredModerate · 35
$4,191303,673 mi

Comparison: 35 similar vehicles

Burlington, VT

2006 Honda Civic LX

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

2006 Honda Civic LX

South Burlington, VT

UnscoredLimited · 6
$4,497144,181 mi

Comparison: 6 similar vehicles

South Burlington, VT

2009 Toyota Camry LE

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

2009 Toyota Camry LE

Burlington, VT

UnscoredLimited · 18
$4,500186,791 mi

Comparison: 18 similar vehicles

Burlington, VT

2006 Toyota 4Runner Sport

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

2006 Toyota 4Runner Sport

Burlington, VT

UnscoredInsufficient · 0
$4,575147,236 mi

Burlington, VT

2005 Audi A4 Base

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

2005 Audi A4 Base

Milton, VT

Salvage title
$4,59689,399 mi

Milton, VT

2007 Honda Odyssey Touring

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

2007 Honda Odyssey Touring

South Burlington, VT

UnscoredInsufficient · 0
$4,938151,732 mi

South Burlington, VT

2017 Dodge Grand Caravan SE

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

2017 Dodge Grand Caravan SE

Milton, VT

UnscoredLimited · 12
$4,950154,520 mi

Comparison: 12 similar vehicles

Milton, VT

2005 Ford Mustang Premium

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

2005 Ford Mustang Premium

Milton, VT

UnscoredInsufficient · 0
$4,950110,950 mi

Milton, VT

2015 Lincoln MKS Base

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

2015 Lincoln MKS Base

Swanton, VT

UnscoredLimited · 7
$4,995141,200 mi

Comparison: 7 similar vehicles

Swanton, VT

2014 Ford Escape SE

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

2014 Ford Escape SE

Dannemora, NY

UnscoredModerate · 27
$4,995195,972 mi

Comparison: 27 similar vehicles

Dannemora, NY

2008 Lexus IS 250

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

2008 Lexus IS 250

Burlington, VT

UnscoredLimited · 9
$4,995146,958 mi

Comparison: 9 similar vehicles

Burlington, VT

2006 Subaru Outback

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

2006 Subaru Outback

Burlington, VT

UnscoredInsufficient · 0
$4,995189,978 mi

Burlington, VT

2015 Nissan Versa Sedan S Plus

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

2015 Nissan Versa Sedan S Plus

South Burlington, VT

Salvage title
$4,99977,580 mi

South Burlington, VT

2003 Toyota Camry LE V6

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

2003 Toyota Camry LE V6

Burlington, VT

UnscoredInsufficient · 4
$5,239119,636 mi

Comparison: 4 similar vehicles

Burlington, VT

2008 Subaru Outback I Limited

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

2008 Subaru Outback I Limited

Burlington, VT

UnscoredLimited · 7
$5,373133,199 mi

Comparison: 7 similar vehicles

Burlington, VT

2007 Subaru Impreza i Sport

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

2007 Subaru Impreza i Sport

Burlington, VT

UnscoredInsufficient · 0
$5,473105,183 mi

Burlington, VT

2017 Chevrolet Sonic LT

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

2017 Chevrolet Sonic LT

Enosburg, VT

UnscoredLimited · 5
$5,499101,692 mi

Comparison: 5 similar vehicles

Enosburg, VT

2008 Land Rover LR2 SE

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

2008 Land Rover LR2 SE

Burlington, VT

UnscoredInsufficient · 0
$5,500168,000 mi

Burlington, VT

2013 Hyundai Sonata Limited

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

2013 Hyundai Sonata Limited

South Burlington, VT

UnscoredLimited · 9
$5,699157,716 mi

Comparison: 9 similar vehicles

South Burlington, VT

2014 Volkswagen Jetta SE

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

2014 Volkswagen Jetta SE

Milton, VT

UnscoredLimited · 18
$5,796146,147 mi

Comparison: 18 similar vehicles

Milton, VT

2011 Volvo XC90 3.2

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

2011 Volvo XC90 3.2

Burlington, VT

UnscoredInsufficient · 3
$5,899135,197 mi

Comparison: 3 similar vehicles

Burlington, VT

1995 Cadillac DeVille

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

1995 Cadillac DeVille

Milton, VT

UnscoredInsufficient · 0
$5,95053,587 mi

Milton, VT

1999 Jeep Grand Cherokee LIMITED

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

1999 Jeep Grand Cherokee LIMITED

Burlington, VT

UnscoredInsufficient · 0
$5,991218,494 mi

Burlington, VT

2017 Kia Forte5 LX

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

2017 Kia Forte5 LX

South Burlington, VT

UnscoredInsufficient · 3
$5,995124,461 mi

Comparison: 3 similar vehicles

South Burlington, VT

2016 Subaru Outback Premium

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

2016 Subaru Outback Premium

South Burlington, VT

UnscoredModerate · 35
$5,995204,151 mi

Comparison: 35 similar vehicles

South Burlington, VT

2015 Chevrolet Cruze LS

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

2015 Chevrolet Cruze LS

Burlington, VT

UnscoredInsufficient · 0
$5,995114,133 mi

Burlington, VT

2007 Jeep Wrangler Unlimited X

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

2007 Jeep Wrangler Unlimited X

Burlington, VT

UnscoredLimited · 5
$5,99597,863 mi

Comparison: 5 similar vehicles

Burlington, VT

2003 Jeep Liberty Sport

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

2003 Jeep Liberty Sport

Burlington, VT

UnscoredInsufficient · 0
$5,99552,076 mi

Burlington, VT

1999 Ford F-150 XL

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

1999 Ford F-150 XL

Burlington, VT

UnscoredInsufficient · 0
$5,995216,474 mi

Burlington, VT

2011 Jeep Compass Base

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

2011 Jeep Compass Base

Burlington, VT

UnscoredInsufficient · 0
$6,00056,004 mi

Burlington, VT

2010 Audi A6 Premium

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

2010 Audi A6 Premium

Hinesburg, VT

UnscoredInsufficient · 3
$6,00067,469 mi

Comparison: 3 similar vehicles

Hinesburg, VT

2015 Nissan Versa Note SV

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

2015 Nissan Versa Note SV

Saint Albans City, VT

Fair PriceLimited · 12
$6,200119,012 mi

Market: $3,500 – $8,995

Comparison: 12 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 101 days listed (based on current market benchmarks)

Saint Albans City, VT

2008 Ford Explorer Limited

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

2008 Ford Explorer Limited

Burlington, VT

UnscoredInsufficient · 0
$6,222132,230 mi

Burlington, VT

2007 Volkswagen New Beetle 2.5

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

2007 Volkswagen New Beetle 2.5

Burlington, VT

UnscoredInsufficient · 0
$6,373102,689 mi

Burlington, VT

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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