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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 9, 2026

7.3M+

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

3,857 listings found

2016 Audi Q3 Premium Plus

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

2016 Audi Q3 Premium Plus

Saint Albans City, VT

Unscored
$3,449137,745 mi

Comparison: 9 similar vehicles

Saint Albans City, VT

2014 Chevrolet Cruze 1LT

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

2014 Chevrolet Cruze 1LT

Lyndon, VT

Unscored
$3,50087,719 mi

Comparison: 21 similar vehicles

Lyndon, VT

2014 Ford E-Series Econoline Van Commercial

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

2014 Ford E-Series Econoline Van Commercial

Lyndon, VT

Unscored
$3,900140,000 mi

Comparison: 14 similar vehicles

Lyndon, VT

2017 Chevrolet Impala 1LT

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

2017 Chevrolet Impala 1LT

Enosburg, VT

Unscored
$4,499167,787 mi

Comparison: 8 similar vehicles

Enosburg, VT

2014 Subaru Impreza 2.0I

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

2014 Subaru Impreza 2.0I

Brighton, VT

Unscored
$4,995155,334 mi

Comparison: 16 similar vehicles

Brighton, VT

2012 Ford Fiesta SES

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

2012 Ford Fiesta SES

Colebrook, NH

UnscoredInsufficient · 0
$5,500168,062 mi

Colebrook, NH

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

Unscored
$5,816119,012 mi

Comparison: 8 similar vehicles

Saint Albans City, VT

2003 Mercedes-Benz SLK-Class SLK230 Kompressor

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

2003 Mercedes-Benz SLK-Class SLK230 Kompressor

Waterbury Center, VT

UnscoredInsufficient · 0
$5,95048,959 mi

Waterbury Center, VT

2015 Buick Encore Leather

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

2015 Buick Encore Leather

Saint Albans City, VT

Unscored
$5,995124,612 mi

Comparison: 7 similar vehicles

Saint Albans City, VT

2013 Ford Edge Limited

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

2013 Ford Edge Limited

Swanton, VT

Unscored
$5,995135,995 mi

Comparison: 6 similar vehicles

Swanton, VT

2013 Mitsubishi Outlander Sport ES

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

2013 Mitsubishi Outlander Sport ES

Swanton, VT

UnscoredInsufficient · 0
$5,995125,128 mi

Swanton, VT

2011 Mazda MAZDA3 i Touring

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

2011 Mazda MAZDA3 i Touring

Saint Albans City, VT

UnscoredInsufficient · 0
$6,899138,504 mi

Saint Albans City, VT

1997 Chevrolet Camaro RS

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

1997 Chevrolet Camaro RS

Saint Albans City, VT

UnscoredInsufficient · 0
$6,94942,908 mi

Saint Albans City, VT

2016 Volkswagen Jetta S

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

2016 Volkswagen Jetta S

Saint Albans City, VT

Salvage title
$6,995125,269 mi

Saint Albans City, VT

2013 Ford F-150 XLT

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

2013 Ford F-150 XLT

Swanton, VT

Unscored
$6,995182,390 mi

Comparison: 13 similar vehicles

Swanton, VT

2014 Jeep Cherokee Limited

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

2014 Jeep Cherokee Limited

Saint Albans City, VT

Unscored
$7,449181,497 mi

Comparison: 15 similar vehicles

Saint Albans City, VT

2015 Subaru Outback Base

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

2015 Subaru Outback Base

Newport, VT

Unscored
$7,494189,717 mi

Comparison: 5 similar vehicles

Newport, VT

2017 Ford Escape SE

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

2017 Ford Escape SE

Newport, VT

Unscored
$7,500131,560 mi

Comparison: 6 similar vehicles

Newport, VT

2015 Subaru Forester i Premium

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

2015 Subaru Forester i Premium

Morristown, VT

Unscored
$7,500179,026 mi

Comparison: 122 similar vehicles

Morristown, VT

2011 Buick LaCrosse CX

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

2011 Buick LaCrosse CX

Barton, VT

UnscoredInsufficient · 0
$7,50055,375 mi

Barton, VT

2019 Chevrolet Cruze LT

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

2019 Chevrolet Cruze LT

Swanton, VT

Salvage title
$7,99597,000 mi

Swanton, VT

2016 Volkswagen Touareg Sport

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

2016 Volkswagen Touareg Sport

Saint Albans City, VT

UnscoredInsufficient · 0
$7,995173,231 mi

Saint Albans City, VT

2014 Jeep Compass Sport

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

2014 Jeep Compass Sport

Swanton, VT

UnscoredInsufficient · 4
$7,995124,040 mi

Comparison: 4 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

Morristown, VT

Unscored
$7,995138,132 mi

Comparison: 46 similar vehicles

Morristown, VT

2014 Subaru Impreza 2.0I Sport Limited

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

2014 Subaru Impreza 2.0I Sport Limited

Morristown, VT

Fair PriceLimited · 17
$7,999117,456 mi

Market: $3,995 – $12,445

Comparison: 17 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 8 days listed (based on current market benchmarks)

Morristown, VT

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

Saint Albans City, VT

Salvage title
$8,000102,237 mi

Saint Albans City, VT

2016 Ford Fiesta S

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

2016 Ford Fiesta S

Colebrook, NH

UnscoredInsufficient · 3
$8,20084,905 mi

Comparison: 3 similar vehicles

Colebrook, NH

2018 GMC Terrain SLE

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

2018 GMC Terrain SLE

Saint Albans City, VT

Unscored
$8,276145,079 mi

Comparison: 29 similar vehicles

Saint Albans City, VT

2010 Ford Fusion SEL

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

2010 Ford Fusion SEL

Enosburg, VT

UnscoredInsufficient · 0
$8,39983,481 mi

Enosburg, VT

2014 Volkswagen Jetta SE

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

2014 Volkswagen Jetta SE

Colebrook, NH

Fair PriceLimited · 18
$8,449110,332 mi

Market: $4,995 – $9,995

Comparison: 18 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 37 days listed (based on current market benchmarks)

Colebrook, NH

2016 Ford Edge SEL

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

2016 Ford Edge SEL

Swanton, VT

Fair PriceLimited · 10
$8,495111,489 mi

Market: $7,950 – $12,500

Comparison: 10 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 228 days listed (based on current market benchmarks)

Swanton, VT

2016 Ford Fusion Hybrid SE

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

2016 Ford Fusion Hybrid SE

Swanton, VT

UnscoredInsufficient · 0
$8,495129,273 mi

Swanton, 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

UnscoredInsufficient · 4
$8,498101,692 mi

Comparison: 4 similar vehicles

Enosburg, VT

2015 Dodge Durango SXT Plus

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

2015 Dodge Durango SXT Plus

Enosburg, VT

UnscoredInsufficient · 0
$8,499128,870 mi

Enosburg, VT

2016 Toyota Corolla LE

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

2016 Toyota Corolla LE

Newport, VT

UnscoredInsufficient · 3
$8,500201,711 mi

Comparison: 3 similar vehicles

Newport, VT

2018 Kia Sorento L

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

2018 Kia Sorento L

Saint Albans City, VT

Salvage title
$8,675117,973 mi

Saint Albans City, VT

2017 Buick Encore Preferred

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

2017 Buick Encore Preferred

Saint Albans City, VT

Fair PriceLimited · 18
$8,795101,334 mi

Market: $6,000 – $13,740

Comparison: 18 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 10 days listed (based on current market benchmarks)

Saint Albans City, VT

2015 Jeep Cherokee Latitude

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

2015 Jeep Cherokee Latitude

Saint Albans City, VT

UnscoredInsufficient · 4
$8,795128,450 mi

Comparison: 4 similar vehicles

Saint Albans City, VT

2017 Nissan Altima S

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

2017 Nissan Altima S

Saint Johnsbury, VT

Unscored
$8,900130,060 mi

Comparison: 19 similar vehicles

Saint Johnsbury, VT

2015 Jeep Renegade Latitude

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

2015 Jeep Renegade Latitude

Saint Albans City, VT

Fair PriceLimited · 14
$8,900100,511 mi

Market: $7,995 – $11,568

Comparison: 14 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 38 days listed (based on current market benchmarks)

Saint Albans City, VT

2014 Volkswagen Jetta SEL

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

2014 Volkswagen Jetta SEL

Saint Johnsbury, VT

UnscoredInsufficient · 0
$8,900107,626 mi

Saint Johnsbury, VT

2008 Toyota Tacoma Base

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

2008 Toyota Tacoma Base

Newport, VT

UnscoredInsufficient · 3
$8,900220,000 mi

Comparison: 3 similar vehicles

Newport, VT

2017 Kia Soul EV +

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

2017 Kia Soul EV +

Lyndon, VT

UnscoredInsufficient · 0
$8,99559,692 mi

Lyndon, VT

2016 Ford Focus SE

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

2016 Ford Focus SE

Saint Albans City, VT

Fair PriceLimited · 12
$8,99579,975 mi

Market: $2,500 – $9,995

Comparison: 12 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 320 days listed (based on current market benchmarks)

Saint Albans City, VT

2016 Chevrolet Impala Limited 1FL

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

2016 Chevrolet Impala Limited 1FL

Brighton, VT

UnscoredInsufficient · 0
$8,99588,105 mi

Brighton, VT

2016 Volkswagen Golf SportWagen TSI S

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

2016 Volkswagen Golf SportWagen TSI S

Saint Albans City, VT

Fair PriceLimited · 10
$8,995118,497 mi

Market: $6,995 – $11,962

Comparison: 10 similar vehicles

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

Saint Albans City, VT

2015 Jeep Cherokee Latitude

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

2015 Jeep Cherokee Latitude

Saint Albans City, VT

UnscoredInsufficient · 4
$8,995102,986 mi

Comparison: 4 similar vehicles

Saint Albans City, VT

2015 Volkswagen Tiguan SE

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

2015 Volkswagen Tiguan SE

Waterbury Center, VT

Unscored
$8,995106,667 mi

Comparison: 9 similar vehicles

Waterbury Center, VT

2014 Chevrolet Malibu 1LS

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

2014 Chevrolet Malibu 1LS

Lyndon, VT

UnscoredInsufficient · 3
$8,995105,000 mi

Comparison: 3 similar vehicles

Lyndon, VT

2013 Chevrolet Equinox 1LT

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

2013 Chevrolet Equinox 1LT

Brighton, VT

OverpricedLimited · 11
$8,99599,313 mi

Market: $4,495 – $8,900

Comparison: 11 similar vehicles

Priced ~1% above the typical market range for similar vehicles (based on current market benchmarks)

Brighton, VT

You can page through the first 500 listings. Add a filter, such as a ZIP code, price or year, to see others.

Trust signal layer

Demand-Verified Deals™

The Demand-Verified badge is sell-through evidence — the matched cohort of similar vehicles whose listings recently came off the market is leaving the market faster than its market baseline, and this listing has not been listed longer than the cohort’s typical time on market. A listing coming off the market is not always a sale. 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 time on market, 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 cohort of similar vehicles whose listings recently came off the market is leaving the market faster than its market baseline, the cohort meets minimum-sample and freshness requirements, and this specific listing has not been listed longer than the cohort's typical time on market. 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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