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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 21, 2026

6M+

Unique vehicles analyzed

as of October 20, 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

172 listings found

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 · 8
$4,995141,200 mi

Comparison: 8 similar vehicles

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
$5,499101,692 mi

Comparison: 4 similar vehicles

Enosburg, VT

2013 Chevrolet Cruze 1LT

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

2013 Chevrolet Cruze 1LT

Newport, VT

UnscoredInsufficient · 0
$5,99348,704 mi

Newport, 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
$6,800138,504 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

2015 Nissan Altima S

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

2015 Nissan Altima S

Saint Johnsbury, VT

UnscoredRobust · 78
$7,500136,519 mi

Comparison: 78 similar vehicles

Saint Johnsbury, 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 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 · 0
$8,20084,905 mi

Colebrook, NH

2017 Ford Fusion V6 Sport

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

2017 Ford Fusion V6 Sport

Saint Albans City, VT

UnscoredInsufficient · 3
$8,796100,647 mi

Comparison: 3 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

UnscoredLimited · 17
$8,900130,060 mi

Comparison: 17 similar vehicles

Saint Johnsbury, 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 · 4
$8,900107,626 mi

Comparison: 4 similar vehicles

Saint Johnsbury, VT

2018 Nissan Sentra SR

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

2018 Nissan Sentra SR

Lyndon, VT

UnscoredLimited · 5
$8,995103,393 mi

Comparison: 5 similar vehicles

Lyndon, 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

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 · 4
$8,995105,000 mi

Comparison: 4 similar vehicles

Lyndon, VT

2013 Chrysler 200 Limited

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

2013 Chrysler 200 Limited

Colebrook, NH

UnscoredInsufficient · 0
$9,20099,000 mi

Colebrook, NH

2015 BMW 3 Series 328i

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

2015 BMW 3 Series 328i

Saint Albans City, VT

Fair PriceModerate · 23
$9,499114,965 mi

Market: $7,500 – $15,800

Comparison: 23 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 25 days listed (based on current market benchmarks)

Saint Albans City, VT

2014 Dodge Avenger SXT

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

2014 Dodge Avenger SXT

Colebrook, NH

UnscoredInsufficient · 0
$9,500117,229 mi

Colebrook, NH

2014 Toyota Corolla S Plus

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

2014 Toyota Corolla S Plus

Saint Albans City, VT

UnscoredLimited · 9
$9,500151,844 mi

Comparison: 9 similar vehicles

Saint Albans City, VT

2012 Toyota Avalon

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

2012 Toyota Avalon

Saint Albans City, VT

UnscoredInsufficient · 0
$9,700158,941 mi

Saint Albans City, VT

2017 Kia Forte LX

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

2017 Kia Forte LX

Saint Albans City, VT

Fair PriceLimited · 12
$9,90073,352 mi

Market: $5,950 – $10,998

Comparison: 12 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 56 days listed (based on current market benchmarks)

Saint Albans City, VT

2015 Volkswagen Jetta TDI SE

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

2015 Volkswagen Jetta TDI SE

Saint Johnsbury, VT

UnscoredInsufficient · 0
$9,900127,934 mi

Saint Johnsbury, VT

2015 Volkswagen Jetta SEL

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

2015 Volkswagen Jetta SEL

Saint Albans City, VT

UnscoredInsufficient · 0
$9,949112,430 mi

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

Fair PriceModerate · 20
$9,99587,719 mi

Market: $4,900 – $11,295

Comparison: 20 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 91 days listed (based on current market benchmarks)

Lyndon, VT

2012 Honda Accord EX-L V6

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

2012 Honda Accord EX-L V6

Colebrook, NH

UnscoredInsufficient · 0
$10,000143,973 mi

Colebrook, NH

2012 Volvo S60 T6

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

2012 Volvo S60 T6

Waterbury Center, VT

UnscoredInsufficient · 0
$10,445105,091 mi

Waterbury Center, 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

UnscoredLimited · 7
$10,494167,787 mi

Comparison: 7 similar vehicles

Enosburg, VT

2015 Subaru Legacy 2.5i Premium

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

2015 Subaru Legacy 2.5i Premium

Saint Johnsbury, VT

UnscoredRobust · 50
$10,500140,879 mi

Comparison: 50 similar vehicles

Saint Johnsbury, VT

2013 Ford Taurus Limited

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

2013 Ford Taurus Limited

Colebrook, NH

UnscoredLimited · 7
$10,50091,499 mi

Comparison: 7 similar vehicles

Colebrook, NH

2016 Nissan Altima SR

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

2016 Nissan Altima SR

Colebrook, NH

UnscoredLimited · 6
$10,89999,415 mi

Comparison: 6 similar vehicles

Colebrook, NH

2019 Kia FORTE S

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

2019 Kia FORTE S

Saint Johnsbury, VT

UnscoredInsufficient · 3
$10,900108,436 mi

Comparison: 3 similar vehicles

Saint Johnsbury, VT

2015 Mazda MAZDA6 i Touring

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

2015 Mazda MAZDA6 i Touring

Saint Johnsbury, VT

UnscoredLimited · 5
$10,900136,210 mi

Comparison: 5 similar vehicles

Saint Johnsbury, VT

2013 BMW 3 Series 328i

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

2013 BMW 3 Series 328i

Saint Johnsbury, VT

Fair PriceModerate · 31
$10,900112,466 mi

Market: $5,200 – $16,995

Comparison: 31 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 6 days listed (based on current market benchmarks)

Saint Johnsbury, VT

2017 Audi A4 Premium

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

2017 Audi A4 Premium

Saint Albans City, VT

Fair PriceModerate · 22
$10,949111,246 mi

Market: $8,488 – $19,390

Comparison: 22 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 305 days listed (based on current market benchmarks)

Saint Albans City, VT

2014 BMW 5 Series 528i

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

2014 BMW 5 Series 528i

Saint Albans City, VT

UnscoredLimited · 5
$10,995108,487 mi

Comparison: 5 similar vehicles

Saint Albans City, VT

2018 Nissan Sentra SV

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

2018 Nissan Sentra SV

Colebrook, NH

Fair PriceLimited · 14
$11,00070,235 mi

Market: $6,395 – $12,900

Comparison: 14 similar vehicles

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

Colebrook, NH

2018 Subaru Legacy Base

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

2018 Subaru Legacy Base

Saint Albans City, VT

Salvage title
$11,000106,947 mi

Saint Albans City, VT

2018 Volkswagen Passat SEL Premium

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

2018 Volkswagen Passat SEL Premium

Saint Albans City, VT

UnscoredLimited · 5
$11,449128,230 mi

Comparison: 5 similar vehicles

Saint Albans City, VT

2016 Nissan Altima SR

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

2016 Nissan Altima SR

Lyndon, VT

UnscoredLimited · 6
$11,50082,754 mi

Comparison: 6 similar vehicles

Lyndon, VT

2014 Subaru Legacy 3.6R Limited

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

2014 Subaru Legacy 3.6R Limited

Morristown, VT

UnscoredInsufficient · 0
$11,500116,798 mi

Morristown, VT

2021 Nissan Sentra SR

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

2021 Nissan Sentra SR

Saint Johnsbury, VT

UnscoredLimited · 7
$11,90097,751 mi

Comparison: 7 similar vehicles

Saint Johnsbury, VT

2021 Nissan Versa Sedan SV

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

2021 Nissan Versa Sedan SV

Newport, VT

Fair PriceLimited · 13
$11,90094,105 mi

Market: $11,699 – $14,995

Comparison: 13 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 270 days listed (based on current market benchmarks)

Newport, VT

2019 Nissan Sentra SV

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

2019 Nissan Sentra SV

Brighton, VT

Fair PriceModerate · 22
$11,995111,300 mi

Market: $7,199 – $12,735

Comparison: 22 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 15 days listed (based on current market benchmarks)

Brighton, VT

2017 Ford Fusion SE

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

2017 Ford Fusion SE

Saint Albans City, VT

UnscoredLimited · 7
$11,99554,899 mi

Comparison: 7 similar vehicles

Saint Albans City, VT

2016 Chevrolet Cruze LS

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

2016 Chevrolet Cruze LS

Lyndon, VT

OverpricedLimited · 16
$11,99562,140 mi

Market: $4,500 – $11,569

Comparison: 16 similar vehicles

Priced ~4% above the typical market range for similar vehicles (based on current market benchmarks)

Lyndon, VT

2018 Chevrolet Cruze LT

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

2018 Chevrolet Cruze LT

Lancaster, NH

Fair PriceModerate · 42
$12,49976,213 mi

Market: $3,594 – $13,095

Comparison: 42 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 14 days listed (based on current market benchmarks)

Lancaster, NH

2015 Toyota Corolla LE Eco Plus

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

2015 Toyota Corolla LE Eco Plus

Saint Johnsbury, VT

UnscoredInsufficient · 0
$12,500129,428 mi

Saint Johnsbury, VT

2016 Lincoln MKZ Base

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

2016 Lincoln MKZ Base

Lyndon, VT

UnscoredInsufficient · 0
$12,89959,950 mi

Lyndon, VT

2017 Chevrolet Malibu 1LT

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

2017 Chevrolet Malibu 1LT

Saint Albans City, VT

Fair PriceModerate · 28
$12,94982,385 mi

Market: $4,950 – $15,595

Comparison: 28 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 33 days listed (based on current market benchmarks)

Saint Albans City, VT

2013 Cadillac ATS Performance Collection

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

2013 Cadillac ATS Performance Collection

Lyndon, VT

UnscoredInsufficient · 0
$12,99596,000 mi

Lyndon, 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 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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