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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 1, 2026

6.1M+

Unique vehicles analyzed

as of November 1, 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

143 listings found

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

Unscored
$4,996146,147 mi

Comparison: 14 similar vehicles

Milton, 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

2015 Kia Optima LX

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

2015 Kia Optima LX

Milton, VT

Salvage title
$6,896128,477 mi

Milton, VT

2016 Mazda MAZDA3 i Sport

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

2016 Mazda MAZDA3 i Sport

Milton, VT

Unscored
$6,996151,608 mi

Comparison: 8 similar vehicles

Milton, VT

2019 Nissan Sentra S

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

2019 Nissan Sentra S

Milton, VT

Unscored
$7,996122,702 mi

Comparison: 6 similar vehicles

Milton, VT

2016 Kia Optima LX

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

2016 Kia Optima LX

Milton, VT

UnscoredInsufficient · 4
$7,996112,862 mi

Comparison: 4 similar vehicles

Milton, VT

2008 Nissan Xterra Off Road

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

2008 Nissan Xterra Off Road

Milton, VT

UnscoredInsufficient · 0
$8,396182,588 mi

Milton, VT

2018 Subaru Impreza Base

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

2018 Subaru Impreza Base

Milton, VT

Salvage title
$8,596129,459 mi

Milton, VT

2020 Hyundai Accent SE

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

2020 Hyundai Accent SE

Milton, VT

Salvage title
$8,99036,414 mi

Milton, VT

2018 Nissan Sentra SR

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

2018 Nissan Sentra SR

Milton, VT

UnscoredInsufficient · 4
$8,99683,460 mi

Comparison: 4 similar vehicles

Milton, VT

2017 Ford Fusion SE

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

2017 Ford Fusion SE

Milton, VT

Salvage title
$8,99638,137 mi

Milton, VT

2015 Chevrolet Malibu 1LT

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

2015 Chevrolet Malibu 1LT

Milton, VT

Fair PriceLimited · 11
$8,996112,599 mi

Market: $4,950 – $11,595

Comparison: 11 similar vehicles

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

Milton, VT

2006 Mazda MX-5 Miata Base

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

2006 Mazda MX-5 Miata Base

Milton, VT

Salvage title
$9,75065,693 mi

Milton, VT

2015 Kia Soul Base

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

2015 Kia Soul Base

Milton, VT

UnscoredInsufficient · 0
$9,89658,496 mi

Milton, VT

2019 Nissan Sentra SV

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

2019 Nissan Sentra SV

Milton, VT

Salvage title
$9,99020,964 mi

Milton, VT

2018 Nissan Sentra SV

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

2018 Nissan Sentra SV

Milton, VT

Salvage title
$9,99028,589 mi

Milton, VT

2013 Subaru Impreza 2.0I Premium

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

2013 Subaru Impreza 2.0I Premium

Milton, VT

Salvage title
$9,99046,259 mi

Milton, VT

2013 Volvo S60 T5

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

2013 Volvo S60 T5

Milton, VT

UnscoredInsufficient · 0
$9,99051,084 mi

Milton, VT

2010 Subaru Forester X Premium

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

2010 Subaru Forester X Premium

Milton, VT

Salvage title
$9,99051,581 mi

Milton, VT

2000 Mercedes-Benz SLK SLK230 Kompressor

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

2000 Mercedes-Benz SLK SLK230 Kompressor

Milton, VT

UnscoredInsufficient · 0
$9,99053,264 mi

Milton, VT

2019 Kia Sorento LX

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

2019 Kia Sorento LX

Milton, VT

Unscored
$9,996120,701 mi

Comparison: 9 similar vehicles

Milton, VT

2018 Honda Fit LX

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

2018 Honda Fit LX

Milton, VT

UnscoredInsufficient · 0
$9,996102,745 mi

Milton, 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

Fair PriceLimited · 13
$9,996112,323 mi

Market: $6,249 – $12,500

Comparison: 13 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 40 days listed (based on current market benchmarks)

Milton, VT

2015 Mercedes-Benz GLK-Class GLK350

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

2015 Mercedes-Benz GLK-Class GLK350

Milton, VT

Salvage title
$9,996101,193 mi

Milton, VT

2018 Ford Explorer XLT

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

2018 Ford Explorer XLT

Milton, VT

Unscored
$10,596158,031 mi

Comparison: 9 similar vehicles

Milton, VT

2016 Chevrolet Colorado LT

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

2016 Chevrolet Colorado LT

Milton, VT

Salvage title
$10,990112,102 mi

Milton, VT

2014 Subaru Outback 2.5i Premium

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

2014 Subaru Outback 2.5i Premium

Milton, VT

UnscoredInsufficient · 0
$10,99042,038 mi

Milton, VT

2011 Toyota Prius IV

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

2011 Toyota Prius IV

Milton, VT

Salvage title
$10,99059,467 mi

Milton, VT

2013 Subaru Forester X Premium Package

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

2013 Subaru Forester X Premium Package

Milton, VT

OverpricedLimited · 11
$10,99677,313 mi

Market: $4,500 – $8,995

Comparison: 11 similar vehicles

Priced ~22% above the typical market range for similar vehicles (based on current market benchmarks)

Milton, VT

2017 Subaru Impreza Premium

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

2017 Subaru Impreza Premium

Milton, VT

Salvage title
$11,29668,684 mi

Milton, VT

2020 Kia FORTE LXS

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

2020 Kia FORTE LXS

Milton, VT

Salvage title
$11,99023,930 mi

Milton, VT

2020 Kia Soul LX

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

2020 Kia Soul LX

Milton, VT

Salvage title
$11,99029,716 mi

Milton, VT

2019 Buick Encore Sport Touring

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

2019 Buick Encore Sport Touring

Milton, VT

Salvage title
$11,99055,924 mi

Milton, VT

2018 Nissan Rogue Sport S

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

2018 Nissan Rogue Sport S

Milton, VT

Salvage title
$11,99023,236 mi

Milton, VT

2017 Nissan Rogue SV

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

2017 Nissan Rogue SV

Milton, VT

Salvage title
$11,99048,950 mi

Milton, VT

2015 Honda Odyssey EX

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

2015 Honda Odyssey EX

Milton, VT

Salvage title
$11,99063,424 mi

Milton, VT

2014 Acura RDX Technology Package

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

2014 Acura RDX Technology Package

Milton, VT

Salvage title
$11,99043,127 mi

Milton, VT

2014 INFINITI QX60 Base

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

2014 INFINITI QX60 Base

Milton, VT

Salvage title
$11,99050,987 mi

Milton, VT

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

Milton, VT

Salvage title
$11,99080,223 mi

Milton, VT

2014 Subaru XV Crosstrek Premium

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

2014 Subaru XV Crosstrek Premium

Milton, VT

Salvage title
$11,99063,600 mi

Milton, VT

2014 Volvo XC60 T6

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

2014 Volvo XC60 T6

Milton, VT

Salvage title
$11,99068,811 mi

Milton, VT

2011 Chevrolet Silverado 1500 Work Truck

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

2011 Chevrolet Silverado 1500 Work Truck

Milton, VT

Salvage title
$11,99057,979 mi

Milton, VT

2019 Subaru Outback Premium

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

2019 Subaru Outback Premium

Milton, VT

Salvage title
$11,99697,457 mi

Milton, VT

2018 Dodge Grand Caravan GT

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

2018 Dodge Grand Caravan GT

Milton, VT

Unscored
$11,996125,630 mi

Comparison: 6 similar vehicles

Milton, VT

2018 RAM 1500 Pickup Tradesman

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

2018 RAM 1500 Pickup Tradesman

Milton, VT

UnscoredInsufficient · 4
$12,950178,418 mi

Comparison: 4 similar vehicles

Milton, VT

2019 Kia Sportage LX

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

2019 Kia Sportage LX

Milton, VT

Salvage title
$12,99038,710 mi

Milton, VT

2016 Acura ILX Technology Plus

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

2016 Acura ILX Technology Plus

Milton, VT

Salvage title
$12,99086,066 mi

Milton, VT

2017 Jeep Grand Cherokee Altitude

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

2017 Jeep Grand Cherokee Altitude

Milton, VT

Salvage title
$12,99683,803 mi

Milton, VT

2010 Ford Mustang GT

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

2010 Ford Mustang GT

Milton, VT

Salvage title
$12,996121,327 mi

Milton, VT

2021 Chevrolet Trailblazer LS

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

2021 Chevrolet Trailblazer LS

Milton, VT

Salvage title
$13,59659,457 mi

Milton, 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.
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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