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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 7, 2026

7.1M+

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

318 listings found

2008 Honda CR-V EX

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

2008 Honda CR-V EX

Mahopac, NY

Unscored
$6,399164,108 mi

Comparison: 6 similar vehicles

Mahopac, NY

2017 Nissan Maxima Platinum

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

2017 Nissan Maxima Platinum

Mahopac, NY

Unscored
$6,495190,113 mi

Comparison: 17 similar vehicles

Mahopac, NY

2013 BMW X3 xDrive28i

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

2013 BMW X3 xDrive28i

Mahopac, NY

Unscored
$6,500100,340 mi

Comparison: 8 similar vehicles

Mahopac, NY

2014 Chevrolet Cruze Turbo Diesel

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

2014 Chevrolet Cruze Turbo Diesel

Mahopac, NY

UnscoredInsufficient · 0
$6,995122,313 mi

Mahopac, NY

2014 Chevrolet Cruze 1LT

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

2014 Chevrolet Cruze 1LT

Mahopac, NY

UnscoredInsufficient · 4
$6,99597,285 mi

Comparison: 4 similar vehicles

Mahopac, NY

2011 Honda CR-V EX-L

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

2011 Honda CR-V EX-L

Mahopac, NY

Unscored
$7,499146,215 mi

Comparison: 10 similar vehicles

Mahopac, NY

2018 Hyundai Elantra SE

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

2018 Hyundai Elantra SE

Mahopac, NY

UnscoredInsufficient · 3
$7,995125,439 mi

Comparison: 3 similar vehicles

Mahopac, NY

2017 Mercedes-Benz C-Class C300

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

2017 Mercedes-Benz C-Class C300

Mahopac, NY

Unscored
$7,995149,121 mi

Comparison: 24 similar vehicles

Mahopac, NY

2016 Volkswagen Tiguan SE

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

2016 Volkswagen Tiguan SE

Mahopac, NY

Fair PriceLimited · 14
$7,995112,559 mi

Market: $7,500 – $9,999

Comparison: 14 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 7 days listed (based on current market benchmarks)

Mahopac, NY

2009 MINI Cooper Base

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

2009 MINI Cooper Base

Mahopac, NY

UnscoredInsufficient · 0
$7,99549,286 mi

Mahopac, NY

2013 Nissan Altima Sedan SL

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

2013 Nissan Altima Sedan SL

Mahopac, NY

Unscored
$8,495112,697 mi

Comparison: 5 similar vehicles

Mahopac, NY

2015 BMW X1 28i

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

2015 BMW X1 28i

Mahopac, NY

Unscored
$8,499109,418 mi

Comparison: 7 similar vehicles

Mahopac, NY

2014 Mercedes-Benz M-Class ML350

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

2014 Mercedes-Benz M-Class ML350

Mahopac, NY

Unscored
$8,499142,210 mi

Comparison: 15 similar vehicles

Mahopac, NY

2019 Chevrolet Sonic LT

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

2019 Chevrolet Sonic LT

Mahopac, NY

Fair PriceLimited · 14
$8,995112,055 mi

Market: $5,999 – $12,998

Comparison: 14 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 74 days listed (based on current market benchmarks)

Mahopac, NY

2013 Subaru Impreza 2.0I

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

2013 Subaru Impreza 2.0I

Mahopac, NY

UnscoredInsufficient · 4
$8,99583,637 mi

Comparison: 4 similar vehicles

Mahopac, NY

2007 Chevrolet Colorado LT

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

2007 Chevrolet Colorado LT

Mahopac, NY

UnscoredInsufficient · 4
$8,995124,709 mi

Comparison: 4 similar vehicles

Mahopac, NY

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

Mahopac, NY

Unscored
$9,49596,152 mi

Comparison: 7 similar vehicles

Mahopac, NY

2012 Subaru Impreza 2.0I Premium

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

2012 Subaru Impreza 2.0I Premium

Mahopac, NY

UnscoredInsufficient · 4
$9,49598,687 mi

Comparison: 4 similar vehicles

Mahopac, NY

2020 Chevrolet Trax LT

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

2020 Chevrolet Trax LT

Mahopac, NY

Fair PriceLimited · 10
$9,995119,982 mi

Market: $6,997 – $11,174

Comparison: 10 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 95 days listed (based on current market benchmarks)

Mahopac, NY

2018 Hyundai Sonata SE

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

2018 Hyundai Sonata SE

Mahopac, NY

Fair PriceLimited · 11
$9,995104,114 mi

Market: $6,450 – $11,170

Comparison: 11 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 121 days listed (based on current market benchmarks)

Mahopac, NY

2017 Chevrolet Equinox LT

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

2017 Chevrolet Equinox LT

Mahopac, NY

Fair PriceLimited · 12
$9,995107,568 mi

Market: $6,195 – $14,998

Comparison: 12 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 21 days listed (based on current market benchmarks)

Mahopac, NY

2017 Hyundai Tucson Eco

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

2017 Hyundai Tucson Eco

Mahopac, NY

UnscoredInsufficient · 4
$9,995113,434 mi

Comparison: 4 similar vehicles

Mahopac, NY

2015 Ford Transit XL

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

2015 Ford Transit XL

Mahopac, NY

Unscored
$9,995204,209 mi

Comparison: 13 similar vehicles

Mahopac, NY

2014 Chevrolet Camaro 2LS

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

2014 Chevrolet Camaro 2LS

Mahopac, NY

UnscoredInsufficient · 0
$9,995125,352 mi

Mahopac, NY

2014 INFINITI QX60 Base

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

2014 INFINITI QX60 Base

Mahopac, NY

Unscored
$9,99588,377 mi

Comparison: 9 similar vehicles

Mahopac, NY

2014 Subaru Forester i Premium

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

2014 Subaru Forester i Premium

Mahopac, NY

Fair PriceLimited · 13
$9,995112,364 mi

Market: $5,997 – $12,995

Comparison: 13 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 23 days listed (based on current market benchmarks)

Mahopac, NY

2016 Volkswagen Jetta Sport

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

2016 Volkswagen Jetta Sport

Mahopac, NY

Unscored
$10,695101,610 mi

Comparison: 6 similar vehicles

Mahopac, NY

2020 Kia FORTE LXS

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

2020 Kia FORTE LXS

Mahopac, NY

Unscored
$10,99598,308 mi

Comparison: 5 similar vehicles

Mahopac, NY

2019 Kia Sedona LX

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

2019 Kia Sedona LX

Mahopac, NY

Fair PriceLimited · 11
$10,995112,182 mi

Market: $10,900 – $18,000

Comparison: 11 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 71 days listed (based on current market benchmarks)

Mahopac, NY

2018 Chevrolet Impala 1LT

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

2018 Chevrolet Impala 1LT

Mahopac, NY

UnscoredInsufficient · 3
$10,995109,965 mi

Comparison: 3 similar vehicles

Mahopac, NY

2016 Volvo S60 T5 Platinum

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

2016 Volvo S60 T5 Platinum

Mahopac, NY

UnscoredInsufficient · 0
$10,995109,120 mi

Mahopac, NY

2015 Subaru Impreza Limited

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

2015 Subaru Impreza Limited

Mahopac, NY

Fair PriceLimited · 14
$10,99599,911 mi

Market: $8,990 – $11,222

Comparison: 14 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 148 days listed (based on current market benchmarks)

Mahopac, NY

2014 Mercedes-Benz M-Class ML350

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

2014 Mercedes-Benz M-Class ML350

Mahopac, NY

Unscored
$10,995132,340 mi

Comparison: 15 similar vehicles

Mahopac, NY

2011 INFINITI M 37

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

2011 INFINITI M 37

Mahopac, NY

OverpricedLimited · 14
$10,99581,202 mi

Market: $3,800 – $10,175

Comparison: 14 similar vehicles

Priced ~8% above the typical market range for similar vehicles (based on current market benchmarks)

Mahopac, NY

2016 Subaru Outback Premium

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

2016 Subaru Outback Premium

Mahopac, NY

UnscoredInsufficient · 4
$11,495124,839 mi

Comparison: 4 similar vehicles

Mahopac, NY

2014 Toyota Corolla LE Eco Plus

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

2014 Toyota Corolla LE Eco Plus

Mahopac, NY

UnscoredInsufficient · 3
$11,49598,740 mi

Comparison: 3 similar vehicles

Mahopac, NY

2019 Subaru Outback Premium

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

2019 Subaru Outback Premium

Mahopac, NY

Unscored
$11,595130,526 mi

Comparison: 14 similar vehicles

Mahopac, NY

2018 Subaru WRX Premium

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

2018 Subaru WRX Premium

Mahopac, NY

Unscored
$11,995123,780 mi

Comparison: 29 similar vehicles

Mahopac, NY

2016 Audi Q5 Premium Plus

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

2016 Audi Q5 Premium Plus

Mahopac, NY

Fair PriceLimited · 16
$11,99592,707 mi

Market: $8,991 – $13,988

Comparison: 16 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 155 days listed (based on current market benchmarks)

Mahopac, NY

2016 Volvo XC60 T6

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

2016 Volvo XC60 T6

Mahopac, NY

Unscored
$11,995103,594 mi

Comparison: 6 similar vehicles

Mahopac, NY

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

Mahopac, NY

Fair PriceModerate · 36
$11,995111,201 mi

Market: $5,997 – $14,700

Comparison: 36 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 93 days listed (based on current market benchmarks)

Mahopac, NY

2019 Jeep Cherokee High Altitude

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

2019 Jeep Cherokee High Altitude

Mahopac, NY

UnscoredInsufficient · 3
$12,49592,590 mi

Comparison: 3 similar vehicles

Mahopac, NY

2015 Subaru Outback Premium

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

2015 Subaru Outback Premium

Mahopac, NY

Unscored
$12,495111,552 mi

Comparison: 5 similar vehicles

Mahopac, NY

2014 Honda CR-V LX

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

2014 Honda CR-V LX

Mahopac, NY

Fair PriceModerate · 22
$12,495103,205 mi

Market: $5,495 – $15,941

Comparison: 22 similar vehicles

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

Mahopac, NY

2020 Jeep Cherokee Limited

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

2020 Jeep Cherokee Limited

Mahopac, NY

Unscored
$12,99591,167 mi

Comparison: 8 similar vehicles

Mahopac, NY

2015 RAM 1500 Pickup Tradesman

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

2015 RAM 1500 Pickup Tradesman

Mahopac, NY

Fair PriceModerate · 21
$12,999117,099 mi

Market: $12,720 – $19,995

Comparison: 21 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 20 days listed (based on current market benchmarks)

Mahopac, NY

2018 Mercedes-Benz C-Class Sedan C300

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

2018 Mercedes-Benz C-Class Sedan C300

Mahopac, NY

Unscored
$13,750133,852 mi

Comparison: 29 similar vehicles

Mahopac, NY

2017 Chevrolet Traverse 1LT

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

2017 Chevrolet Traverse 1LT

Mahopac, NY

Fair PriceModerate · 20
$13,995109,041 mi

Market: $6,995 – $15,995

Comparison: 20 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 1345 days listed (based on current market benchmarks)

Mahopac, NY

2017 Subaru Outback Premium

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

2017 Subaru Outback Premium

Mahopac, NY

Unscored
$13,99573,541 mi

Comparison: 6 similar vehicles

Mahopac, NY

2016 Jeep Wrangler Unlimited Sahara

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

2016 Jeep Wrangler Unlimited Sahara

Mahopac, NY

Unscored
$13,999140,045 mi

Comparison: 15 similar vehicles

Mahopac, NY

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 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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