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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 17, 2026

5.9M+

Unique vehicles analyzed

as of October 16, 2026

57,000+

US dealerships

Daily

Data pipeline

Comparable

Market-evidence analysis

3.2M new·2.8M used·Listings processed daily

Or explore the market

31,494 listings found

2002 Toyota Sienna LE

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

2002 Toyota Sienna LE

Bennington, VT

UnscoredInsufficient · 0
$1,350221,590 mi

Bennington, VT

2009 Toyota Prius Standard

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

2009 Toyota Prius Standard

Albany, NY

UnscoredModerate · 24
$2,800134,285 mi

Comparison: 24 similar vehicles

Albany, NY

2004 Honda Civic LX

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

2004 Honda Civic LX

Troy, NY

UnscoredLimited · 5
$2,800200,000 mi

Comparison: 5 similar vehicles

Troy, NY

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

Salisbury, CT

UnscoredInsufficient · 4
$2,995184,612 mi

Comparison: 4 similar vehicles

Salisbury, CT

2010 Hyundai Santa Fe SE

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

2010 Hyundai Santa Fe SE

Albany, NY

UnscoredLimited · 11
$2,999183,850 mi

Comparison: 11 similar vehicles

Albany, NY

2010 Mercury Milan Premier

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

2010 Mercury Milan Premier

Albany, NY

UnscoredLimited · 8
$3,000173,441 mi

Comparison: 8 similar vehicles

Albany, NY

2010 Hyundai Sonata GLS

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

2010 Hyundai Sonata GLS

Troy, NY

UnscoredLimited · 10
$3,200167,500 mi

Comparison: 10 similar vehicles

Troy, NY

No Photo

2008 BMW X5 3.0si

Albany, NY

UnscoredLimited · 6
$3,299157,200 mi

Comparison: 6 similar vehicles

Albany, NY

2011 Ford Fusion SEL

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

2011 Ford Fusion SEL

Albany, NY

UnscoredLimited · 19
$3,500146,604 mi

Comparison: 19 similar vehicles

Albany, NY

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

Salisbury, CT

UnscoredModerate · 28
$3,500253,068 mi

Comparison: 28 similar vehicles

Salisbury, CT

2006 Subaru Outback I

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

2006 Subaru Outback I

Albany, NY

UnscoredInsufficient · 0
$3,500203,639 mi

Albany, NY

2005 Subaru Outback I

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

2005 Subaru Outback I

Albany, NY

UnscoredLimited · 11
$3,500194,078 mi

Comparison: 11 similar vehicles

Albany, NY

2010 Scion xB Base

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

2010 Scion xB Base

Fort Johnson, NY

UnscoredInsufficient · 0
$3,650164,000 mi

Fort Johnson, NY

2013 Nissan Rogue S

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

2013 Nissan Rogue S

Troy, NY

UnscoredRobust · 59
$3,800148,800 mi

Comparison: 59 similar vehicles

Troy, NY

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

Saugerties, NY

UnscoredLimited · 7
$3,895245,281 mi

Comparison: 7 similar vehicles

Saugerties, NY

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

Rensselaer, NY

UnscoredLimited · 10
$3,988213,000 mi

Comparison: 10 similar vehicles

Rensselaer, NY

2013 Nissan Versa Sedan S

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

2013 Nissan Versa Sedan S

Schenectady, NY

UnscoredInsufficient · 3
$3,995179,961 mi

Comparison: 3 similar vehicles

Schenectady, NY

2010 Subaru Forester X

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

2010 Subaru Forester X

Pownal, VT

UnscoredModerate · 43
$3,995218,399 mi

Comparison: 43 similar vehicles

Pownal, VT

2004 Honda CR-V EX

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

2004 Honda CR-V EX

Pittsfield, MA

UnscoredLimited · 19
$3,995135,710 mi

Comparison: 19 similar vehicles

Pittsfield, MA

2001 Chrysler Sebring LIMITED

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

2001 Chrysler Sebring LIMITED

Pownal, VT

UnscoredInsufficient · 0
$3,995133,917 mi

Pownal, VT

2014 MINI Countryman

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

2014 MINI Countryman

Bennington, VT

UnscoredInsufficient · 0
$4,200130,381 mi

Bennington, VT

2013 Nissan Quest SV

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

2013 Nissan Quest SV

Pownal, VT

UnscoredInsufficient · 3
$4,299194,385 mi

Comparison: 3 similar vehicles

Pownal, VT

2013 Subaru XV Crosstrek Premium

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

2013 Subaru XV Crosstrek Premium

Pownal, VT

UnscoredRobust · 66
$4,495204,167 mi

Comparison: 66 similar vehicles

Pownal, VT

2012 Kia Sorento LX

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

2012 Kia Sorento LX

Pownal, VT

UnscoredModerate · 21
$4,495184,524 mi

Comparison: 21 similar vehicles

Pownal, VT

2007 Ford Econoline

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

2007 Ford Econoline

Albany, NY

UnscoredInsufficient · 0
$4,49580,025 mi

Albany, NY

2007 Mitsubishi Galant ES

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

2007 Mitsubishi Galant ES

Saugerties, NY

UnscoredInsufficient · 0
$4,49598,899 mi

Saugerties, NY

2015 Hyundai Elantra SE

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

2015 Hyundai Elantra SE

Valley Falls, NY

UnscoredModerate · 30
$4,500150,100 mi

Comparison: 30 similar vehicles

Valley Falls, NY

2011 Ford Taurus SEL

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

2011 Ford Taurus SEL

Schenectady, NY

UnscoredLimited · 15
$4,500188,025 mi

Comparison: 15 similar vehicles

Schenectady, NY

2010 Toyota Camry Base

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

2010 Toyota Camry Base

Albany, NY

UnscoredLimited · 18
$4,500280,398 mi

Comparison: 18 similar vehicles

Albany, NY

2008 Toyota Camry Base

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

2008 Toyota Camry Base

Albany, NY

UnscoredInsufficient · 0
$4,500Mileage not verified

Albany, NY

2013 Mercedes-Benz C-Class C300 Luxury

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

2013 Mercedes-Benz C-Class C300 Luxury

Rensselaer, NY

UnscoredLimited · 15
$4,550186,720 mi

Comparison: 15 similar vehicles

Rensselaer, NY

2010 Toyota Camry SE

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

2010 Toyota Camry SE

Troy, NY

UnscoredInsufficient · 4
$4,550269,750 mi

Comparison: 4 similar vehicles

Troy, NY

2014 Dodge Grand Caravan R/T

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

2014 Dodge Grand Caravan R/T

Troy, NY

UnscoredLimited · 6
$4,878169,799 mi

Comparison: 6 similar vehicles

Troy, NY

2014 Nissan Murano SL

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

2014 Nissan Murano SL

Schenectady, NY

UnscoredModerate · 42
$4,900177,576 mi

Comparison: 42 similar vehicles

Schenectady, NY

2013 Hyundai Tucson GLS

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

2013 Hyundai Tucson GLS

Rensselaer, NY

UnscoredLimited · 19
$4,950150,485 mi

Comparison: 19 similar vehicles

Rensselaer, NY

2016 Dodge Dart SXT

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

2016 Dodge Dart SXT

Albany, NY

UnscoredLimited · 6
$4,995150,838 mi

Comparison: 6 similar vehicles

Albany, NY

2013 Subaru XV Crosstrek Premium

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

2013 Subaru XV Crosstrek Premium

Stillwater, NY

UnscoredRobust · 66
$4,995162,508 mi

Comparison: 66 similar vehicles

Stillwater, NY

2010 Chrysler Sebring Touring

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

2010 Chrysler Sebring Touring

Bennington, VT

UnscoredInsufficient · 3
$4,99593,474 mi

Comparison: 3 similar vehicles

Bennington, VT

2009 Nissan Maxima S

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

2009 Nissan Maxima S

Pownal, VT

UnscoredInsufficient · 0
$4,995141,831 mi

Pownal, VT

2009 Hyundai Elantra GLS

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

2009 Hyundai Elantra GLS

Schenectady, NY

UnscoredInsufficient · 0
$4,99551,396 mi

Schenectady, NY

2008 Hyundai Elantra GLS

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

2008 Hyundai Elantra GLS

Glenmont, NY

UnscoredLimited · 8
$4,995123,150 mi

Comparison: 8 similar vehicles

Glenmont, NY

2008 Saturn Astra XR

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

2008 Saturn Astra XR

Saugerties, NY

UnscoredInsufficient · 0
$4,995128,456 mi

Saugerties, NY

2007 Hyundai Santa Fe Limited

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

2007 Hyundai Santa Fe Limited

Troy, NY

UnscoredLimited · 5
$4,995174,473 mi

Comparison: 5 similar vehicles

Troy, NY

2005 Cadillac CTS Base

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

2005 Cadillac CTS Base

Schenectady, NY

UnscoredInsufficient · 0
$4,995129,509 mi

Schenectady, NY

2017 Ford Escape SE

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

2017 Ford Escape SE

Schenectady, NY

UnscoredLimited · 18
$4,999168,013 mi

Comparison: 18 similar vehicles

Schenectady, NY

2014 Chevrolet Cruze LS

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

2014 Chevrolet Cruze LS

Schenectady, NY

Fair PriceModerate · 41
$4,999108,000 mi

Market: $2,800 – $12,295

Comparison: 41 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 487 days listed (based on current market benchmarks)

Schenectady, NY

2013 Ford Fusion SE

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

2013 Ford Fusion SE

Stillwater, NY

UnscoredModerate · 39
$4,999158,052 mi

Comparison: 39 similar vehicles

Stillwater, NY

2012 Kia Soul Base

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

2012 Kia Soul Base

Clifton Park, NY

Fair PriceLimited · 15
$4,999118,391 mi

Market: $2,300 – $12,500

Comparison: 15 similar vehicles

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

Clifton Park, NY

2012 Volkswagen GTI Base

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

2012 Volkswagen GTI Base

Salisbury, CT

UnscoredLimited · 12
$4,999148,658 mi

Comparison: 12 similar vehicles

Salisbury, CT

2008 Ford Focus SE

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

2008 Ford Focus SE

Schenectady, NY

Fair PriceLimited · 10
$4,99993,301 mi

Market: $2,995 – $7,995

Comparison: 10 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 154 days listed (based on current market benchmarks)

Schenectady, 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 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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