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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 22, 2026

6M+

Unique vehicles analyzed

as of October 21, 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

3,200 listings found

1998 Chevrolet Malibu Base

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

1998 Chevrolet Malibu Base

Torrington, CT

UnscoredInsufficient · 0
$2,69589,980 mi

Torrington, CT

1998 Saturn S-Series Base

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

1998 Saturn S-Series Base

Torrington, CT

UnscoredInsufficient · 0
$2,695122,318 mi

Torrington, CT

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

UnscoredInsufficient · 4
$2,800200,000 mi

Comparison: 4 similar vehicles

Troy, NY

2003 Chevrolet Cavalier Base

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

2003 Chevrolet Cavalier Base

Torrington, CT

UnscoredInsufficient · 0
$2,995169,235 mi

Torrington, CT

2001 Chrysler 300M Base

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

2001 Chrysler 300M Base

Torrington, CT

UnscoredInsufficient · 0
$2,995186,109 mi

Torrington, CT

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

2001 Chevrolet Cavalier Base

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

2001 Chevrolet Cavalier Base

Torrington, CT

UnscoredInsufficient · 0
$3,295116,430 mi

Torrington, CT

2012 Chevrolet Malibu 1LT

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

2012 Chevrolet Malibu 1LT

New Windsor, NY

UnscoredLimited · 14
$3,400168,999 mi

Comparison: 14 similar vehicles

New Windsor, NY

2009 Hyundai Sonata GLS

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

2009 Hyundai Sonata GLS

New Windsor, NY

UnscoredModerate · 32
$3,400128,999 mi

Comparison: 32 similar vehicles

New Windsor, NY

2012 Honda Civic LX

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

2012 Honda Civic LX

Arlington, NY

UnscoredLimited · 8
$3,450242,536 mi

Comparison: 8 similar vehicles

Arlington, 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 · 18
$3,500146,604 mi

Comparison: 18 similar vehicles

Albany, NY

2012 Toyota Corolla S

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

2012 Toyota Corolla S

New Windsor, NY

UnscoredLimited · 18
$3,900204,000 mi

Comparison: 18 similar vehicles

New Windsor, NY

2007 Cadillac DTS Luxury II

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

2007 Cadillac DTS Luxury II

New Windsor, NY

UnscoredInsufficient · 3
$3,900113,999 mi

Comparison: 3 similar vehicles

New Windsor, NY

2013 Nissan Versa Sedan SV

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

2013 Nissan Versa Sedan SV

Carmel Hamlet, NY

UnscoredInsufficient · 3
$3,950147,507 mi

Comparison: 3 similar vehicles

Carmel Hamlet, NY

2012 Mazda MAZDA3 i Sport

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

2012 Mazda MAZDA3 i Sport

Carmel Hamlet, NY

UnscoredInsufficient · 3
$3,950163,600 mi

Comparison: 3 similar vehicles

Carmel Hamlet, NY

2008 Ford Fusion SE

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

2008 Ford Fusion SE

Carmel Hamlet, NY

UnscoredInsufficient · 4
$3,950107,269 mi

Comparison: 4 similar vehicles

Carmel Hamlet, NY

2016 Chevrolet Cruze LT

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

2016 Chevrolet Cruze LT

Fishkill, NY

UnscoredInsufficient · 4
$3,995221,843 mi

Comparison: 4 similar vehicles

Fishkill, NY

2015 Nissan Altima SL

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

2015 Nissan Altima SL

Poughkeepsie, NY

UnscoredInsufficient · 3
$3,995216,487 mi

Comparison: 3 similar vehicles

Poughkeepsie, NY

2013 Chevrolet Cruze LS

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

2013 Chevrolet Cruze LS

Rock Hill, NY

UnscoredModerate · 28
$3,995134,924 mi

Comparison: 28 similar vehicles

Rock Hill, 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

2008 Saturn Aura XE

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

2008 Saturn Aura XE

Poughkeepsie, NY

UnscoredInsufficient · 4
$3,995139,451 mi

Comparison: 4 similar vehicles

Poughkeepsie, NY

2004 Dodge Stratus SE

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

2004 Dodge Stratus SE

Torrington, CT

UnscoredInsufficient · 0
$3,995133,143 mi

Torrington, CT

2002 Chevrolet Impala LS

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

2002 Chevrolet Impala LS

Torrington, CT

UnscoredInsufficient · 0
$3,995124,083 mi

Torrington, CT

2014 Ford Fiesta S

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

2014 Ford Fiesta S

New Windsor, NY

UnscoredInsufficient · 3
$3,999125,778 mi

Comparison: 3 similar vehicles

New Windsor, NY

2011 Ford Focus S

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

2011 Ford Focus S

Torrington, CT

UnscoredLimited · 5
$4,000106,543 mi

Comparison: 5 similar vehicles

Torrington, CT

2009 Nissan Altima S

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

2009 Nissan Altima S

South Fallsburg, NY

UnscoredModerate · 37
$4,400168,523 mi

Comparison: 37 similar vehicles

South Fallsburg, NY

2014 Honda Civic LX

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

2014 Honda Civic LX

Arlington, NY

UnscoredLimited · 7
$4,450272,369 mi

Comparison: 7 similar vehicles

Arlington, NY

2013 Hyundai Sonata GLS

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

2013 Hyundai Sonata GLS

Carmel Hamlet, NY

UnscoredRobust · 136
$4,450160,080 mi

Comparison: 136 similar vehicles

Carmel Hamlet, NY

2011 Cadillac CTS Luxury Collection

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

2011 Cadillac CTS Luxury Collection

Carmel Hamlet, NY

UnscoredLimited · 8
$4,450126,850 mi

Comparison: 8 similar vehicles

Carmel Hamlet, NY

2006 Honda Accord EX

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

2006 Honda Accord EX

Highland, NY

UnscoredModerate · 29
$4,450222,765 mi

Comparison: 29 similar vehicles

Highland, 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

2012 Ford Focus SE

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

2012 Ford Focus SE

Torrington, CT

UnscoredLimited · 5
$4,500136,748 mi

Comparison: 5 similar vehicles

Torrington, CT

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 · 14
$4,500188,025 mi

Comparison: 14 similar vehicles

Schenectady, NY

2010 Nissan Altima SR

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

2010 Nissan Altima SR

Carmel Hamlet, NY

UnscoredInsufficient · 4
$4,500172,122 mi

Comparison: 4 similar vehicles

Carmel Hamlet, 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 · 5
$4,500280,398 mi

Comparison: 5 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 · 18
$4,550186,720 mi

Comparison: 18 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

UnscoredLimited · 6
$4,550269,750 mi

Comparison: 6 similar vehicles

Troy, NY

2011 Nissan Sentra SR

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

2011 Nissan Sentra SR

Pawling, NY

UnscoredLimited · 17
$4,678159,341 mi

Comparison: 17 similar vehicles

Pawling, NY

2002 Toyota Camry LE

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

2002 Toyota Camry LE

Pawling, NY

UnscoredInsufficient · 3
$4,67898,303 mi

Comparison: 3 similar vehicles

Pawling, NY

2007 Hyundai Sonata GLS

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

2007 Hyundai Sonata GLS

Arlington, NY

UnscoredInsufficient · 0
$4,90046,158 mi

Arlington, NY

2009 Hyundai Sonata GLS

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

2009 Hyundai Sonata GLS

Highland, NY

UnscoredModerate · 32
$4,950150,872 mi

Comparison: 32 similar vehicles

Highland, NY

2018 Nissan Altima SL

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

2018 Nissan Altima SL

Carmel Hamlet, NY

UnscoredLimited · 5
$4,995197,265 mi

Comparison: 5 similar vehicles

Carmel Hamlet, NY

2013 Honda Civic LX

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

2013 Honda Civic LX

Wingdale, NY

UnscoredLimited · 11
$4,995166,512 mi

Comparison: 11 similar vehicles

Wingdale, NY

2013 Kia Optima LX

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

2013 Kia Optima LX

Poughkeepsie, NY

UnscoredLimited · 17
$4,995202,385 mi

Comparison: 17 similar vehicles

Poughkeepsie, NY

2012 Mazda MAZDA3 i Sport

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

2012 Mazda MAZDA3 i Sport

Wingdale, NY

UnscoredInsufficient · 3
$4,995139,258 mi

Comparison: 3 similar vehicles

Wingdale, NY

2011 Volkswagen Jetta SEL

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

2011 Volkswagen Jetta SEL

Poughkeepsie, NY

UnscoredInsufficient · 0
$4,995122,892 mi

Poughkeepsie, NY

2010 Dodge Charger SXT

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

2010 Dodge Charger SXT

Arlington, NY

UnscoredLimited · 7
$4,995133,485 mi

Comparison: 7 similar vehicles

Arlington, NY

2010 Ford Fusion S

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

2010 Ford Fusion S

Montgomery, NY

UnscoredInsufficient · 3
$4,995115,000 mi

Comparison: 3 similar vehicles

Montgomery, NY

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 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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