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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 15, 2026

5.9M+

Unique vehicles analyzed

as of October 15, 2026

57,000+

US dealerships

Daily

Data pipeline

Comparable

Market-evidence analysis

3.2M new·2.7M used·Listings processed daily

Or explore the market

26,036 listings found

2013 Chevrolet Cruze ECO

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

2013 Chevrolet Cruze ECO

Canandaigua, NY

UnscoredInsufficient · 0
$2,995104,919 mi

Canandaigua, NY

2012 Jeep Liberty Sport

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

2012 Jeep Liberty Sport

Seneca Falls, NY

UnscoredInsufficient · 3
$2,995119,450 mi

Comparison: 3 similar vehicles

Seneca Falls, NY

2005 Toyota Sienna LE

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

2005 Toyota Sienna LE

Seneca Falls, NY

UnscoredInsufficient · 3
$2,995169,734 mi

Comparison: 3 similar vehicles

Seneca Falls, NY

2014 Chevrolet Cruze 1LT

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

2014 Chevrolet Cruze 1LT

Canandaigua, NY

UnscoredInsufficient · 4
$3,495106,790 mi

Comparison: 4 similar vehicles

Canandaigua, NY

2006 Toyota Camry LE

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

2006 Toyota Camry LE

Horseheads, NY

UnscoredInsufficient · 0
$3,495278,369 mi

Horseheads, NY

2003 Honda Odyssey EX

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

2003 Honda Odyssey EX

Horseheads, NY

UnscoredInsufficient · 3
$3,495184,325 mi

Comparison: 3 similar vehicles

Horseheads, NY

2000 Dodge Durango SLT

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

2000 Dodge Durango SLT

Horseheads, NY

UnscoredInsufficient · 3
$3,495245,587 mi

Comparison: 3 similar vehicles

Horseheads, NY

2006 Mercury Montego Luxury

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

2006 Mercury Montego Luxury

Mount Morris, NY

UnscoredInsufficient · 0
$3,995131,148 mi

Mount Morris, NY

2004 Saturn ION 3

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

2004 Saturn ION 3

Geneva, NY

UnscoredInsufficient · 0
$3,99590,500 mi

Geneva, NY

2009 Subaru Forester 2.5X

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

2009 Subaru Forester 2.5X

Knoxville, PA

UnscoredLimited · 8
$4,200178,316 mi

Comparison: 8 similar vehicles

Knoxville, PA

2005 Toyota Avalon XLS

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

2005 Toyota Avalon XLS

Seneca Falls, NY

UnscoredInsufficient · 0
$4,200174,395 mi

Seneca Falls, NY

2011 Ford Edge SE

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

2011 Ford Edge SE

Rochester, NY

UnscoredInsufficient · 0
$4,499158,374 mi

Rochester, NY

2013 Ford Taurus Limited

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

2013 Ford Taurus Limited

Elmira, NY

Fair PriceLimited · 12
$4,500104,450 mi

Market: $4,995 – $14,468

Comparison: 12 similar vehicles

Fairly priced — priced near the comparable range, but not far enough below it to qualify as a Great Deal · 8 days listed (based on current market benchmarks)

Elmira, NY

2010 Mazda MAZDA6 i Sport

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

2010 Mazda MAZDA6 i Sport

Rochester, NY

UnscoredInsufficient · 0
$4,500208,949 mi

Rochester, NY

2007 Lincoln Town Car Signature

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

2007 Lincoln Town Car Signature

Ontario, NY

UnscoredInsufficient · 0
$4,500114,512 mi

Ontario, NY

2015 Chevrolet Equinox LS

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

2015 Chevrolet Equinox LS

Rochester, NY

UnscoredLimited · 7
$4,699142,074 mi

Comparison: 7 similar vehicles

Rochester, NY

2012 Chevrolet Sonic 2LT

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

2012 Chevrolet Sonic 2LT

Rochester, NY

UnscoredInsufficient · 0
$4,75096,470 mi

Rochester, NY

1999 Cadillac Seville STS

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

1999 Cadillac Seville STS

Spencerport, NY

UnscoredInsufficient · 0
$4,79585,000 mi

Spencerport, NY

1997 Nissan Pathfinder XE

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

1997 Nissan Pathfinder XE

Horseheads, NY

UnscoredInsufficient · 0
$4,79593,246 mi

Horseheads, NY

2018 Ford Transit Connect XL

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

2018 Ford Transit Connect XL

Bath, NY

UnscoredLimited · 9
$4,825292,977 mi

Comparison: 9 similar vehicles

Bath, NY

2006 Buick LaCrosse CXL

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

2006 Buick LaCrosse CXL

Mount Morris, NY

UnscoredInsufficient · 3
$4,900135,234 mi

Comparison: 3 similar vehicles

Mount Morris, NY

2004 Dodge Stratus SXT

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

2004 Dodge Stratus SXT

Webster, NY

UnscoredInsufficient · 0
$4,993171,056 mi

Webster, NY

2011 Nissan Sentra S

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

2011 Nissan Sentra S

Ontario, NY

UnscoredInsufficient · 0
$4,995115,000 mi

Ontario, NY

2010 Ford Focus SE

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

2010 Ford Focus SE

Horseheads, NY

Fair PriceModerate · 20
$4,995136,922 mi

Market: $2,100 – $6,995

Comparison: 20 similar vehicles

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

Horseheads, NY

2010 Toyota Prius III

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

2010 Toyota Prius III

Rochester, NY

UnscoredInsufficient · 4
$4,995210,000 mi

Comparison: 4 similar vehicles

Rochester, NY

2009 Honda Accord EX-L

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

2009 Honda Accord EX-L

Seneca Falls, NY

UnscoredLimited · 5
$4,995163,508 mi

Comparison: 5 similar vehicles

Seneca Falls, NY

2006 Buick Lucerne CX

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

2006 Buick Lucerne CX

Almond, NY

UnscoredInsufficient · 0
$4,995149,618 mi

Almond, NY

2003 Ford Focus SE comfort

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

2003 Ford Focus SE comfort

Newark, NY

UnscoredInsufficient · 0
$4,995131,000 mi

Newark, NY

2002 Pontiac Grand Prix GT

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

2002 Pontiac Grand Prix GT

Almond, NY

UnscoredInsufficient · 0
$4,995174,995 mi

Almond, NY

1998 Ford Mustang Base

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

1998 Ford Mustang Base

Newark, NY

UnscoredInsufficient · 0
$4,995104,655 mi

Newark, NY

1983 Saab 900

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

1983 Saab 900

Montour Falls, NY

UnscoredInsufficient · 0
$4,995Mileage not verified

Montour Falls, NY

2015 Volvo XC60 Premier

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

2015 Volvo XC60 Premier

Corning, NY

Fair PriceLimited · 13
$4,998224,000 mi

Market: $3,200 – $14,170

Comparison: 13 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 34 days listed (based on current market benchmarks)

Corning, NY

2011 Chevrolet Aveo 1LT

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

2011 Chevrolet Aveo 1LT

Corning, NY

UnscoredInsufficient · 0
$4,998113,000 mi

Corning, NY

2000 Chevrolet Monte Carlo SS

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

2000 Chevrolet Monte Carlo SS

Corning, NY

UnscoredInsufficient · 0
$4,998205,000 mi

Corning, NY

2014 Ford Focus SE

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

2014 Ford Focus SE

Rochester, NY

Fair PriceModerate · 23
$4,999118,718 mi

Market: $3,995 – $8,995

Comparison: 23 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 65 days listed (based on current market benchmarks)

Rochester, NY

2014 Kia Soul Base

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

2014 Kia Soul Base

Rochester, NY

Fair PriceLimited · 11
$4,999126,323 mi

Market: $3,995 – $10,595

Comparison: 11 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 28 days listed (based on current market benchmarks)

Rochester, NY

2012 Ford F-150 XL

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

2012 Ford F-150 XL

Rochester, NY

UnscoredLimited · 9
$4,999200,232 mi

Comparison: 9 similar vehicles

Rochester, NY

2012 Lincoln MKZ Base

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

2012 Lincoln MKZ Base

Rochester, NY

UnscoredInsufficient · 0
$4,999126,668 mi

Rochester, 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

Webster, NY

UnscoredLimited · 7
$4,999147,497 mi

Comparison: 7 similar vehicles

Webster, NY

2012 Toyota Yaris L

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

2012 Toyota Yaris L

Rochester, NY

UnscoredInsufficient · 0
$4,999157,000 mi

Rochester, NY

2012 Volkswagen CC Sport

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

2012 Volkswagen CC Sport

Rochester, NY

UnscoredInsufficient · 0
$4,999132,000 mi

Rochester, NY

2011 Chrysler 200 Touring

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

2011 Chrysler 200 Touring

Rochester, NY

UnscoredInsufficient · 4
$4,999113,972 mi

Comparison: 4 similar vehicles

Rochester, NY

2013 Hyundai Santa Fe Sport

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

2013 Hyundai Santa Fe Sport

Rochester, NY

UnscoredLimited · 9
$5,200153,000 mi

Comparison: 9 similar vehicles

Rochester, NY

2007 Honda Accord LX

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

2007 Honda Accord LX

Rochester, NY

UnscoredInsufficient · 0
$5,290180,341 mi

Rochester, NY

2004 Honda Civic EX

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

2004 Honda Civic EX

Rochester, NY

UnscoredInsufficient · 0
$5,290164,223 mi

Rochester, NY

2018 Chevrolet Cruze LS

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

2018 Chevrolet Cruze LS

Canandaigua, NY

UnscoredLimited · 5
$5,300145,000 mi

Comparison: 5 similar vehicles

Canandaigua, NY

2012 Kia Optima LX

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

2012 Kia Optima LX

Rochester, NY

UnscoredInsufficient · 0
$5,399Mileage not verified

Rochester, NY

2013 Ford Fiesta SE

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

2013 Ford Fiesta SE

Corning, NY

Fair PriceLimited · 10
$5,49578,083 mi

Market: $2,400 – $6,995

Comparison: 10 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 122 days listed (based on current market benchmarks)

Corning, NY

2011 Toyota Prius III

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

2011 Toyota Prius III

Rochester, NY

UnscoredInsufficient · 0
$5,495208,000 mi

Rochester, NY

2007 Toyota Camry LE

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

2007 Toyota Camry LE

Rochester, NY

UnscoredLimited · 5
$5,495189,888 mi

Comparison: 5 similar vehicles

Rochester, 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, and mileage is not used to select comparables or adjust comparable prices, but acts as a reliability check on used vehicles — OAV withholds a verdict when mileage is very high or unreliable, or when a lower price is better explained by higher-than-typical mileage than by a genuine market discount. 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 verdict thresholds are published, thin evidence means Unscored, and dealers cannot pay to change an OAV.io verdict, its eligibility or a listing's placement on OAV.io.

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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