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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 18, 2026

6M+

Unique vehicles analyzed

as of October 17, 2026

57,000+

US dealerships

Daily

Data pipeline

Comparable

Market-evidence analysis

3.3M new·2.8M used·Listings processed daily

Or explore the market

11,682 listings found

2002 Volvo V70 XC A

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

2002 Volvo V70 XC A

Cherry Valley, NY

UnscoredInsufficient · 0
$2,499230,000 mi

Cherry Valley, 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

2000 Mercury Sable LS PREMIUM

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

2000 Mercury Sable LS PREMIUM

Rome, NY

UnscoredInsufficient · 0
$3,850112,431 mi

Rome, NY

2009 Ford Focus SE

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

2009 Ford Focus SE

Chittenango, NY

UnscoredInsufficient · 3
$3,950169,109 mi

Comparison: 3 similar vehicles

Chittenango, NY

2004 Buick LeSabre Limited

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

2004 Buick LeSabre Limited

Chittenango, NY

UnscoredInsufficient · 0
$3,99081,324 mi

Chittenango, NY

2010 Ford Edge SEL

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

2010 Ford Edge SEL

Little Falls, NY

UnscoredLimited · 11
$3,995244,446 mi

Comparison: 11 similar vehicles

Little Falls, NY

2006 Chrysler 300 C

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

2006 Chrysler 300 C

Rome, NY

UnscoredInsufficient · 0
$4,000159,200 mi

Rome, NY

1988 Cadillac Allante

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

1988 Cadillac Allante

Utica, NY

UnscoredInsufficient · 0
$4,200142,524 mi

Utica, NY

2008 Chevrolet Cobalt LT

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

2008 Chevrolet Cobalt LT

Rome, NY

UnscoredLimited · 5
$4,35092,083 mi

Comparison: 5 similar vehicles

Rome, NY

2004 Chevrolet Silverado 1500 Work Truck

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

2004 Chevrolet Silverado 1500 Work Truck

Norwich, NY

UnscoredInsufficient · 4
$4,350188,000 mi

Comparison: 4 similar vehicles

Norwich, NY

2007 Pontiac Grand Prix GP

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

2007 Pontiac Grand Prix GP

Rome, NY

UnscoredInsufficient · 0
$4,450154,400 mi

Rome, NY

2009 Volvo S80 3.2

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

2009 Volvo S80 3.2

Little Falls, NY

UnscoredInsufficient · 0
$4,495131,825 mi

Little Falls, NY

2010 Ford Escape XLT

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

2010 Ford Escape XLT

Utica, NY

Fair PriceModerate · 27
$4,850117,837 mi

Market: $1,200 – $10,995

Comparison: 27 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 30 days listed (based on current market benchmarks)

Utica, NY

2006 Pontiac Grand Prix GP

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

2006 Pontiac Grand Prix GP

Nelliston, NY

UnscoredInsufficient · 0
$4,90092,700 mi

Nelliston, NY

2010 Chevrolet Cobalt LT

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

2010 Chevrolet Cobalt LT

Chittenango, NY

UnscoredInsufficient · 0
$4,950163,489 mi

Chittenango, NY

2017 Ford Fiesta SE

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

2017 Ford Fiesta SE

Utica, NY

UnscoredModerate · 22
$4,995155,208 mi

Comparison: 22 similar vehicles

Utica, NY

2014 Nissan Versa Sedan SV

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

2014 Nissan Versa Sedan SV

Chittenango, NY

UnscoredModerate · 46
$4,995168,925 mi

Comparison: 46 similar vehicles

Chittenango, NY

2010 Mercury Milan Premier

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

2010 Mercury Milan Premier

Chittenango, NY

UnscoredInsufficient · 4
$4,99596,205 mi

Comparison: 4 similar vehicles

Chittenango, NY

2009 Chevrolet Express Cargo Work Van

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

2009 Chevrolet Express Cargo Work Van

Little Falls, NY

UnscoredLimited · 10
$4,995194,552 mi

Comparison: 10 similar vehicles

Little Falls, NY

2008 Jeep Patriot Limited

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

2008 Jeep Patriot Limited

Little Falls, NY

UnscoredInsufficient · 0
$4,995144,038 mi

Little Falls, NY

2005 Subaru Outback I

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

2005 Subaru Outback I

Little Falls, NY

UnscoredLimited · 9
$4,995137,330 mi

Comparison: 9 similar vehicles

Little Falls, NY

2016 Ford Fiesta SE

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

2016 Ford Fiesta SE

Chittenango, NY

UnscoredLimited · 10
$5,250165,185 mi

Comparison: 10 similar vehicles

Chittenango, NY

2010 Dodge Grand Caravan Crew

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

2010 Dodge Grand Caravan Crew

Rome, NY

UnscoredInsufficient · 0
$5,45082,234 mi

Rome, NY

2008 Cadillac STS Base

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

2008 Cadillac STS Base

Rome, NY

UnscoredInsufficient · 0
$5,450149,331 mi

Rome, NY

2012 Chrysler 200 Touring

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

2012 Chrysler 200 Touring

Little Falls, NY

Fair PriceLimited · 10
$5,495103,395 mi

Market: $4,800 – $8,495

Comparison: 10 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 243 days listed (based on current market benchmarks)

Little Falls, NY

2008 Ford Escape XLT

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

2008 Ford Escape XLT

Rome, NY

UnscoredLimited · 16
$5,500120,667 mi

Comparison: 16 similar vehicles

Rome, NY

2006 Chrysler Crossfire Limited

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

2006 Chrysler Crossfire Limited

Nelliston, NY

UnscoredInsufficient · 0
$5,500125,524 mi

Nelliston, NY

2005 Toyota Camry LE

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

2005 Toyota Camry LE

Rome, NY

UnscoredLimited · 16
$5,500185,000 mi

Comparison: 16 similar vehicles

Rome, NY

2003 Chevrolet Express G2500

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

2003 Chevrolet Express G2500

Norwich, NY

UnscoredInsufficient · 0
$5,600189,000 mi

Norwich, NY

2012 Ford Escape XLS

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

2012 Ford Escape XLS

Norwich, NY

UnscoredInsufficient · 3
$5,65087,000 mi

Comparison: 3 similar vehicles

Norwich, NY

2011 Jeep Liberty Limited

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

2011 Jeep Liberty Limited

Rome, NY

UnscoredInsufficient · 0
$5,850119,000 mi

Rome, NY

2010 Jeep Liberty Sport

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

2010 Jeep Liberty Sport

Nelliston, NY

UnscoredLimited · 19
$5,900124,100 mi

Comparison: 19 similar vehicles

Nelliston, NY

2009 Nissan cube Krom

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

2009 Nissan cube Krom

Gloversville, NY

UnscoredInsufficient · 0
$5,900109,861 mi

Gloversville, NY

2009 BMW 3 Series 328xi

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

2009 BMW 3 Series 328xi

Cherry Valley, NY

UnscoredModerate · 21
$5,900167,000 mi

Comparison: 21 similar vehicles

Cherry Valley, NY

2007 Suzuki XL7 Base

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

2007 Suzuki XL7 Base

Nelliston, NY

UnscoredInsufficient · 0
$5,900101,100 mi

Nelliston, NY

2017 Kia Forte LX

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

2017 Kia Forte LX

Rome, NY

UnscoredModerate · 32
$5,950163,000 mi

Comparison: 32 similar vehicles

Rome, NY

2014 Nissan Sentra SR

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

2014 Nissan Sentra SR

Rome, NY

Fair PriceModerate · 25
$5,950110,250 mi

Market: $3,995 – $10,995

Comparison: 25 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 13 days listed (based on current market benchmarks)

Rome, NY

2014 Ford Flex SEL

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

2014 Ford Flex SEL

Rome, NY

UnscoredLimited · 7
$5,990180,665 mi

Comparison: 7 similar vehicles

Rome, 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

Rome, NY

UnscoredModerate · 35
$5,990187,728 mi

Comparison: 35 similar vehicles

Rome, NY

2004 GMC Envoy SLE

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

2004 GMC Envoy SLE

Rome, NY

UnscoredInsufficient · 3
$5,990122,019 mi

Comparison: 3 similar vehicles

Rome, NY

2002 Ford Taurus SES

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

2002 Ford Taurus SES

Rome, NY

UnscoredInsufficient · 0
$5,99067,769 mi

Rome, NY

2017 Chevrolet Traverse 1LT

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

2017 Chevrolet Traverse 1LT

Utica, NY

UnscoredRobust · 74
$5,995151,531 mi

Comparison: 74 similar vehicles

Utica, NY

2016 Ford Focus S

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

2016 Ford Focus S

Chittenango, NY

UnscoredInsufficient · 3
$5,995114,102 mi

Comparison: 3 similar vehicles

Chittenango, NY

2016 Ford Escape SE

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

2016 Ford Escape SE

Utica, NY

UnscoredLimited · 10
$5,995125,932 mi

Comparison: 10 similar vehicles

Utica, NY

2014 Nissan Altima S

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

2014 Nissan Altima S

Chittenango, NY

UnscoredLimited · 10
$5,995169,485 mi

Comparison: 10 similar vehicles

Chittenango, NY

2013 Dodge Dart SE

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

2013 Dodge Dart SE

Utica, NY

UnscoredInsufficient · 0
$5,995112,437 mi

Utica, NY

2012 Nissan Altima

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

2012 Nissan Altima

Amsterdam, NY

UnscoredInsufficient · 0
$5,995168,995 mi

Amsterdam, NY

2012 Nissan Sentra S

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

2012 Nissan Sentra S

Boonville, NY

UnscoredInsufficient · 0
$5,995120,919 mi

Boonville, NY

2012 Volkswagen Jetta SE

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

2012 Volkswagen Jetta SE

Boonville, NY

UnscoredLimited · 6
$5,995152,568 mi

Comparison: 6 similar vehicles

Boonville, NY

2010 Jeep Grand Cherokee Laredo

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

2010 Jeep Grand Cherokee Laredo

Whitesboro, NY

Fair PriceLimited · 12
$5,99599,000 mi

Market: $1,650 – $9,995

Comparison: 12 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 16 days listed (based on current market benchmarks)

Whitesboro, 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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