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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 19, 2026

6M+

Unique vehicles analyzed

as of October 18, 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

1,638 listings found

2009 Chrysler Sebring LX

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

2009 Chrysler Sebring LX

Canandaigua, NY

UnscoredInsufficient · 0
$2,995125,000 mi

Canandaigua, NY

2006 MINI Cooper S

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

2006 MINI Cooper S

New Rochelle, NY

UnscoredInsufficient · 0
$3,995168,296 mi

New Rochelle, NY

2003 Mercedes-Benz CLK-Class CLK320

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

2003 Mercedes-Benz CLK-Class CLK320

Oyster Bay, NY

UnscoredInsufficient · 3
$3,99586,600 mi

Comparison: 3 similar vehicles

Oyster Bay, NY

2006 Audi A4 Base

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

2006 Audi A4 Base

Island Park, NY

UnscoredLimited · 11
$4,700123,540 mi

Comparison: 11 similar vehicles

Island Park, NY

2006 Pontiac Solstice Base

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

2006 Pontiac Solstice Base

East Islip, NY

Salvage title
$4,995174,375 mi

East Islip, NY

1997 Mercedes-Benz SL-Class SL 320

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

1997 Mercedes-Benz SL-Class SL 320

Deer Park, NY

UnscoredInsufficient · 0
$4,999212,413 mi

Deer Park, NY

2001 Audi TT Base

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

2001 Audi TT Base

Riverhead, NY

UnscoredInsufficient · 0
$5,901111,705 mi

Riverhead, NY

2011 Mitsubishi Eclipse Spyder GS-Sport

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

2011 Mitsubishi Eclipse Spyder GS-Sport

Albany, NY

UnscoredInsufficient · 0
$5,975132,551 mi

Albany, NY

2007 Saab 9-3 2.0T

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

2007 Saab 9-3 2.0T

Lockport, NY

UnscoredInsufficient · 0
$5,995128,100 mi

Lockport, NY

2006 BMW 3 Series 325i

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

2006 BMW 3 Series 325i

Nanuet, NY

UnscoredLimited · 5
$5,995146,092 mi

Comparison: 5 similar vehicles

Nanuet, NY

2005 Toyota Camry Solara SE

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

2005 Toyota Camry Solara SE

Corning, NY

UnscoredInsufficient · 3
$5,995139,924 mi

Comparison: 3 similar vehicles

Corning, NY

2006 Pontiac G6 GT

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

2006 Pontiac G6 GT

Baldwin, NY

UnscoredInsufficient · 0
$5,996103,699 mi

Baldwin, NY

2007 Toyota Camry Solara SE

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

2007 Toyota Camry Solara SE

Rensselaer, NY

UnscoredLimited · 5
$5,999173,500 mi

Comparison: 5 similar vehicles

Rensselaer, NY

2011 Audi A5 Premium

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

2011 Audi A5 Premium

Brooklyn, NY

UnscoredLimited · 12
$6,500121,000 mi

Comparison: 12 similar vehicles

Brooklyn, NY

2009 Mercedes-Benz CLK-Class CLK350

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

2009 Mercedes-Benz CLK-Class CLK350

Rensselaer, NY

UnscoredLimited · 6
$6,500105,000 mi

Comparison: 6 similar vehicles

Rensselaer, NY

2007 MINI Cooper S

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

2007 MINI Cooper S

Bellport, NY

UnscoredInsufficient · 4
$6,50087,270 mi

Comparison: 4 similar vehicles

Bellport, NY

2003 Mazda Miata Shinsen

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

2003 Mazda Miata Shinsen

Congers, NY

UnscoredInsufficient · 0
$6,500138,472 mi

Congers, NY

2008 Pontiac Solstice Base

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

2008 Pontiac Solstice Base

North Tonawanda, NY

UnscoredInsufficient · 0
$6,69086,450 mi

North Tonawanda, NY

2013 MINI Cooper S

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

2013 MINI Cooper S

Massapequa, NY

UnscoredLimited · 6
$6,822160,824 mi

Comparison: 6 similar vehicles

Massapequa, NY

2003 Ford Thunderbird Premium

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

2003 Ford Thunderbird Premium

Mount Sinai, NY

Salvage title
$6,88864,150 mi

Mount Sinai, NY

2013 FIAT 500 Pop

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

2013 FIAT 500 Pop

Uniondale, NY

UnscoredLimited · 5
$6,90089,289 mi

Comparison: 5 similar vehicles

Uniondale, NY

2011 BMW 3 Series 328i

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

2011 BMW 3 Series 328i

West Babylon, NY

Fair PriceLimited · 11
$6,900120,000 mi

Market: $4,900 – $6,995

Comparison: 11 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 15 days listed (based on current market benchmarks)

West Babylon, NY

1999 BMW 3 Series Base

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

1999 BMW 3 Series Base

Staten Island, NY

UnscoredLimited · 8
$6,90071,234 mi

Comparison: 8 similar vehicles

Staten Island, NY

2007 Toyota Camry Solara SLE

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

2007 Toyota Camry Solara SLE

Troy, NY

UnscoredLimited · 5
$6,950137,500 mi

Comparison: 5 similar vehicles

Troy, NY

2013 Chrysler 200 Touring

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

2013 Chrysler 200 Touring

Kingston, NY

UnscoredModerate · 23
$6,995149,900 mi

Comparison: 23 similar vehicles

Kingston, NY

2013 Audi A5 Premium

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

2013 Audi A5 Premium

Lindenhurst, NY

Salvage title
$6,995105,805 mi

Lindenhurst, NY

2012 Chrysler 200 Limited

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

2012 Chrysler 200 Limited

Amsterdam, NY

UnscoredInsufficient · 0
$6,995111,295 mi

Amsterdam, NY

2011 BMW 3 Series 328i

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

2011 BMW 3 Series 328i

Great Neck, NY

UnscoredModerate · 27
$6,995164,337 mi

Comparison: 27 similar vehicles

Great Neck, NY

2004 BMW 3 Series 325

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

2004 BMW 3 Series 325

Cheektowaga, NY

UnscoredInsufficient · 0
$6,99592,743 mi

Cheektowaga, NY

2002 Toyota Camry Solara SE

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

2002 Toyota Camry Solara SE

Yonkers, NY

UnscoredInsufficient · 0
$6,99580,000 mi

Yonkers, NY

2002 BMW 3 Series Base

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

2002 BMW 3 Series Base

Poughquag, NY

UnscoredLimited · 9
$6,995106,900 mi

Comparison: 9 similar vehicles

Poughquag, NY

2001 Ford Mustang GT

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

2001 Ford Mustang GT

Montour Falls, NY

UnscoredInsufficient · 0
$6,995115,324 mi

Montour Falls, NY

2006 Pontiac Solstice Base

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

2006 Pontiac Solstice Base

Albany, NY

UnscoredLimited · 9
$6,99894,613 mi

Comparison: 9 similar vehicles

Albany, NY

2005 Toyota Camry Solara SE

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

2005 Toyota Camry Solara SE

West Sand Lake, NY

UnscoredInsufficient · 0
$7,174137,500 mi

West Sand Lake, NY

2005 Ford Mustang Deluxe

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

2005 Ford Mustang Deluxe

Cherry Valley, NY

UnscoredLimited · 5
$7,400157,960 mi

Comparison: 5 similar vehicles

Cherry Valley, NY

2012 Volkswagen Eos Komfort

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

2012 Volkswagen Eos Komfort

Kingston, NY

UnscoredLimited · 9
$7,45094,233 mi

Comparison: 9 similar vehicles

Kingston, NY

2010 BMW 3 Series 328i

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

2010 BMW 3 Series 328i

Freeport, NY

UnscoredLimited · 5
$7,495119,860 mi

Comparison: 5 similar vehicles

Freeport, NY

2006 Mercedes-Benz CLK-Class CLK500

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

2006 Mercedes-Benz CLK-Class CLK500

Oyster Bay, NY

UnscoredInsufficient · 0
$7,49997,000 mi

Oyster Bay, NY

2013 Volvo C70 T5

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

2013 Volvo C70 T5

Spring Valley, NY

UnscoredModerate · 21
$7,500124,298 mi

Comparison: 21 similar vehicles

Spring Valley, NY

2012 MINI Cooper S

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

2012 MINI Cooper S

Massapequa, NY

UnscoredLimited · 5
$7,500127,075 mi

Comparison: 5 similar vehicles

Massapequa, NY

2007 Saturn Sky Roadster

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

2007 Saturn Sky Roadster

Rome, NY

UnscoredInsufficient · 0
$7,500126,316 mi

Rome, NY

2013 Volvo C70 T5

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

2013 Volvo C70 T5

West Sand Lake, NY

UnscoredLimited · 11
$7,674135,850 mi

Comparison: 11 similar vehicles

West Sand Lake, NY

1999 BMW 3 Series Base

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

1999 BMW 3 Series Base

Irving, NY

UnscoredInsufficient · 0
$7,80076,420 mi

Irving, NY

2007 Pontiac Solstice GXP

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

2007 Pontiac Solstice GXP

Massapequa, NY

UnscoredInsufficient · 0
$7,822118,159 mi

Massapequa, NY

2001 Mercedes-Benz CLK CLK430

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

2001 Mercedes-Benz CLK CLK430

East Amherst, NY

UnscoredInsufficient · 0
$7,85093,362 mi

East Amherst, NY

2011 Chrysler 200 Touring

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

2011 Chrysler 200 Touring

Troy, NY

Fair PriceLimited · 10
$7,90070,573 mi

Market: $2,600 – $8,999

Comparison: 10 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 209 days listed (based on current market benchmarks)

Troy, NY

2008 Chrysler Sebring Touring

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

2008 Chrysler Sebring Touring

Bronx, NY

UnscoredInsufficient · 0
$7,99041,689 mi

Bronx, NY

2008 Nissan 350Z Roadster Touring

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

2008 Nissan 350Z Roadster Touring

Baldwin, NY

UnscoredInsufficient · 0
$7,995143,690 mi

Baldwin, NY

2006 BMW Z4 3.0i

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

2006 BMW Z4 3.0i

New Rochelle, NY

UnscoredInsufficient · 0
$7,995139,994 mi

New Rochelle, NY

2002 Mercedes-Benz CLK-Class CLK430

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

2002 Mercedes-Benz CLK-Class CLK430

Freeport, NY

UnscoredInsufficient · 0
$7,99580,481 mi

Freeport, 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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