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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

50,000+ listings found(add a location or filter to narrow results)

1987 Suzuki Unknown

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

1987 Suzuki Unknown

Auburn, NH

UnscoredInsufficient · 0
$1,49511,858 mi

Auburn, NH

2012 Subaru Outback Base

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

2012 Subaru Outback Base

Derry, NH

UnscoredInsufficient · 3
$1,500211,859 mi

Comparison: 3 similar vehicles

Derry, NH

2013 Nissan Rogue S

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

2013 Nissan Rogue S

Auburn, NH

UnscoredLimited · 5
$1,995191,480 mi

Comparison: 5 similar vehicles

Auburn, NH

2008 Nissan Versa SL

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

2008 Nissan Versa SL

Manchester, NH

UnscoredInsufficient · 4
$1,995204,800 mi

Comparison: 4 similar vehicles

Manchester, NH

2000 Honda Accord LX

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

2000 Honda Accord LX

Manchester, NH

UnscoredInsufficient · 0
$1,995127,000 mi

Manchester, NH

1987 Cadillac DeVille

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

1987 Cadillac DeVille

Auburn, NH

UnscoredInsufficient · 0
$1,99558,118 mi

Auburn, NH

2010 Subaru Forester X Limited

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

2010 Subaru Forester X Limited

Southborough, MA

UnscoredInsufficient · 4
$2,000288,276 mi

Comparison: 4 similar vehicles

Southborough, MA

2007 Ford Econoline Van Commercial

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

2007 Ford Econoline Van Commercial

Salem, NH

UnscoredLimited · 7
$2,100186,634 mi

Comparison: 7 similar vehicles

Salem, NH

2006 Chevrolet Equinox LT

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

2006 Chevrolet Equinox LT

Biddeford, ME

UnscoredInsufficient · 0
$2,250200,000 mi

Biddeford, ME

No Photo

2007 Hyundai Accent GLS

Hooksett, NH

UnscoredInsufficient · 0
$2,398119,938 mi

Hooksett, NH

2012 Nissan Altima S

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

2012 Nissan Altima S

Manchester, NH

UnscoredLimited · 8
$2,400146,607 mi

Comparison: 8 similar vehicles

Manchester, NH

2012 Ford Fusion SE

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

2012 Ford Fusion SE

Nashua, NH

UnscoredLimited · 5
$2,420174,182 mi

Comparison: 5 similar vehicles

Nashua, NH

2013 Kia Soul +

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

2013 Kia Soul +

Concord, NH

UnscoredInsufficient · 0
$2,495166,000 mi

Concord, NH

2011 Chevrolet Malibu 1LS

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

2011 Chevrolet Malibu 1LS

Manchester, NH

UnscoredInsufficient · 0
$2,500287,000 mi

Manchester, NH

2006 Nissan Pathfinder SE

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

2006 Nissan Pathfinder SE

Manchester, NH

UnscoredInsufficient · 0
$2,500188,000 mi

Manchester, NH

2003 Cadillac DeVille DHS

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

2003 Cadillac DeVille DHS

Manchester, NH

UnscoredInsufficient · 0
$2,500118,994 mi

Manchester, NH

1998 Pontiac Grand Prix GT SEDAN

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

1998 Pontiac Grand Prix GT SEDAN

Hampton Falls, NH

UnscoredInsufficient · 0
$2,500184,832 mi

Hampton Falls, NH

2007 Toyota Yaris Base

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

2007 Toyota Yaris Base

Nashua, NH

UnscoredLimited · 9
$2,520265,000 mi

Comparison: 9 similar vehicles

Nashua, NH

2010 Chevrolet Traverse 1LT

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

2010 Chevrolet Traverse 1LT

Manchester, NH

UnscoredLimited · 7
$2,700149,850 mi

Comparison: 7 similar vehicles

Manchester, NH

2002 Ford Explorer XLT

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

2002 Ford Explorer XLT

Nashua, NH

UnscoredInsufficient · 0
$2,720150,000 mi

Nashua, NH

2016 Dodge Dart SXT

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

2016 Dodge Dart SXT

Hooksett, NH

UnscoredInsufficient · 3
$2,795203,092 mi

Comparison: 3 similar vehicles

Hooksett, NH

2005 Toyota Prius Base

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

2005 Toyota Prius Base

Hooksett, NH

UnscoredLimited · 13
$2,795203,959 mi

Comparison: 13 similar vehicles

Hooksett, NH

2001 Volkswagen New Beetle GLS

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

2001 Volkswagen New Beetle GLS

Londonderry, NH

UnscoredInsufficient · 0
$2,850150,000 mi

Londonderry, NH

1984 Mercedes-Benz 380

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

1984 Mercedes-Benz 380

Londonderry, NH

UnscoredInsufficient · 0
$2,850148,000 mi

Londonderry, NH

2013 Nissan Murano SV

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

2013 Nissan Murano SV

Hooksett, NH

UnscoredInsufficient · 3
$2,898194,146 mi

Comparison: 3 similar vehicles

Hooksett, NH

2011 Subaru Outback 3.6R Limited

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

2011 Subaru Outback 3.6R Limited

Barrington, NH

UnscoredLimited · 8
$2,899247,637 mi

Comparison: 8 similar vehicles

Barrington, NH

2007 Honda Fit Base

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

2007 Honda Fit Base

Melrose, MA

UnscoredInsufficient · 3
$2,900175,400 mi

Comparison: 3 similar vehicles

Melrose, MA

2007 Ford Explorer XLT

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

2007 Ford Explorer XLT

Hooksett, NH

UnscoredInsufficient · 0
$2,950109,760 mi

Hooksett, NH

2007 Honda Accord VP

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

2007 Honda Accord VP

Berwick, ME

UnscoredInsufficient · 0
$2,950207,619 mi

Berwick, ME

2006 Buick LaCrosse CXL

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

2006 Buick LaCrosse CXL

Milford, NH

UnscoredInsufficient · 0
$2,950157,500 mi

Milford, NH

2004 Honda Pilot EX

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

2004 Honda Pilot EX

Methuen, MA

UnscoredLimited · 10
$2,988243,540 mi

Comparison: 10 similar vehicles

Methuen, MA

2013 Kia Sorento LX

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

2013 Kia Sorento LX

Salem, MA

UnscoredLimited · 14
$2,990156,828 mi

Comparison: 14 similar vehicles

Salem, MA

2012 Dodge Avenger SXT

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

2012 Dodge Avenger SXT

Salem, MA

UnscoredInsufficient · 0
$2,990127,768 mi

Salem, MA

2016 Volkswagen Jetta Sport

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

2016 Volkswagen Jetta Sport

Concord, NH

UnscoredModerate · 47
$2,995177,000 mi

Comparison: 47 similar vehicles

Concord, NH

2014 Jeep Patriot Sport

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

2014 Jeep Patriot Sport

Chelmsford, MA

UnscoredModerate · 21
$2,995190,852 mi

Comparison: 21 similar vehicles

Chelmsford, MA

2012 Jeep Compass Latitude

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

2012 Jeep Compass Latitude

Hudson, NH

UnscoredLimited · 10
$2,995183,801 mi

Comparison: 10 similar vehicles

Hudson, NH

2011 Acura MDX Base

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

2011 Acura MDX Base

Hooksett, NH

UnscoredLimited · 6
$2,995240,471 mi

Comparison: 6 similar vehicles

Hooksett, NH

2011 Mercury Mariner Premier

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

2011 Mercury Mariner Premier

Plaistow, NH

UnscoredInsufficient · 0
$2,995159,123 mi

Plaistow, NH

2011 BMW X3 xDrive35i

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

2011 BMW X3 xDrive35i

Plaistow, NH

UnscoredInsufficient · 0
$2,995179,144 mi

Plaistow, NH

2010 Nissan Altima S

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

2010 Nissan Altima S

Derry, NH

UnscoredInsufficient · 3
$2,995157,239 mi

Comparison: 3 similar vehicles

Derry, NH

2010 Nissan Versa Base

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

2010 Nissan Versa Base

Lowell, MA

UnscoredInsufficient · 0
$2,995131,195 mi

Lowell, MA

2010 Suzuki SX4 Sedan LE

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

2010 Suzuki SX4 Sedan LE

Dracut, MA

UnscoredInsufficient · 0
$2,995140,490 mi

Dracut, MA

2009 Saturn Aura XR

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

2009 Saturn Aura XR

Chelmsford, MA

UnscoredInsufficient · 0
$2,995152,856 mi

Chelmsford, MA

2009 Toyota Corolla S

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

2009 Toyota Corolla S

Manchester, NH

UnscoredInsufficient · 4
$2,995251,000 mi

Comparison: 4 similar vehicles

Manchester, NH

2009 Nissan Sentra

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

2009 Nissan Sentra

Dracut, MA

UnscoredInsufficient · 0
$2,995171,982 mi

Dracut, MA

2009 Mitsubishi Galant Sport

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

2009 Mitsubishi Galant Sport

Chelmsford, MA

UnscoredInsufficient · 0
$2,995142,252 mi

Chelmsford, MA

2008 Honda Civic LX

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

2008 Honda Civic LX

Manchester, NH

UnscoredLimited · 8
$2,995199,000 mi

Comparison: 8 similar vehicles

Manchester, NH

2006 Honda Accord SE

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

2006 Honda Accord SE

Hooksett, NH

UnscoredInsufficient · 4
$2,995193,512 mi

Comparison: 4 similar vehicles

Hooksett, NH

2006 Volkswagen Jetta 2.5

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

2006 Volkswagen Jetta 2.5

Derry, NH

UnscoredInsufficient · 3
$2,995155,164 mi

Comparison: 3 similar vehicles

Derry, NH

2006 Lexus IS 250

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

2006 Lexus IS 250

Manchester, NH

UnscoredInsufficient · 3
$2,995237,918 mi

Comparison: 3 similar vehicles

Manchester, NH

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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