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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 · November 4, 2026

6.8M+

Vehicles tracked nationwide

6M+ searchable on oav.io

60,000+

US dealerships

Daily

Data pipeline

Comparable

Market-evidence analysis

New and used·Listings processed daily

Or explore the market

381 listings found

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

2008 Volvo XC70 3.2

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

2008 Volvo XC70 3.2

Milford, NH

Unscored
$3,500248,753 mi

Comparison: 12 similar vehicles

Milford, NH

2009 Ford Taurus SE

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

2009 Ford Taurus SE

Milford, NH

UnscoredInsufficient · 0
$3,926115,421 mi

Milford, NH

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

Milford, NH

Unscored
$4,426264,050 mi

Comparison: 7 similar vehicles

Milford, NH

2007 Toyota Camry Hybrid

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

2007 Toyota Camry Hybrid

Milford, NH

Unscored
$4,500218,024 mi

Comparison: 5 similar vehicles

Milford, NH

1994 Jeep Wrangler / YJ

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

1994 Jeep Wrangler / YJ

Milford, NH

UnscoredInsufficient · 0
$5,026181,542 mi

Milford, NH

2015 Ford Fiesta S

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

2015 Ford Fiesta S

Milford, NH

UnscoredInsufficient · 3
$5,12672,936 mi

Comparison: 3 similar vehicles

Milford, NH

2009 Ford Focus SES

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

2009 Ford Focus SES

Milford, NH

UnscoredInsufficient · 0
$5,50089,629 mi

Milford, NH

2009 Honda Civic EX

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

2009 Honda Civic EX

Milford, NH

Unscored
$5,500166,159 mi

Comparison: 21 similar vehicles

Milford, NH

2008 Toyota Corolla CE

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

2008 Toyota Corolla CE

Milford, NH

Unscored
$5,500164,298 mi

Comparison: 30 similar vehicles

Milford, NH

2008 Toyota Camry LE

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

2008 Toyota Camry LE

Milford, NH

Unscored
$5,500161,604 mi

Comparison: 22 similar vehicles

Milford, NH

2007 Toyota Corolla CE

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

2007 Toyota Corolla CE

Milford, NH

Unscored
$5,500128,785 mi

Comparison: 18 similar vehicles

Milford, NH

2006 Honda Civic LX

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

2006 Honda Civic LX

Milford, NH

Unscored
$5,500148,389 mi

Comparison: 13 similar vehicles

Milford, NH

2006 Chevrolet Silverado 1500 LS

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

2006 Chevrolet Silverado 1500 LS

Milford, NH

UnscoredInsufficient · 0
$5,500238,033 mi

Milford, NH

2003 Ford Thunderbird Deluxe

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

2003 Ford Thunderbird Deluxe

Milford, NH

Unscored
$5,500205,092 mi

Comparison: 5 similar vehicles

Milford, NH

2015 Nissan Sentra S

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

2015 Nissan Sentra S

Milford, NH

Unscored
$5,536142,384 mi

Comparison: 8 similar vehicles

Milford, NH

2011 Ford Taurus Limited

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

2011 Ford Taurus Limited

Milford, NH

UnscoredInsufficient · 3
$5,926134,244 mi

Comparison: 3 similar vehicles

Milford, NH

2011 Jeep Liberty Sport

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

2011 Jeep Liberty Sport

Milford, NH

Unscored
$5,935122,490 mi

Comparison: 18 similar vehicles

Milford, NH

2008 Honda Civic LX

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

2008 Honda Civic LX

Milford, NH

Unscored
$5,950152,481 mi

Comparison: 5 similar vehicles

Milford, NH

2016 Subaru Impreza Base

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

2016 Subaru Impreza Base

Milford, NH

Unscored
$5,995180,320 mi

Comparison: 11 similar vehicles

Milford, NH

2013 Kia Optima SX

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

2013 Kia Optima SX

Milford, NH

UnscoredInsufficient · 3
$6,426166,370 mi

Comparison: 3 similar vehicles

Milford, NH

2010 Toyota Camry LE

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

2010 Toyota Camry LE

Milford, NH

UnscoredInsufficient · 3
$6,500210,287 mi

Comparison: 3 similar vehicles

Milford, NH

2009 Honda Civic DX-VP

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

2009 Honda Civic DX-VP

Milford, NH

UnscoredInsufficient · 4
$6,500144,523 mi

Comparison: 4 similar vehicles

Milford, NH

2009 Chevrolet Silverado 1500 1LT

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

2009 Chevrolet Silverado 1500 1LT

Milford, NH

Unscored
$6,500132,558 mi

Comparison: 5 similar vehicles

Milford, NH

2009 Toyota Corolla Base

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

2009 Toyota Corolla Base

Milford, NH

Unscored
$6,500137,791 mi

Comparison: 9 similar vehicles

Milford, NH

2008 Honda Civic LX

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

2008 Honda Civic LX

Milford, NH

Unscored
$6,500116,550 mi

Comparison: 5 similar vehicles

Milford, NH

2008 Toyota Corolla S

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

2008 Toyota Corolla S

Milford, NH

UnscoredInsufficient · 0
$6,500119,686 mi

Milford, NH

2008 Volvo XC70 3.2

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

2008 Volvo XC70 3.2

Milford, NH

Unscored
$6,500175,940 mi

Comparison: 12 similar vehicles

Milford, NH

2007 Chevrolet Express Cargo Work

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

2007 Chevrolet Express Cargo Work

Milford, NH

UnscoredInsufficient · 4
$6,500203,006 mi

Comparison: 4 similar vehicles

Milford, NH

2007 Toyota Corolla CE

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

2007 Toyota Corolla CE

Milford, NH

Fair PriceLimited · 18
$6,500112,308 mi

Market: $2,999 – $8,999

Comparison: 18 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 220 days listed (based on current market benchmarks)

Milford, NH

2004 GMC Sierra 1500 SLT

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

2004 GMC Sierra 1500 SLT

Milford, NH

UnscoredInsufficient · 0
$6,500174,646 mi

Milford, NH

2003 Jeep Wrangler X

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

2003 Jeep Wrangler X

Milford, NH

UnscoredInsufficient · 0
$6,500150,627 mi

Milford, NH

2003 Chevrolet Silverado 1500 LS

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

2003 Chevrolet Silverado 1500 LS

Milford, NH

UnscoredInsufficient · 0
$6,500132,268 mi

Milford, NH

2016 Mazda CX-5 Grand Touring

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

2016 Mazda CX-5 Grand Touring

Milford, NH

Unscored
$6,935178,339 mi

Comparison: 16 similar vehicles

Milford, NH

2011 Ford Focus SE

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

2011 Ford Focus SE

Milford, NH

UnscoredInsufficient · 0
$6,95058,192 mi

Milford, NH

2011 Chevrolet Silverado 1500 Work Truck

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

2011 Chevrolet Silverado 1500 Work Truck

Milford, NH

Unscored
$6,950125,022 mi

Comparison: 7 similar vehicles

Milford, NH

2009 Toyota RAV4 Base

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

2009 Toyota RAV4 Base

Milford, NH

UnscoredInsufficient · 3
$6,950173,215 mi

Comparison: 3 similar vehicles

Milford, NH

2007 Toyota Camry CE

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

2007 Toyota Camry CE

Milford, NH

Fair PriceLimited · 17
$6,95083,482 mi

Market: $2,949 – $8,999

Comparison: 17 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 783 days listed (based on current market benchmarks)

Milford, NH

2017 Volkswagen Jetta S

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

2017 Volkswagen Jetta S

Milford, NH

UnscoredInsufficient · 4
$7,126113,545 mi

Comparison: 4 similar vehicles

Milford, NH

2018 Chevrolet Trax LT

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

2018 Chevrolet Trax LT

Milford, NH

Unscored
$7,495134,791 mi

Comparison: 35 similar vehicles

Milford, NH

2015 Subaru Forester i Premium

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

2015 Subaru Forester i Premium

Milford, NH

Unscored
$7,495169,093 mi

Comparison: 20 similar vehicles

Milford, NH

2014 Chevrolet Impala 2FL

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

2014 Chevrolet Impala 2FL

Milford, NH

Fair PriceLimited · 15
$7,50080,553 mi

Market: $3,995 – $12,794

Comparison: 15 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 177 days listed (based on current market benchmarks)

Milford, NH

2010 Honda Civic LX

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

2010 Honda Civic LX

Milford, NH

Fair PriceModerate · 40
$7,500115,819 mi

Market: $2,599 – $9,595

Comparison: 40 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 177 days listed (based on current market benchmarks)

Milford, NH

2008 Honda Accord EX

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

2008 Honda Accord EX

Milford, NH

Unscored
$7,500131,139 mi

Comparison: 9 similar vehicles

Milford, NH

2008 Chevrolet Silverado 1500 1LT

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

2008 Chevrolet Silverado 1500 1LT

Milford, NH

Fair PriceLimited · 11
$7,500119,438 mi

Market: $5,900 – $12,699

Comparison: 11 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 199 days listed (based on current market benchmarks)

Milford, NH

2006 GMC Sierra 1500 SL1

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

2006 GMC Sierra 1500 SL1

Milford, NH

UnscoredInsufficient · 0
$7,500225,906 mi

Milford, NH

2006 Toyota Corolla LE

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

2006 Toyota Corolla LE

Milford, NH

UnscoredInsufficient · 3
$7,50084,214 mi

Comparison: 3 similar vehicles

Milford, NH

2018 Volkswagen Passat R-Line

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

2018 Volkswagen Passat R-Line

Milford, NH

Fair PriceLimited · 10
$7,935119,402 mi

Market: $7,990 – $15,786

Comparison: 10 similar vehicles

Fairly priced — priced near the comparable range, but not far enough below it to qualify as a Great Deal · 55 days listed (based on current market benchmarks)

Milford, NH

2008 Toyota RAV4 Base

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

2008 Toyota RAV4 Base

Milford, NH

Fair PriceModerate · 20
$7,950104,568 mi

Market: $3,697 – $10,999

Comparison: 20 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 190 days listed (based on current market benchmarks)

Milford, NH

2007 Toyota RAV4 Base

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

2007 Toyota RAV4 Base

Milford, NH

UnscoredInsufficient · 4
$7,950149,711 mi

Comparison: 4 similar vehicles

Milford, 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 recently 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.
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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