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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 20, 2026

6M+

Unique vehicles analyzed

as of October 19, 2026

56,000+

US dealerships

Daily

Data pipeline

Comparable

Market-evidence analysis

3.3M new·2.8M used·Listings processed daily

Or explore the market

17,633 listings found

2003 Honda Accord EX

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

2003 Honda Accord EX

Worcester, MA

UnscoredLimited · 9
$1,950239,496 mi

Comparison: 9 similar vehicles

Worcester, MA

2006 Chevrolet Cobalt LT

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

2006 Chevrolet Cobalt LT

Brockton, MA

UnscoredInsufficient · 0
$1,990182,537 mi

Brockton, MA

2009 Subaru Legacy I Special Edition

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

2009 Subaru Legacy I Special Edition

Salisbury, MA

UnscoredInsufficient · 4
$2,000217,843 mi

Comparison: 4 similar vehicles

Salisbury, MA

2005 Saturn ION 1

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

2005 Saturn ION 1

Brockton, MA

UnscoredInsufficient · 0
$2,150163,880 mi

Brockton, MA

1999 Honda Civic LX

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

1999 Honda Civic LX

Worcester, MA

UnscoredInsufficient · 0
$2,390408,133 mi

Worcester, MA

2011 Chevrolet Cruze 1LT

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

2011 Chevrolet Cruze 1LT

Brockton, MA

UnscoredLimited · 12
$2,495224,750 mi

Comparison: 12 similar vehicles

Brockton, MA

2011 Hyundai Sonata Limited

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

2011 Hyundai Sonata Limited

Worcester, MA

UnscoredInsufficient · 3
$2,500203,110 mi

Comparison: 3 similar vehicles

Worcester, MA

2004 Chevrolet Impala Base

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

2004 Chevrolet Impala Base

Wrentham, MA

UnscoredInsufficient · 0
$2,500116,839 mi

Wrentham, MA

2004 Honda Civic EX

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

2004 Honda Civic EX

Gardner, MA

UnscoredInsufficient · 0
$2,500243,356 mi

Gardner, MA

2004 Mercedes-Benz S-Class S500

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

2004 Mercedes-Benz S-Class S500

Bourne, MA

UnscoredInsufficient · 0
$2,50069,995 mi

Bourne, MA

2005 Toyota Camry XLE

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

2005 Toyota Camry XLE

Brockton, MA

UnscoredInsufficient · 3
$2,590277,114 mi

Comparison: 3 similar vehicles

Brockton, MA

2005 Toyota Camry LE

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

2005 Toyota Camry LE

Brockton, MA

UnscoredInsufficient · 4
$2,590240,410 mi

Comparison: 4 similar vehicles

Brockton, MA

2010 Suzuki Kizashi SE

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

2010 Suzuki Kizashi SE

Brockton, MA

UnscoredInsufficient · 0
$2,800187,698 mi

Brockton, MA

2010 Hyundai Elantra SE

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

2010 Hyundai Elantra SE

Swansea, MA

UnscoredInsufficient · 0
$2,849172,367 mi

Swansea, MA

2013 Dodge Dart SXT

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

2013 Dodge Dart SXT

Southbridge, MA

UnscoredLimited · 5
$2,900110,252 mi

Comparison: 5 similar vehicles

Southbridge, MA

2011 Chevrolet Cruze 2LT

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

2011 Chevrolet Cruze 2LT

Bridgewater, MA

UnscoredLimited · 10
$2,900Mileage not verified

Comparison: 10 similar vehicles

Bridgewater, MA

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

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

2008 Honda Accord EX-L

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

2008 Honda Accord EX-L

Brockton, MA

UnscoredModerate · 24
$2,990239,496 mi

Comparison: 24 similar vehicles

Brockton, MA

2007 Honda Accord SE

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

2007 Honda Accord SE

Brockton, MA

UnscoredLimited · 9
$2,990228,819 mi

Comparison: 9 similar vehicles

Brockton, MA

2007 Kia New Optima LX

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

2007 Kia New Optima LX

Brockton, MA

UnscoredLimited · 5
$2,99091,722 mi

Comparison: 5 similar vehicles

Brockton, MA

2016 Ford Focus SE

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

2016 Ford Focus SE

Worcester, MA

UnscoredLimited · 7
$2,995180,251 mi

Comparison: 7 similar vehicles

Worcester, MA

2012 Ford Fiesta S

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

2012 Ford Fiesta S

Worcester, MA

UnscoredInsufficient · 0
$2,995143,000 mi

Worcester, MA

2011 Chevrolet Malibu LTZ

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

2011 Chevrolet Malibu LTZ

Hanson, MA

UnscoredInsufficient · 4
$2,995149,648 mi

Comparison: 4 similar vehicles

Hanson, MA

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 Mazda MAZDA6 i Touring

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

2010 Mazda MAZDA6 i Touring

Stoughton, MA

UnscoredInsufficient · 3
$2,995179,376 mi

Comparison: 3 similar vehicles

Stoughton, MA

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 Mitsubishi Galant ES

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

2009 Mitsubishi Galant ES

Chelmsford, MA

UnscoredInsufficient · 0
$2,995142,252 mi

Chelmsford, MA

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

2005 Lexus ES 330

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

2005 Lexus ES 330

Quincy, MA

UnscoredInsufficient · 3
$2,995181,014 mi

Comparison: 3 similar vehicles

Quincy, MA

No Photo

2003 BMW 3 Series 330

Whitman, MA

UnscoredInsufficient · 0
$2,995146,000 mi

Whitman, MA

1998 Toyota Corolla LE

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

1998 Toyota Corolla LE

Brockton, MA

UnscoredInsufficient · 0
$2,995166,340 mi

Brockton, MA

2012 Chrysler 200 LX

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

2012 Chrysler 200 LX

Boston, MA

UnscoredLimited · 5
$2,996139,787 mi

Comparison: 5 similar vehicles

Boston, MA

2010 Lexus ES 350

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

2010 Lexus ES 350

Boston, MA

UnscoredLimited · 15
$2,997217,396 mi

Comparison: 15 similar vehicles

Boston, MA

2009 Ford Focus SES

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

2009 Ford Focus SES

Warwick, RI

UnscoredInsufficient · 0
$2,999180,200 mi

Warwick, RI

2008 Nissan Altima S

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

2008 Nissan Altima S

Worcester, MA

UnscoredLimited · 15
$2,999145,460 mi

Comparison: 15 similar vehicles

Worcester, MA

2007 Ford Focus ZX4 S

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

2007 Ford Focus ZX4 S

Cumberland, RI

UnscoredInsufficient · 0
$2,999129,402 mi

Cumberland, RI

2014 Nissan Altima SL

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

2014 Nissan Altima SL

Seabrook, NH

UnscoredLimited · 15
$3,000193,974 mi

Comparison: 15 similar vehicles

Seabrook, NH

2012 Chevrolet Sonic 2LT

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

2012 Chevrolet Sonic 2LT

Southborough, MA

Fair PriceLimited · 13
$3,000111,385 mi

Market: $2,800 – $8,990

Comparison: 13 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 55 days listed (based on current market benchmarks)

Southborough, MA

2004 Toyota Corolla CE

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

2004 Toyota Corolla CE

Brockton, MA

UnscoredInsufficient · 3
$3,100180,320 mi

Comparison: 3 similar vehicles

Brockton, MA

2013 Subaru Legacy I Premium

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

2013 Subaru Legacy I Premium

Brockton, MA

UnscoredInsufficient · 4
$3,149190,204 mi

Comparison: 4 similar vehicles

Brockton, MA

2015 Dodge Dart SE

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

2015 Dodge Dart SE

Worcester, MA

UnscoredInsufficient · 0
$3,195165,840 mi

Worcester, MA

2017 Nissan Altima SV

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

2017 Nissan Altima SV

Haverhill, MA

UnscoredInsufficient · 3
$3,200194,714 mi

Comparison: 3 similar vehicles

Haverhill, MA

2013 Volkswagen Passat SE

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

2013 Volkswagen Passat SE

Worcester, MA

UnscoredLimited · 9
$3,200205,541 mi

Comparison: 9 similar vehicles

Worcester, MA

2008 Toyota Yaris S

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

2008 Toyota Yaris S

Brockton, MA

UnscoredLimited · 5
$3,200171,567 mi

Comparison: 5 similar vehicles

Brockton, MA

2014 Chevrolet Cruze LS

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

2014 Chevrolet Cruze LS

Londonderry, NH

UnscoredLimited · 8
$3,250150,000 mi

Comparison: 8 similar vehicles

Londonderry, NH

2009 Honda Civic LX

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

2009 Honda Civic LX

Swansea, MA

UnscoredModerate · 38
$3,299238,226 mi

Comparison: 38 similar vehicles

Swansea, MA

2013 Subaru Legacy I Limited

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

2013 Subaru Legacy I Limited

Worcester, MA

UnscoredInsufficient · 3
$3,395192,000 mi

Comparison: 3 similar vehicles

Worcester, MA

You can page through the first 500 listings. Add a filter, such as a ZIP code, price or year, to see others.

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 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, and exports.
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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