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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 14, 2026

7.3M+

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

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

2005 Toyota Highlander Base

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

2005 Toyota Highlander Base

Brockton, MA

Unscored
$1,990256,595 mi

Comparison: 9 similar vehicles

Brockton, MA

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
$2,427288,276 mi

Comparison: 4 similar vehicles

Southborough, MA

2010 Nissan Murano SL

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

2010 Nissan Murano SL

New Bedford, MA

Unscored
$2,500211,291 mi

Comparison: 5 similar vehicles

New Bedford, MA

2012 BMW X5 xDrive35i

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

2012 BMW X5 xDrive35i

Seekonk, MA

UnscoredInsufficient · 4
$2,795148,000 mi

Comparison: 4 similar vehicles

Seekonk, MA

2006 Jeep Liberty Sport

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

2006 Jeep Liberty Sport

Brockton, MA

Unscored
$2,795179,489 mi

Comparison: 9 similar vehicles

Brockton, MA

2013 Jeep Compass Sport

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

2013 Jeep Compass Sport

New Bedford, MA

UnscoredInsufficient · 4
$2,799179,000 mi

Comparison: 4 similar vehicles

New Bedford, MA

2008 Ford Escape Limited

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

2008 Ford Escape Limited

Brockton, MA

UnscoredInsufficient · 3
$2,900180,030 mi

Comparison: 3 similar vehicles

Brockton, MA

2005 Toyota RAV4 Base

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

2005 Toyota RAV4 Base

Brockton, MA

UnscoredInsufficient · 4
$2,900253,700 mi

Comparison: 4 similar vehicles

Brockton, MA

2015 Ford Escape Titanium

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

2015 Ford Escape Titanium

Southborough, MA

Unscored
$2,927208,412 mi

Comparison: 7 similar vehicles

Southborough, MA

2009 Honda Pilot EX-L

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

2009 Honda Pilot EX-L

Southborough, MA

Unscored
$2,927220,552 mi

Comparison: 20 similar vehicles

Southborough, MA

2011 Ford Escape XLS

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

2011 Ford Escape XLS

Brockton, MA

UnscoredInsufficient · 0
$2,995160,198 mi

Brockton, MA

2011 Jeep Liberty Sport

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

2011 Jeep Liberty Sport

Worcester, MA

UnscoredInsufficient · 4
$2,995193,000 mi

Comparison: 4 similar vehicles

Worcester, MA

2010 Subaru Forester X Premium

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

2010 Subaru Forester X Premium

Attleboro, MA

UnscoredInsufficient · 4
$2,995183,526 mi

Comparison: 4 similar vehicles

Attleboro, MA

2005 Ford Escape XLT

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

2005 Ford Escape XLT

East Providence, RI

UnscoredInsufficient · 0
$2,995134,000 mi

East Providence, RI

2003 Honda Element EX

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

2003 Honda Element EX

Wareham, MA

UnscoredInsufficient · 0
$2,995260,424 mi

Wareham, MA

2008 Hyundai Santa Fe SE

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

2008 Hyundai Santa Fe SE

Boston, MA

Salvage title
$2,997155,730 mi

Boston, MA

2006 Subaru Forester X

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

2006 Subaru Forester X

Canton, MA

Unscored
$2,999129,726 mi

Comparison: 5 similar vehicles

Canton, MA

2011 Hyundai Santa Fe Limited

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

2011 Hyundai Santa Fe Limited

New Bedford, MA

Unscored
$3,399161,270 mi

Comparison: 5 similar vehicles

New Bedford, MA

2012 Volvo XC90 3.2

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

2012 Volvo XC90 3.2

Attleboro, MA

UnscoredInsufficient · 0
$3,400149,746 mi

Attleboro, MA

2006 Honda Pilot EX

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

2006 Honda Pilot EX

Mansfield, MA

Unscored
$3,400159,632 mi

Comparison: 23 similar vehicles

Mansfield, MA

2003 Honda Element EX

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

2003 Honda Element EX

Providence, RI

UnscoredInsufficient · 0
$3,400253,000 mi

Providence, RI

2002 Jeep Grand Cherokee LAREDO

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

2002 Jeep Grand Cherokee LAREDO

Waltham, MA

UnscoredInsufficient · 0
$3,483150,516 mi

Waltham, MA

2004 Honda Pilot EX

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

2004 Honda Pilot EX

Brockton, MA

Unscored
$3,490201,592 mi

Comparison: 7 similar vehicles

Brockton, MA

2002 Lexus RX 300

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

2002 Lexus RX 300

Webster, MA

UnscoredInsufficient · 3
$3,490159,165 mi

Comparison: 3 similar vehicles

Webster, MA

2010 Jeep Patriot Sport

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

2010 Jeep Patriot Sport

East Bridgewater, MA

UnscoredInsufficient · 3
$3,495147,393 mi

Comparison: 3 similar vehicles

East Bridgewater, MA

2006 Nissan Pathfinder SE

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

2006 Nissan Pathfinder SE

Portsmouth, RI

UnscoredInsufficient · 3
$3,495185,783 mi

Comparison: 3 similar vehicles

Portsmouth, RI

2012 Volvo XC90 3.2 Premier Plus

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

2012 Volvo XC90 3.2 Premier Plus

New Bedford, MA

UnscoredInsufficient · 0
$3,499179,590 mi

New Bedford, MA

2010 Nissan Rogue S

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

2010 Nissan Rogue S

Quincy, MA

UnscoredInsufficient · 3
$3,499134,739 mi

Comparison: 3 similar vehicles

Quincy, MA

2011 Subaru Tribeca Limited

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

2011 Subaru Tribeca Limited

Attleboro, MA

UnscoredInsufficient · 0
$3,500151,919 mi

Attleboro, MA

2001 Lexus RX 300

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

2001 Lexus RX 300

Brockton, MA

UnscoredInsufficient · 3
$3,590214,284 mi

Comparison: 3 similar vehicles

Brockton, MA

2013 Cadillac SRX Premium Collection

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

2013 Cadillac SRX Premium Collection

New Bedford, MA

UnscoredInsufficient · 3
$3,599121,176 mi

Comparison: 3 similar vehicles

New Bedford, MA

2004 Jeep Grand Cherokee Laredo

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

2004 Jeep Grand Cherokee Laredo

Boston, MA

UnscoredInsufficient · 3
$3,599160,750 mi

Comparison: 3 similar vehicles

Boston, MA

2011 Mercedes-Benz GL-Class GL450

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

2011 Mercedes-Benz GL-Class GL450

New Bedford, MA

Unscored
$3,600156,120 mi

Comparison: 14 similar vehicles

New Bedford, MA

2010 Honda CR-V LX

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

2010 Honda CR-V LX

Holbrook, MA

Unscored
$3,695223,120 mi

Comparison: 5 similar vehicles

Holbrook, MA

2013 Nissan Rogue S

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

2013 Nissan Rogue S

Griswold, CT

UnscoredInsufficient · 4
$3,750157,399 mi

Comparison: 4 similar vehicles

Griswold, CT

2006 Lexus RX 400h

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

2006 Lexus RX 400h

Worcester, MA

UnscoredInsufficient · 4
$3,794280,031 mi

Comparison: 4 similar vehicles

Worcester, MA

2014 Ford Edge Limited

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

2014 Ford Edge Limited

Swansea, MA

Unscored
$3,799185,346 mi

Comparison: 11 similar vehicles

Swansea, MA

2015 Chevrolet Equinox LS

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

2015 Chevrolet Equinox LS

Attleboro, MA

Unscored
$3,800154,266 mi

Comparison: 25 similar vehicles

Attleboro, MA

2011 Mazda CX-9 Touring

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

2011 Mazda CX-9 Touring

Rockland, MA

UnscoredInsufficient · 4
$3,895191,275 mi

Comparison: 4 similar vehicles

Rockland, MA

2011 Cadillac SRX Luxury Collection

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

2011 Cadillac SRX Luxury Collection

Chelsea, MA

Unscored
$3,900111,135 mi

Comparison: 6 similar vehicles

Chelsea, MA

2010 Ford Escape XLT

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

2010 Ford Escape XLT

Chelsea, MA

UnscoredInsufficient · 3
$3,900129,905 mi

Comparison: 3 similar vehicles

Chelsea, MA

2009 Subaru Forester X Premium Package

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

2009 Subaru Forester X Premium Package

Chelsea, MA

UnscoredInsufficient · 3
$3,900140,378 mi

Comparison: 3 similar vehicles

Chelsea, MA

2014 Kia Sportage LX

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

2014 Kia Sportage LX

Attleboro, MA

Unscored
$3,950218,630 mi

Comparison: 9 similar vehicles

Attleboro, MA

2004 Toyota Highlander Base

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

2004 Toyota Highlander Base

Brockton, MA

UnscoredInsufficient · 4
$3,950195,990 mi

Comparison: 4 similar vehicles

Brockton, MA

2009 Hyundai Santa Fe GLS

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

2009 Hyundai Santa Fe GLS

Somerset, MA

Unscored
$3,980174,521 mi

Comparison: 15 similar vehicles

Somerset, MA

2007 Honda Pilot EX

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

2007 Honda Pilot EX

Canton, MA

Unscored
$3,988181,020 mi

Comparison: 19 similar vehicles

Canton, MA

2002 INFINITI QX4 Base

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

2002 INFINITI QX4 Base

Brockton, MA

UnscoredInsufficient · 0
$3,990140,085 mi

Brockton, MA

2016 Chevrolet Equinox LS

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

2016 Chevrolet Equinox LS

Canton, MA

Unscored
$3,995169,999 mi

Comparison: 7 similar vehicles

Canton, MA

2013 Ford Edge Limited

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

2013 Ford Edge Limited

Middleborough, MA

UnscoredInsufficient · 3
$3,995188,215 mi

Comparison: 3 similar vehicles

Middleborough, MA

2013 Nissan Pathfinder Platinum

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

2013 Nissan Pathfinder Platinum

Rehoboth, MA

UnscoredInsufficient · 3
$3,995241,558 mi

Comparison: 3 similar vehicles

Rehoboth, 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 whose listings recently came off the market is leaving the market faster than its market baseline, and this listing has not been listed longer than the cohort’s typical time on market. A listing coming off the market is not always a sale. 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 time on market, 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 cohort of similar vehicles whose listings recently came off the market is leaving the market faster than its market baseline, the cohort meets minimum-sample and freshness requirements, and this specific listing has not been listed longer than the cohort's typical time on market. 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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