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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 21, 2026

6M+

Unique vehicles analyzed

as of October 20, 2026

56,000+

US dealerships

Daily

Data pipeline

Comparable

Market-evidence analysis

3.3M new·2.7M used·Listings processed daily

Or explore the market

49,206 listings found

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

UnscoredLimited · 8
$1,990256,595 mi

Comparison: 8 similar vehicles

Brockton, MA

2005 Chevrolet Tahoe LS

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

2005 Chevrolet Tahoe LS

Norfolk, MA

UnscoredInsufficient · 0
$2,500182,102 mi

Norfolk, 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

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
$2,950180,030 mi

Comparison: 3 similar vehicles

Brockton, MA

2014 Chevrolet Equinox LS

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

2014 Chevrolet Equinox LS

Uxbridge, MA

UnscoredInsufficient · 4
$2,995184,000 mi

Comparison: 4 similar vehicles

Uxbridge, 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

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

UnscoredLimited · 8
$2,999129,726 mi

Comparison: 8 similar vehicles

Canton, MA

2008 Chevrolet Tahoe LS

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

2008 Chevrolet Tahoe LS

Middleborough, MA

UnscoredInsufficient · 0
$3,000258,102 mi

Middleborough, MA

2006 Ford Escape Hybrid

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

2006 Ford Escape Hybrid

Whitman, MA

UnscoredInsufficient · 0
$3,099189,096 mi

Whitman, 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

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

UnscoredLimited · 7
$3,490201,592 mi

Comparison: 7 similar vehicles

Brockton, MA

2011 Nissan Rogue S

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

2011 Nissan Rogue S

Avon, MA

UnscoredInsufficient · 3
$3,499153,850 mi

Comparison: 3 similar vehicles

Avon, MA

2010 Jeep Commander Limited

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

2010 Jeep Commander Limited

Seekonk, MA

UnscoredInsufficient · 0
$3,500194,118 mi

Seekonk, 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
$3,500183,000 mi

Comparison: 4 similar vehicles

Attleboro, MA

2009 Honda Pilot Touring

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

2009 Honda Pilot Touring

East Providence, RI

UnscoredLimited · 12
$3,500183,000 mi

Comparison: 12 similar vehicles

East Providence, RI

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

2012 Nissan Rogue S

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

2012 Nissan Rogue S

Avon, MA

UnscoredLimited · 5
$3,699162,074 mi

Comparison: 5 similar vehicles

Avon, MA

2005 Hyundai Tucson GLS

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

2005 Hyundai Tucson GLS

Brockton, MA

UnscoredInsufficient · 0
$3,70094,580 mi

Brockton, 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

UnscoredLimited · 6
$3,799185,346 mi

Comparison: 6 similar vehicles

Swansea, MA

2010 Jeep Grand Cherokee Limited

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

2010 Jeep Grand Cherokee Limited

Boston, MA

UnscoredInsufficient · 4
$3,799177,790 mi

Comparison: 4 similar vehicles

Boston, MA

2007 Hyundai Santa Fe SE

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

2007 Hyundai Santa Fe SE

Attleboro, MA

UnscoredLimited · 8
$3,800130,000 mi

Comparison: 8 similar vehicles

Attleboro, 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

UnscoredLimited · 10
$3,900111,135 mi

Comparison: 10 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

UnscoredLimited · 5
$3,900129,905 mi

Comparison: 5 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 · 0
$3,900140,378 mi

Chelsea, 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

UnscoredLimited · 18
$3,900159,632 mi

Comparison: 18 similar vehicles

Mansfield, 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 · 3
$3,950195,990 mi

Comparison: 3 similar vehicles

Brockton, MA

2010 Volvo XC90 3.2

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

2010 Volvo XC90 3.2

North Providence, RI

UnscoredInsufficient · 3
$3,988173,346 mi

Comparison: 3 similar vehicles

North Providence, RI

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

UnscoredInsufficient · 3
$3,988181,020 mi

Comparison: 3 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

UnscoredLimited · 9
$3,995169,999 mi

Comparison: 9 similar vehicles

Canton, MA

2013 Ford Edge SEL

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

2013 Ford Edge SEL

Dartmouth, MA

UnscoredInsufficient · 3
$3,995221,597 mi

Comparison: 3 similar vehicles

Dartmouth, 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

2012 Kia Sorento SX

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

2012 Kia Sorento SX

Attleboro, MA

UnscoredInsufficient · 4
$3,995218,801 mi

Comparison: 4 similar vehicles

Attleboro, MA

2012 Nissan Rogue S

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

2012 Nissan Rogue S

Stoughton, MA

UnscoredLimited · 5
$3,995143,481 mi

Comparison: 5 similar vehicles

Stoughton, 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

UnscoredLimited · 7
$3,995223,120 mi

Comparison: 7 similar vehicles

Holbrook, MA

2006 Jeep Liberty Renegade

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

2006 Jeep Liberty Renegade

Halifax, MA

UnscoredInsufficient · 0
$3,99588,044 mi

Halifax, MA

2005 BMW X5 3.0i

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

2005 BMW X5 3.0i

Hull, MA

UnscoredInsufficient · 0
$3,995184,872 mi

Hull, MA

2004 Honda Element EX

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

2004 Honda Element EX

West Bridgewater, MA

UnscoredInsufficient · 4
$3,995176,000 mi

Comparison: 4 similar vehicles

West Bridgewater, MA

2002 Honda CR-V EX

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

2002 Honda CR-V EX

Waltham, MA

UnscoredLimited · 8
$3,998225,781 mi

Comparison: 8 similar vehicles

Waltham, MA

2013 GMC Yukon SLT

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

2013 GMC Yukon SLT

Warwick, RI

UnscoredInsufficient · 0
$3,999220,106 mi

Warwick, RI

2011 Hyundai Santa Fe SE

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

2011 Hyundai Santa Fe SE

Boston, MA

UnscoredLimited · 9
$3,999155,500 mi

Comparison: 9 similar vehicles

Boston, MA

2010 Nissan Rogue S

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

2010 Nissan Rogue S

Whitman, MA

UnscoredLimited · 14
$3,999141,870 mi

Comparison: 14 similar vehicles

Whitman, MA

2009 Subaru Forester 2.5X

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

2009 Subaru Forester 2.5X

Canton, MA

UnscoredLimited · 15
$3,999122,357 mi

Comparison: 15 similar vehicles

Canton, MA

2007 Hyundai Tucson GLS

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

2007 Hyundai Tucson GLS

Cumberland, RI

UnscoredInsufficient · 0
$3,999152,705 mi

Cumberland, RI

2012 Ford Escape Limited

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

2012 Ford Escape Limited

Fall River, MA

UnscoredInsufficient · 4
$4,000133,000 mi

Comparison: 4 similar vehicles

Fall River, MA

2007 Lexus RX 400h

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

2007 Lexus RX 400h

Brockton, MA

UnscoredInsufficient · 0
$4,200202,756 mi

Brockton, MA

2004 Honda Element EX

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

2004 Honda Element EX

Brockton, MA

UnscoredInsufficient · 4
$4,250175,635 mi

Comparison: 4 similar vehicles

Brockton, MA

2010 Jeep Liberty Sport

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

2010 Jeep Liberty Sport

Norton, MA

UnscoredLimited · 14
$4,300133,030 mi

Comparison: 14 similar vehicles

Norton, MA

2008 Honda CR-V EX

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

2008 Honda CR-V EX

Mansfield, MA

UnscoredInsufficient · 4
$4,400200,301 mi

Comparison: 4 similar vehicles

Mansfield, 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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