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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 9, 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

39,370 listings found

2007 Toyota Corolla S

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

2007 Toyota Corolla S

Springfield, MA

Unscored
$2,500216,051 mi

Comparison: 12 similar vehicles

Springfield, MA

2005 Toyota Sequoia SR5

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

2005 Toyota Sequoia SR5

Springfield, MA

UnscoredInsufficient · 0
$2,500213,534 mi

Springfield, MA

1998 Saturn S-Series Base

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

1998 Saturn S-Series Base

Torrington, CT

UnscoredInsufficient · 0
$2,695122,318 mi

Torrington, CT

2009 Toyota Prius Standard

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

2009 Toyota Prius Standard

Albany, NY

Unscored
$2,800134,285 mi

Comparison: 14 similar vehicles

Albany, NY

2004 Honda Civic LX

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

2004 Honda Civic LX

Troy, NY

UnscoredInsufficient · 4
$2,800200,000 mi

Comparison: 4 similar vehicles

Troy, NY

2007 Honda Civic LX

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

2007 Honda Civic LX

Glenville, NY

UnscoredInsufficient · 4
$2,950200,821 mi

Comparison: 4 similar vehicles

Glenville, NY

2003 Chevrolet Cavalier Base

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

2003 Chevrolet Cavalier Base

Torrington, CT

UnscoredInsufficient · 0
$2,995169,235 mi

Torrington, CT

2001 Chrysler 300M Base

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

2001 Chrysler 300M Base

Torrington, CT

UnscoredInsufficient · 0
$2,995186,109 mi

Torrington, CT

1995 Toyota 4Runner SR5 V6

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

1995 Toyota 4Runner SR5 V6

Torrington, CT

UnscoredInsufficient · 0
$2,995217,000 mi

Torrington, CT

2010 Hyundai Santa Fe SE

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

2010 Hyundai Santa Fe SE

Albany, NY

Unscored
$2,999183,850 mi

Comparison: 6 similar vehicles

Albany, NY

2002 Honda Civic EX

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

2002 Honda Civic EX

Holyoke, MA

Unscored
$2,999163,200 mi

Comparison: 6 similar vehicles

Holyoke, MA

2001 Lexus ES 300

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

2001 Lexus ES 300

Holyoke, MA

UnscoredInsufficient · 0
$2,999204,350 mi

Holyoke, MA

2010 Mercury Milan Premier

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

2010 Mercury Milan Premier

Albany, NY

Unscored
$3,000173,441 mi

Comparison: 7 similar vehicles

Albany, NY

2009 Subaru Impreza 2.5i

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

2009 Subaru Impreza 2.5i

Chicopee, MA

Fair PriceLimited · 15
$3,200Mileage not verified

Market: $2,600 – $9,999

Comparison: 15 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 7 days listed (based on current market benchmarks)

Chicopee, MA

2007 Volvo S40 T5

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

2007 Volvo S40 T5

Springfield, MA

UnscoredInsufficient · 0
$3,200183,410 mi

Springfield, MA

2003 Ford Taurus SE Premium

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

2003 Ford Taurus SE Premium

Holyoke, MA

UnscoredInsufficient · 0
$3,200108,500 mi

Holyoke, 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

Holyoke, MA

Unscored
$3,295210,150 mi

Comparison: 6 similar vehicles

Holyoke, MA

2001 Chevrolet Cavalier Base

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

2001 Chevrolet Cavalier Base

Torrington, CT

UnscoredInsufficient · 0
$3,295116,430 mi

Torrington, CT

No Photo

2008 BMW X5 3.0si

Albany, NY

Unscored
$3,299157,200 mi

Comparison: 5 similar vehicles

Albany, NY

2009 Mercedes-Benz M-Class ML350

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

2009 Mercedes-Benz M-Class ML350

Holyoke, MA

Unscored
$3,399194,300 mi

Comparison: 10 similar vehicles

Holyoke, MA

2008 Ford Edge SE

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

2008 Ford Edge SE

Chesterfield, NH

UnscoredInsufficient · 0
$3,49592,026 mi

Chesterfield, NH

2001 Ford Expedition Base

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

2001 Ford Expedition Base

Torrington, CT

UnscoredInsufficient · 0
$3,495100,123 mi

Torrington, CT

2010 Toyota Yaris Base

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

2010 Toyota Yaris Base

Springfield, MA

Unscored
$3,499158,527 mi

Comparison: 14 similar vehicles

Springfield, MA

2007 Hyundai Elantra GLS

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

2007 Hyundai Elantra GLS

Springfield, MA

Unscored
$3,499175,056 mi

Comparison: 10 similar vehicles

Springfield, MA

2011 Ford Fusion SEL

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

2011 Ford Fusion SEL

Albany, NY

Unscored
$3,500146,604 mi

Comparison: 13 similar vehicles

Albany, NY

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

Salisbury, CT

Unscored
$3,500253,068 mi

Comparison: 38 similar vehicles

Salisbury, CT

2006 Subaru Outback I

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

2006 Subaru Outback I

Albany, NY

UnscoredInsufficient · 4
$3,500203,639 mi

Comparison: 4 similar vehicles

Albany, NY

2005 Subaru Outback I

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

2005 Subaru Outback I

Albany, NY

Unscored
$3,500194,078 mi

Comparison: 8 similar vehicles

Albany, NY

2009 Subaru Outback I

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

2009 Subaru Outback I

Springfield, MA

UnscoredInsufficient · 0
$3,750171,106 mi

Springfield, MA

2010 Dodge Grand Caravan SXT

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

2010 Dodge Grand Caravan SXT

Springfield, MA

Unscored
$3,799151,884 mi

Comparison: 6 similar vehicles

Springfield, MA

2013 Nissan Rogue S

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

2013 Nissan Rogue S

Troy, NY

Unscored
$3,800148,800 mi

Comparison: 54 similar vehicles

Troy, NY

2018 Hyundai Sonata SEL

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

2018 Hyundai Sonata SEL

Springfield, MA

UnscoredInsufficient · 4
$3,900194,570 mi

Comparison: 4 similar vehicles

Springfield, MA

2015 Hyundai Accent GS

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

2015 Hyundai Accent GS

Troy, NY

UnscoredInsufficient · 0
$3,900148,500 mi

Troy, NY

2008 Hyundai Elantra SE

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

2008 Hyundai Elantra SE

Chesterfield, NH

Unscored
$3,900190,266 mi

Comparison: 7 similar vehicles

Chesterfield, NH

2003 Volvo S60 2.4

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

2003 Volvo S60 2.4

Chesterfield, NH

UnscoredInsufficient · 0
$3,905354,592 mi

Chesterfield, NH

2019 Subaru Impreza Premium

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

2019 Subaru Impreza Premium

Salisbury, CT

Unscored
$3,950195,270 mi

Comparison: 5 similar vehicles

Salisbury, CT

2009 Buick Enclave CXL

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

2009 Buick Enclave CXL

Springfield, MA

Unscored
$3,950180,277 mi

Comparison: 5 similar vehicles

Springfield, MA

2014 Toyota Prius v Three

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

2014 Toyota Prius v Three

Athol, MA

UnscoredInsufficient · 3
$3,995296,243 mi

Comparison: 3 similar vehicles

Athol, MA

2007 Chevrolet Aveo5 LS

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

2007 Chevrolet Aveo5 LS

Agawam, MA

UnscoredInsufficient · 0
$3,99587,815 mi

Agawam, MA

2004 Dodge Stratus SE

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

2004 Dodge Stratus SE

Torrington, CT

UnscoredInsufficient · 0
$3,995133,143 mi

Torrington, CT

2002 Dodge Durango SPORT

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

2002 Dodge Durango SPORT

Torrington, CT

UnscoredInsufficient · 0
$3,995109,961 mi

Torrington, CT

2002 Chevrolet Impala LS

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

2002 Chevrolet Impala LS

Torrington, CT

UnscoredInsufficient · 0
$3,995124,083 mi

Torrington, CT

2018 Volkswagen Passat S

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

2018 Volkswagen Passat S

Springfield, MA

Unscored
$3,999234,633 mi

Comparison: 8 similar vehicles

Springfield, MA

2013 Lincoln MKS Base

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

2013 Lincoln MKS Base

Springfield, MA

UnscoredInsufficient · 3
$3,999185,123 mi

Comparison: 3 similar vehicles

Springfield, MA

2013 Hyundai Sonata GLS

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

2013 Hyundai Sonata GLS

Springfield, MA

Unscored
$3,999179,980 mi

Comparison: 11 similar vehicles

Springfield, MA

2012 Nissan Rogue S

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

2012 Nissan Rogue S

Springfield, MA

UnscoredInsufficient · 3
$3,999134,350 mi

Comparison: 3 similar vehicles

Springfield, MA

2010 Hyundai Tucson GLS

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

2010 Hyundai Tucson GLS

Agawam, MA

UnscoredInsufficient · 3
$3,999113,823 mi

Comparison: 3 similar vehicles

Agawam, MA

2009 Subaru Outback I Limited

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

2009 Subaru Outback I Limited

South Hadley, MA

Unscored
$3,999151,447 mi

Comparison: 6 similar vehicles

South Hadley, MA

2007 Honda CR-V EX

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

2007 Honda CR-V EX

Ludlow, MA

Unscored
$3,999274,326 mi

Comparison: 19 similar vehicles

Ludlow, MA

2005 Honda Pilot EX

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

2005 Honda Pilot EX

South Hadley, MA

Unscored
$4,199145,892 mi

Comparison: 10 similar vehicles

South Hadley, 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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