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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 22, 2026

6M+

Unique vehicles analyzed

as of October 21, 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

319 listings found

2009 Mitsubishi Eclipse GS

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

2009 Mitsubishi Eclipse GS

Orange, MA

UnscoredInsufficient · 0
$4,495161,013 mi

Orange, MA

2005 Honda Accord EX

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

2005 Honda Accord EX

Springfield, MA

UnscoredInsufficient · 3
$4,999125,687 mi

Comparison: 3 similar vehicles

Springfield, MA

2013 Honda Accord EX

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

2013 Honda Accord EX

Springfield, MA

UnscoredModerate · 40
$5,999182,502 mi

Comparison: 40 similar vehicles

Springfield, MA

2009 Nissan Altima S

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

2009 Nissan Altima S

Springfield, MA

UnscoredLimited · 6
$6,28889,775 mi

Comparison: 6 similar vehicles

Springfield, MA

2007 Mitsubishi Eclipse GS

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

2007 Mitsubishi Eclipse GS

Adams, MA

UnscoredInsufficient · 0
$6,299104,000 mi

Adams, MA

2016 Kia Forte Koup SX

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

2016 Kia Forte Koup SX

West Springfield, MA

UnscoredInsufficient · 0
$6,896118,589 mi

West Springfield, MA

2008 Scion tC Base

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

2008 Scion tC Base

Shrewsbury, MA

UnscoredInsufficient · 0
$6,990150,273 mi

Shrewsbury, MA

2013 Cadillac CTS Coupe Base

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

2013 Cadillac CTS Coupe Base

Springfield, MA

UnscoredInsufficient · 0
$7,000138,736 mi

Springfield, MA

2007 Ford Mustang Deluxe

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

2007 Ford Mustang Deluxe

Shrewsbury, MA

UnscoredInsufficient · 4
$7,499127,430 mi

Comparison: 4 similar vehicles

Shrewsbury, MA

2010 Scion tC Base

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

2010 Scion tC Base

Holyoke, MA

UnscoredInsufficient · 0
$7,500105,052 mi

Holyoke, MA

2014 Ford Mustang V6

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

2014 Ford Mustang V6

Westfield, MA

UnscoredLimited · 15
$7,695175,575 mi

Comparison: 15 similar vehicles

Westfield, MA

2012 Ford Mustang V6 Premium

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

2012 Ford Mustang V6 Premium

Orange, MA

UnscoredInsufficient · 0
$7,695146,189 mi

Orange, MA

2014 INFINITI Q60 Coupe Base

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

2014 INFINITI Q60 Coupe Base

Worcester, MA

UnscoredLimited · 17
$7,950158,342 mi

Comparison: 17 similar vehicles

Worcester, MA

2011 Audi TT Premium Plus

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

2011 Audi TT Premium Plus

Springfield, MA

Salvage title
$8,000129,995 mi

Springfield, MA

2004 Chrysler Crossfire Base

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

2004 Chrysler Crossfire Base

Westfield, MA

UnscoredInsufficient · 4
$8,99093,485 mi

Comparison: 4 similar vehicles

Westfield, MA

2012 Chevrolet Camaro 1LT

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

2012 Chevrolet Camaro 1LT

Pittsfield, MA

Great DealLimited · 15
$8,999100,950 mi

Market: $9,900 – $12,198

Comparison: 15 similar vehicles

Competitively priced ~9% below the typical range compared to similar vehicles · 42 days listed (based on current market benchmarks)

Pittsfield, MA

2012 Dodge Challenger SXT

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

2012 Dodge Challenger SXT

Southwick, MA

UnscoredLimited · 10
$9,795126,500 mi

Comparison: 10 similar vehicles

Southwick, MA

2011 Chevrolet Camaro 2LS

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

2011 Chevrolet Camaro 2LS

Swanzey, NH

UnscoredInsufficient · 0
$9,995112,618 mi

Swanzey, NH

2005 Maserati Coupe Base

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

2005 Maserati Coupe Base

Worcester, MA

UnscoredInsufficient · 0
$10,29956,995 mi

Worcester, MA

2016 Ford Mustang EcoBoost

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

2016 Ford Mustang EcoBoost

Worcester, MA

UnscoredInsufficient · 4
$10,390159,145 mi

Comparison: 4 similar vehicles

Worcester, MA

2015 Hyundai Genesis Coupe Base

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

2015 Hyundai Genesis Coupe Base

Worcester, MA

UnscoredInsufficient · 3
$10,499111,027 mi

Comparison: 3 similar vehicles

Worcester, MA

2011 INFINITI G Coupe 37x

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

2011 INFINITI G Coupe 37x

Shrewsbury, MA

UnscoredModerate · 23
$10,590137,248 mi

Comparison: 23 similar vehicles

Shrewsbury, MA

2017 Dodge Challenger SXT

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

2017 Dodge Challenger SXT

Claremont, NH

UnscoredInsufficient · 3
$10,717168,894 mi

Comparison: 3 similar vehicles

Claremont, NH

2017 Honda Accord EX

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

2017 Honda Accord EX

Lancaster, MA

UnscoredLimited · 8
$10,994164,313 mi

Comparison: 8 similar vehicles

Lancaster, MA

2011 Chevrolet Camaro LS

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

2011 Chevrolet Camaro LS

Worcester, MA

UnscoredInsufficient · 0
$11,29958,949 mi

Worcester, MA

2008 Mercedes-Benz CL-Class CL63

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

2008 Mercedes-Benz CL-Class CL63

Springfield, MA

UnscoredInsufficient · 3
$11,449130,994 mi

Comparison: 3 similar vehicles

Springfield, MA

2011 Honda Accord LX-S

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

2011 Honda Accord LX-S

Shrewsbury, MA

UnscoredInsufficient · 4
$11,48685,936 mi

Comparison: 4 similar vehicles

Shrewsbury, MA

2014 INFINITI Q60 Coupe Base

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

2014 INFINITI Q60 Coupe Base

Athol, MA

Fair PriceLimited · 17
$11,995119,979 mi

Market: $7,950 – $18,650

Comparison: 17 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 440 days listed (based on current market benchmarks)

Athol, MA

2013 Dodge Challenger SXT

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

2013 Dodge Challenger SXT

Westfield, MA

Fair PriceLimited · 17
$11,99581,181 mi

Market: $9,249 – $11,995

Comparison: 17 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 188 days listed (based on current market benchmarks)

Westfield, MA

2015 BMW 2 Series 228i

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

2015 BMW 2 Series 228i

Leominster, MA

Fair PriceLimited · 14
$12,51195,406 mi

Market: $7,298 – $17,998

Comparison: 14 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 5 days listed (based on current market benchmarks)

Leominster, MA

2016 Ford Mustang V6

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

2016 Ford Mustang V6

Worcester, MA

Fair PriceLimited · 12
$12,89591,519 mi

Market: $9,999 – $18,990

Comparison: 12 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 43 days listed (based on current market benchmarks)

Worcester, MA

2014 Chevrolet Camaro 2LT

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

2014 Chevrolet Camaro 2LT

Milford, NH

UnscoredInsufficient · 0
$12,995119,255 mi

Milford, NH

2010 Ford Mustang V6

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

2010 Ford Mustang V6

Chicopee, MA

UnscoredLimited · 6
$12,99575,363 mi

Comparison: 6 similar vehicles

Chicopee, MA

2005 Ford Mustang GT Premium

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

2005 Ford Mustang GT Premium

Worcester, MA

UnscoredInsufficient · 0
$12,99580,890 mi

Worcester, MA

2015 Honda Civic EX-L

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

2015 Honda Civic EX-L

Worcester, MA

UnscoredInsufficient · 4
$13,23667,091 mi

Comparison: 4 similar vehicles

Worcester, MA

2016 Honda Civic EX

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

2016 Honda Civic EX

Bennington, VT

UnscoredLimited · 8
$13,288107,368 mi

Comparison: 8 similar vehicles

Bennington, VT

2017 BMW 4 Series 430i

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

2017 BMW 4 Series 430i

Worcester, MA

UnscoredInsufficient · 4
$13,49993,656 mi

Comparison: 4 similar vehicles

Worcester, MA

2003 Toyota Celica GT

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

2003 Toyota Celica GT

Shrewsbury, MA

UnscoredInsufficient · 0
$13,685125,831 mi

Shrewsbury, MA

2001 Chevrolet Monte Carlo SS

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

2001 Chevrolet Monte Carlo SS

Shrewsbury, MA

UnscoredInsufficient · 0
$13,99160,000 mi

Shrewsbury, MA

2006 Ford Mustang GT Premium

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

2006 Ford Mustang GT Premium

Palmer, MA

UnscoredLimited · 5
$13,99576,233 mi

Comparison: 5 similar vehicles

Palmer, MA

2020 Chevrolet Camaro 1LT

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

2020 Chevrolet Camaro 1LT

Springfield, MA

UnscoredLimited · 11
$14,500155,902 mi

Comparison: 11 similar vehicles

Springfield, MA

2016 Honda Accord LX-S

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

2016 Honda Accord LX-S

Amherst, MA

UnscoredInsufficient · 3
$14,85064,000 mi

Comparison: 3 similar vehicles

Amherst, MA

2016 Dodge Challenger SXT

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

2016 Dodge Challenger SXT

Fitchburg, MA

UnscoredInsufficient · 3
$14,980108,551 mi

Comparison: 3 similar vehicles

Fitchburg, MA

2017 Honda Civic LX

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

2017 Honda Civic LX

Springfield, MA

Fair PriceLimited · 13
$14,99974,430 mi

Market: $10,995 – $15,170

Comparison: 13 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 722 days listed (based on current market benchmarks)

Springfield, MA

2017 BMW 2 Series 230i

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

2017 BMW 2 Series 230i

Springfield, MA

Fair PriceModerate · 28
$14,99995,355 mi

Market: $9,999 – $20,648

Comparison: 28 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 14 days listed (based on current market benchmarks)

Springfield, MA

2013 Dodge Challenger R/T

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

2013 Dodge Challenger R/T

Shrewsbury, MA

UnscoredInsufficient · 4
$15,486126,606 mi

Comparison: 4 similar vehicles

Shrewsbury, MA

2007 Jaguar XK Series XK Coupe

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

2007 Jaguar XK Series XK Coupe

Shrewsbury, MA

UnscoredInsufficient · 0
$15,98679,349 mi

Shrewsbury, MA

2016 Honda Civic LX

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

2016 Honda Civic LX

West Springfield, MA

UnscoredInsufficient · 0
$16,01821,800 mi

West Springfield, MA

2019 Dodge Challenger GT

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

2019 Dodge Challenger GT

Worcester, MA

UnscoredLimited · 11
$16,495143,731 mi

Comparison: 11 similar vehicles

Worcester, MA

2010 Audi TT Premium

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

2010 Audi TT Premium

Boxborough, MA

UnscoredInsufficient · 0
$16,59080,992 mi

Boxborough, MA

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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