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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

368 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

2012 Kia Forte Koup EX

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

2012 Kia Forte Koup EX

East Windsor, CT

UnscoredInsufficient · 0
$4,999129,200 mi

East Windsor, CT

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

2007 Honda Civic LX

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

2007 Honda Civic LX

Troy, NY

UnscoredModerate · 22
$5,950170,750 mi

Comparison: 22 similar vehicles

Troy, NY

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

2007 Scion tC Base

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

2007 Scion tC Base

Rensselaer, NY

UnscoredInsufficient · 0
$6,550118,000 mi

Rensselaer, NY

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

2011 BMW 3 Series 328i

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

2011 BMW 3 Series 328i

Troy, NY

UnscoredLimited · 5
$6,950159,750 mi

Comparison: 5 similar vehicles

Troy, NY

2007 Mercedes-Benz CLK-Class CLK350

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

2007 Mercedes-Benz CLK-Class CLK350

Glenmont, NY

Fair PriceLimited · 15
$6,99589,972 mi

Market: $6,500 – $11,995

Comparison: 15 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 86 days listed (based on current market benchmarks)

Glenmont, NY

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

Rensselaer, NY

UnscoredInsufficient · 4
$6,999Mileage not verified

Comparison: 4 similar vehicles

Rensselaer, NY

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

2006 BMW 3 Series 325i

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

2006 BMW 3 Series 325i

West Sand Lake, NY

UnscoredLimited · 10
$7,174123,200 mi

Comparison: 10 similar vehicles

West Sand Lake, NY

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

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

2008 Ford Mustang Premium

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

2008 Ford Mustang Premium

East Windsor, CT

UnscoredInsufficient · 0
$8,70061,381 mi

East Windsor, CT

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

1999 Cadillac Eldorado TOURING COUPE

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

1999 Cadillac Eldorado TOURING COUPE

Schenectady, NY

UnscoredInsufficient · 0
$9,17565,743 mi

Schenectady, NY

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

2015 BMW 4 Series 428i

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

2015 BMW 4 Series 428i

Cohoes, NY

UnscoredInsufficient · 4
$9,998144,789 mi

Comparison: 4 similar vehicles

Cohoes, NY

2010 Chevrolet Camaro 2LT

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

2010 Chevrolet Camaro 2LT

Round Lake, NY

UnscoredInsufficient · 0
$10,05192,934 mi

Round Lake, NY

2009 Audi A5 Base

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

2009 Audi A5 Base

Rensselaer, NY

UnscoredInsufficient · 0
$10,99989,900 mi

Rensselaer, NY

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

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

2016 Ford Mustang V6

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

2016 Ford Mustang V6

Latham, NY

Fair PriceModerate · 25
$12,750118,303 mi

Market: $9,999 – $18,990

Comparison: 25 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 114 days listed (based on current market benchmarks)

Latham, NY

2012 Dodge Challenger R/T Classic

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

2012 Dodge Challenger R/T Classic

East Windsor, CT

UnscoredInsufficient · 0
$12,99596,858 mi

East Windsor, CT

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

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

2014 Honda Civic LX

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

2014 Honda Civic LX

Rensselaer, NY

UnscoredInsufficient · 4
$13,89997,646 mi

Comparison: 4 similar vehicles

Rensselaer, NY

2015 BMW 4 Series 428i

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

2015 BMW 4 Series 428i

Schenectady, NY

UnscoredLimited · 5
$13,925106,160 mi

Comparison: 5 similar vehicles

Schenectady, NY

2014 Ford Mustang V6

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

2014 Ford Mustang V6

Schenectady, NY

Fair PriceLimited · 14
$13,97586,054 mi

Market: $7,695 – $15,960

Comparison: 14 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 117 days listed (based on current market benchmarks)

Schenectady, NY

1998 Jaguar XK Series Base

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

1998 Jaguar XK Series Base

Albany, NY

UnscoredInsufficient · 0
$13,98836,422 mi

Albany, NY

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

Schenectady, NY

UnscoredInsufficient · 4
$13,99581,892 mi

Comparison: 4 similar vehicles

Schenectady, NY

2015 BMW 4 Series 428i

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

2015 BMW 4 Series 428i

Albany, NY

UnscoredLimited · 5
$13,99891,055 mi

Comparison: 5 similar vehicles

Albany, NY

2014 Audi S5 Premium Plus

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

2014 Audi S5 Premium Plus

Rensselaer, NY

UnscoredLimited · 7
$14,000128,500 mi

Comparison: 7 similar vehicles

Rensselaer, NY

2013 Honda Civic EX-L

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

2013 Honda Civic EX-L

Hudson, NY

Fair PriceLimited · 16
$14,45070,512 mi

Market: $5,850 – $15,419

Comparison: 16 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 44 days listed (based on current market benchmarks)

Hudson, NY

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

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

2018 Audi A5 Coupe Premium Plus

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

2018 Audi A5 Coupe Premium Plus

Clifton Park, NY

Fair PriceLimited · 11
$15,50085,263 mi

Market: $14,594 – $18,900

Comparison: 11 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 35 days listed (based on current market benchmarks)

Clifton Park, NY

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

2018 Toyota 86 Base

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

2018 Toyota 86 Base

Amherst, MA

UnscoredInsufficient · 0
$16,85053,000 mi

Amherst, MA

2020 Chevrolet Camaro 1LT

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

2020 Chevrolet Camaro 1LT

Torrington, CT

Fair PriceLimited · 10
$16,99585,234 mi

Market: $14,500 – $19,649

Comparison: 10 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 202 days listed (based on current market benchmarks)

Torrington, CT

2013 Dodge Challenger R/T Classic

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

2013 Dodge Challenger R/T Classic

East Windsor, CT

UnscoredInsufficient · 0
$16,99567,277 mi

East Windsor, CT

2011 Nissan 370Z Touring

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

2011 Nissan 370Z Touring

Chicopee, MA

UnscoredInsufficient · 0
$16,995116,325 mi

Chicopee, 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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