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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 3, 2026

6.1M+

Unique vehicles analyzed

as of November 3, 2026

56,000+

US dealerships

Daily

Data pipeline

Comparable

Market-evidence analysis

3.3M new·2.8M used·Listings processed daily

Or explore the market

119 listings found

2015 MINI Cooper Base

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

2015 MINI Cooper Base

Holliston, MA

Unscored
$5,490133,000 mi

Comparison: 18 similar vehicles

Holliston, MA

2008 Jeep Liberty Limited

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

2008 Jeep Liberty Limited

Holliston, MA

Fair PriceLimited · 10
$5,50099,985 mi

Market: $2,000 – $6,890

Comparison: 10 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 34 days listed (based on current market benchmarks)

Holliston, MA

2014 Chevrolet Cruze LS

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

2014 Chevrolet Cruze LS

Holliston, MA

Unscored
$5,59091,000 mi

Comparison: 5 similar vehicles

Holliston, MA

2013 FIAT 500 Pop

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

2013 FIAT 500 Pop

Holliston, MA

UnscoredInsufficient · 0
$5,99055,000 mi

Holliston, MA

2009 Nissan Rogue SL

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

2009 Nissan Rogue SL

Holliston, MA

Unscored
$5,99076,000 mi

Comparison: 7 similar vehicles

Holliston, MA

2007 Cadillac DTS Performance

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

2007 Cadillac DTS Performance

Holliston, MA

UnscoredInsufficient · 0
$5,990107,984 mi

Holliston, MA

2018 Ford Escape SEL

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

2018 Ford Escape SEL

Holliston, MA

Unscored
$5,998136,112 mi

Comparison: 18 similar vehicles

Holliston, MA

2010 Ford Taurus SEL

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

2010 Ford Taurus SEL

Holliston, MA

UnscoredInsufficient · 3
$5,99899,854 mi

Comparison: 3 similar vehicles

Holliston, MA

2015 Toyota Prius c Two

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

2015 Toyota Prius c Two

Holliston, MA

Unscored
$6,290178,000 mi

Comparison: 6 similar vehicles

Holliston, 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

Holliston, MA

UnscoredInsufficient · 4
$6,500124,444 mi

Comparison: 4 similar vehicles

Holliston, MA

2007 Buick LaCrosse CXL

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

2007 Buick LaCrosse CXL

Holliston, MA

UnscoredInsufficient · 0
$6,50074,113 mi

Holliston, MA

2012 Audi Q5 Premium

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

2012 Audi Q5 Premium

Holliston, MA

Unscored
$6,590115,320 mi

Comparison: 5 similar vehicles

Holliston, MA

2014 Volkswagen Tiguan SE

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

2014 Volkswagen Tiguan SE

Holliston, MA

UnscoredInsufficient · 3
$6,990110,000 mi

Comparison: 3 similar vehicles

Holliston, MA

2013 Acura MDX Base

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

2013 Acura MDX Base

Holliston, MA

Unscored
$6,990160,000 mi

Comparison: 7 similar vehicles

Holliston, MA

2013 Toyota Corolla LE

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

2013 Toyota Corolla LE

Holliston, MA

Unscored
$6,990159,254 mi

Comparison: 15 similar vehicles

Holliston, MA

2010 Honda Accord EX-L

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

2010 Honda Accord EX-L

Holliston, MA

Unscored
$6,995166,707 mi

Comparison: 5 similar vehicles

Holliston, MA

2008 MINI P

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

2008 MINI P

Holliston, MA

UnscoredInsufficient · 0
$6,9989,371 mi

Holliston, MA

2018 Nissan Rogue S

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

2018 Nissan Rogue S

Holliston, MA

Unscored
$7,490122,923 mi

Comparison: 31 similar vehicles

Holliston, MA

2011 Volvo XC60 T6

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

2011 Volvo XC60 T6

Holliston, MA

UnscoredInsufficient · 0
$7,500147,969 mi

Holliston, MA

2016 Volvo V60 Premier

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

2016 Volvo V60 Premier

Holliston, MA

Unscored
$7,590139,723 mi

Comparison: 7 similar vehicles

Holliston, MA

2013 Jeep Grand Cherokee Laredo

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

2013 Jeep Grand Cherokee Laredo

Holliston, MA

UnscoredInsufficient · 3
$7,590108,000 mi

Comparison: 3 similar vehicles

Holliston, MA

2012 Honda Civic LX

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

2012 Honda Civic LX

Holliston, MA

Fair PriceModerate · 29
$7,590100,860 mi

Market: $4,995 – $11,999

Comparison: 29 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 41 days listed (based on current market benchmarks)

Holliston, MA

2011 Toyota Camry LE

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

2011 Toyota Camry LE

Holliston, MA

Fair PriceModerate · 27
$7,790102,000 mi

Market: $3,990 – $11,999

Comparison: 27 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 12 days listed (based on current market benchmarks)

Holliston, MA

2016 Subaru Forester i Premium

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

2016 Subaru Forester i Premium

Holliston, MA

Unscored
$7,990146,000 mi

Comparison: 26 similar vehicles

Holliston, MA

2015 MINI Cooper Base

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

2015 MINI Cooper Base

Holliston, MA

Fair PriceLimited · 18
$7,99079,468 mi

Market: $5,490 – $12,995

Comparison: 18 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 6 days listed (based on current market benchmarks)

Holliston, MA

2011 BMW X5 xDrive35i Sport Activity

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

2011 BMW X5 xDrive35i Sport Activity

Holliston, MA

UnscoredInsufficient · 4
$7,990128,180 mi

Comparison: 4 similar vehicles

Holliston, MA

1994 Chevrolet Corvette

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

1994 Chevrolet Corvette

Holliston, MA

UnscoredInsufficient · 0
$7,990124,000 mi

Holliston, MA

2016 Chevrolet Sonic LTZ

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

2016 Chevrolet Sonic LTZ

Holliston, MA

Unscored
$7,995107,505 mi

Comparison: 28 similar vehicles

Holliston, MA

2015 Ford Focus SE

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

2015 Ford Focus SE

Holliston, MA

OverpricedLimited · 15
$7,995103,042 mi

Market: $3,695 – $6,990

Comparison: 15 similar vehicles

Priced ~14% above the typical market range for similar vehicles (based on current market benchmarks)

Holliston, MA

2013 Audi Q5 Premium

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

2013 Audi Q5 Premium

Holliston, MA

Unscored
$8,300121,128 mi

Comparison: 5 similar vehicles

Holliston, MA

2019 Nissan Sentra SV

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

2019 Nissan Sentra SV

Holliston, MA

Unscored
$8,500143,717 mi

Comparison: 10 similar vehicles

Holliston, MA

2016 Volkswagen e-Golf SE

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

2016 Volkswagen e-Golf SE

Holliston, MA

UnscoredInsufficient · 0
$8,59024,000 mi

Holliston, MA

2015 Volvo S80 T6 Premier

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

2015 Volvo S80 T6 Premier

Holliston, MA

UnscoredInsufficient · 0
$8,590103,000 mi

Holliston, MA

2014 Ford Edge SE

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

2014 Ford Edge SE

Holliston, MA

Unscored
$8,59075,825 mi

Comparison: 9 similar vehicles

Holliston, MA

2012 Toyota Prius Plug-In Base

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

2012 Toyota Prius Plug-In Base

Holliston, MA

Unscored
$8,590154,100 mi

Comparison: 10 similar vehicles

Holliston, MA

2017 Volkswagen Jetta GLI

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

2017 Volkswagen Jetta GLI

Holliston, MA

Unscored
$8,990136,351 mi

Comparison: 10 similar vehicles

Holliston, MA

2004 BMW Z4 2.5

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

2004 BMW Z4 2.5

Holliston, MA

Unscored
$8,99095,259 mi

Comparison: 7 similar vehicles

Holliston, MA

2016 Subaru Impreza Base

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

2016 Subaru Impreza Base

Holliston, MA

Unscored
$8,995130,477 mi

Comparison: 9 similar vehicles

Holliston, MA

2013 Lincoln MKZ Base

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

2013 Lincoln MKZ Base

Holliston, MA

Unscored
$8,995140,466 mi

Comparison: 9 similar vehicles

Holliston, MA

2015 Subaru XV Crosstrek Limited

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

2015 Subaru XV Crosstrek Limited

Holliston, MA

Unscored
$8,998149,555 mi

Comparison: 19 similar vehicles

Holliston, MA

2010 Toyota Camry LE

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

2010 Toyota Camry LE

Holliston, MA

Fair PriceLimited · 15
$9,500119,840 mi

Market: $4,000 – $10,120

Comparison: 15 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 166 days listed (based on current market benchmarks)

Holliston, MA

2014 Chevrolet Cruze LS

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

2014 Chevrolet Cruze LS

Holliston, MA

UnscoredInsufficient · 0
$9,59045,000 mi

Holliston, MA

2017 Volvo XC60 T6 Dynamic

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

2017 Volvo XC60 T6 Dynamic

Holliston, MA

UnscoredInsufficient · 3
$9,990118,000 mi

Comparison: 3 similar vehicles

Holliston, MA

2015 Ford Flex Limited

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

2015 Ford Flex Limited

Holliston, MA

UnscoredInsufficient · 4
$9,990137,254 mi

Comparison: 4 similar vehicles

Holliston, MA

2012 Honda Accord LX

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

2012 Honda Accord LX

Holliston, MA

Fair PriceLimited · 19
$9,99068,000 mi

Market: $5,995 – $11,995

Comparison: 19 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 51 days listed (based on current market benchmarks)

Holliston, MA

2012 GMC Terrain SLE-2

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

2012 GMC Terrain SLE-2

Holliston, MA

UnscoredInsufficient · 3
$9,99084,888 mi

Comparison: 3 similar vehicles

Holliston, MA

2018 INFINITI QX60 Base

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

2018 INFINITI QX60 Base

Holliston, MA

Unscored
$9,998134,314 mi

Comparison: 13 similar vehicles

Holliston, MA

2019 Ford Escape SE

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

2019 Ford Escape SE

Holliston, MA

Fair PriceModerate · 21
$10,500104,939 mi

Market: $10,495 – $14,490

Comparison: 21 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 90 days listed (based on current market benchmarks)

Holliston, MA

2017 Toyota Corolla SE

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

2017 Toyota Corolla SE

Holliston, MA

Unscored
$10,995165,135 mi

Comparison: 53 similar vehicles

Holliston, MA

2009 Ford F-350 Super Duty Chassis Cab XLT

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

2009 Ford F-350 Super Duty Chassis Cab XLT

Holliston, MA

UnscoredInsufficient · 0
$10,99879,233 mi

Holliston, 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.
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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