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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 6, 2026

7.1M+

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

231 listings found

2011 BMW 5 Series 528i

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

2011 BMW 5 Series 528i

North Reading, MA

UnscoredInsufficient · 0
$4,995151,502 mi

North Reading, MA

2007 Ford F-150 Lariat

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

2007 Ford F-150 Lariat

North Reading, MA

UnscoredInsufficient · 0
$5,995195,311 mi

North Reading, MA

2007 Toyota Yaris Base

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

2007 Toyota Yaris Base

North Reading, MA

Unscored
$5,995113,599 mi

Comparison: 9 similar vehicles

North Reading, MA

2008 Cadillac STS Base

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

2008 Cadillac STS Base

North Reading, MA

UnscoredInsufficient · 3
$6,79598,899 mi

Comparison: 3 similar vehicles

North Reading, MA

2012 Ford Transit Connect XLT

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

2012 Ford Transit Connect XLT

North Reading, MA

Unscored
$7,495168,798 mi

Comparison: 10 similar vehicles

North Reading, MA

2015 Toyota Sienna LE

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

2015 Toyota Sienna LE

North Reading, MA

Unscored
$7,995168,500 mi

Comparison: 9 similar vehicles

North Reading, MA

2005 Toyota Tacoma Base

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

2005 Toyota Tacoma Base

North Reading, MA

Unscored
$9,495272,230 mi

Comparison: 6 similar vehicles

North Reading, MA

2010 Toyota Corolla Base

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

2010 Toyota Corolla Base

North Reading, MA

Unscored
$9,595105,910 mi

Comparison: 7 similar vehicles

North Reading, MA

2013 Honda Civic LX

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

2013 Honda Civic LX

North Reading, MA

Fair PriceModerate · 43
$9,795118,390 mi

Market: $5,494 – $12,900

Comparison: 43 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 185 days listed (based on current market benchmarks)

North Reading, MA

2011 Honda CR-V SE

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

2011 Honda CR-V SE

North Reading, MA

Unscored
$10,795115,945 mi

Comparison: 9 similar vehicles

North Reading, MA

2015 Honda Civic LX

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

2015 Honda Civic LX

North Reading, MA

Fair PriceModerate · 47
$11,095113,237 mi

Market: $6,995 – $14,998

Comparison: 47 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 185 days listed (based on current market benchmarks)

North Reading, MA

2012 Audi Q5 Premium

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

2012 Audi Q5 Premium

North Reading, MA

UnscoredInsufficient · 0
$11,99547,500 mi

North Reading, MA

2017 Dodge Charger SXT

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

2017 Dodge Charger SXT

North Reading, MA

Unscored
$13,995126,471 mi

Comparison: 8 similar vehicles

North Reading, MA

2014 Honda Odyssey EX-L

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

2014 Honda Odyssey EX-L

North Reading, MA

Unscored
$14,495115,790 mi

Comparison: 8 similar vehicles

North Reading, MA

2014 Toyota Corolla L

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

2014 Toyota Corolla L

North Reading, MA

UnscoredInsufficient · 0
$14,79534,969 mi

North Reading, MA

2017 Mercedes-Benz C-Class C300

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

2017 Mercedes-Benz C-Class C300

North Reading, MA

Fair PriceModerate · 37
$14,995118,030 mi

Market: $10,995 – $20,998

Comparison: 37 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 148 days listed (based on current market benchmarks)

North Reading, MA

2020 Ford Escape SE

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

2020 Ford Escape SE

North Reading, MA

Fair PriceModerate · 25
$15,31369,084 mi

Market: $9,294 – $18,995

Comparison: 25 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 3 days listed (based on current market benchmarks)

North Reading, MA

2017 Volkswagen Golf Wolfsburg Edition

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

2017 Volkswagen Golf Wolfsburg Edition

North Reading, MA

UnscoredInsufficient · 0
$15,35053,868 mi

North Reading, MA

2020 Jeep Compass North Edition

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

2020 Jeep Compass North Edition

North Reading, MA

UnscoredInsufficient · 0
$15,59661,895 mi

North Reading, MA

2013 Toyota RAV4 XLE

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

2013 Toyota RAV4 XLE

North Reading, MA

OverpricedModerate · 45
$15,99584,650 mi

Market: $9,500 – $15,800

Comparison: 45 similar vehicles

Priced ~1% above the typical market range for similar vehicles (based on current market benchmarks)

North Reading, MA

1999 Ford Mustang COBRA SVT

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

1999 Ford Mustang COBRA SVT

North Reading, MA

UnscoredInsufficient · 0
$15,995142,999 mi

North Reading, MA

2012 Jeep Wrangler Unlimited Rubicon

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

2012 Jeep Wrangler Unlimited Rubicon

North Reading, MA

Unscored
$16,495107,610 mi

Comparison: 5 similar vehicles

North Reading, MA

2011 RAM 2500 Pickup ST

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

2011 RAM 2500 Pickup ST

North Reading, MA

UnscoredInsufficient · 0
$16,99583,000 mi

North Reading, MA

2002 Lexus SC 430

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

2002 Lexus SC 430

North Reading, MA

UnscoredInsufficient · 4
$16,99589,430 mi

Comparison: 4 similar vehicles

North Reading, MA

2016 Chevrolet Silverado 1500 LT

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

2016 Chevrolet Silverado 1500 LT

North Reading, MA

Fair PriceModerate · 32
$17,495107,408 mi

Market: $8,900 – $24,999

Comparison: 32 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 176 days listed (based on current market benchmarks)

North Reading, MA

2018 Honda HR-V EX-L

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

2018 Honda HR-V EX-L

North Reading, MA

Fair PriceModerate · 23
$17,59596,290 mi

Market: $12,200 – $19,500

Comparison: 23 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 112 days listed (based on current market benchmarks)

North Reading, MA

2016 Mercedes-Benz E-Class E400

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

2016 Mercedes-Benz E-Class E400

North Reading, MA

UnscoredInsufficient · 3
$17,995107,260 mi

Comparison: 3 similar vehicles

North Reading, MA

2014 RAM 2500 Pickup Tradesman

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

2014 RAM 2500 Pickup Tradesman

North Reading, MA

Unscored
$17,995119,050 mi

Comparison: 5 similar vehicles

North Reading, MA

2022 Chevrolet Trailblazer LT

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

2022 Chevrolet Trailblazer LT

North Reading, MA

Fair PriceLimited · 13
$18,31345,952 mi

Market: $18,187 – $26,877

Comparison: 13 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 27 days listed (based on current market benchmarks)

North Reading, MA

2020 Ford Escape Titanium

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

2020 Ford Escape Titanium

North Reading, MA

UnscoredInsufficient · 0
$18,31357,946 mi

North Reading, MA

2015 Lexus RX 350

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

2015 Lexus RX 350

North Reading, MA

Unscored
$18,695127,380 mi

Comparison: 141 similar vehicles

North Reading, MA

2017 Dodge Grand Caravan SXT

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

2017 Dodge Grand Caravan SXT

North Reading, MA

Unscored
$18,995109,188 mi

Comparison: 5 similar vehicles

North Reading, MA

2014 Ford E-Series Cutaway Base

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

2014 Ford E-Series Cutaway Base

North Reading, MA

Unscored
$18,99563,859 mi

Comparison: 8 similar vehicles

North Reading, MA

2013 Ford F-150 XLT

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

2013 Ford F-150 XLT

North Reading, MA

Fair PriceModerate · 23
$18,99579,775 mi

Market: $4,500 – $22,900

Comparison: 23 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 24 days listed (based on current market benchmarks)

North Reading, MA

2012 Toyota RAV4 Limited

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

2012 Toyota RAV4 Limited

North Reading, MA

OverpricedLimited · 10
$18,99580,540 mi

Market: $3,995 – $15,592

Comparison: 10 similar vehicles

Priced ~22% above the typical market range for similar vehicles (based on current market benchmarks)

North Reading, MA

2018 Toyota Sienna XLE

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

2018 Toyota Sienna XLE

North Reading, MA

Unscored
$20,995143,865 mi

Comparison: 5 similar vehicles

North Reading, MA

2016 Jeep Wrangler Unlimited Sahara

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

2016 Jeep Wrangler Unlimited Sahara

North Reading, MA

OverpricedModerate · 33
$20,99567,968 mi

Market: $11,991 – $19,387

Comparison: 33 similar vehicles

Priced ~8% above the typical market range for similar vehicles (based on current market benchmarks)

North Reading, MA

2013 Toyota Sienna Limited

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

2013 Toyota Sienna Limited

North Reading, MA

OverpricedLimited · 10
$20,995113,529 mi

Market: $8,995 – $12,995

Comparison: 10 similar vehicles

Priced ~62% above the typical market range for similar vehicles (based on current market benchmarks)

North Reading, MA

2021 Subaru Crosstrek Premium

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

2021 Subaru Crosstrek Premium

North Reading, MA

Fair PriceLimited · 16
$21,24653,240 mi

Market: $18,777 – $24,977

Comparison: 16 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 36 days listed (based on current market benchmarks)

North Reading, MA

2020 Subaru Ascent Limited

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

2020 Subaru Ascent Limited

North Reading, MA

Fair PriceModerate · 43
$21,31376,729 mi

Market: $14,943 – $24,291

Comparison: 43 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 28 days listed (based on current market benchmarks)

North Reading, MA

2020 Hyundai Tucson Ultimate

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

2020 Hyundai Tucson Ultimate

North Reading, MA

UnscoredInsufficient · 3
$21,31355,100 mi

Comparison: 3 similar vehicles

North Reading, MA

2019 Jeep Wrangler Unlimited Sport S

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

2019 Jeep Wrangler Unlimited Sport S

North Reading, MA

Fair PriceLimited · 15
$21,695102,699 mi

Market: $17,995 – $21,990

Comparison: 15 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 112 days listed (based on current market benchmarks)

North Reading, MA

2014 Lexus GS 350

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

2014 Lexus GS 350

North Reading, MA

OverpricedLimited · 12
$21,695118,065 mi

Market: $9,975 – $18,163

Comparison: 12 similar vehicles

Priced ~19% above the typical market range for similar vehicles (based on current market benchmarks)

North Reading, MA

2018 Toyota Highlander XLE

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

2018 Toyota Highlander XLE

North Reading, MA

Fair PriceModerate · 42
$21,995105,602 mi

Market: $14,975 – $24,998

Comparison: 42 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 92 days listed (based on current market benchmarks)

North Reading, MA

2015 Chevrolet Silverado 1500 LT

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

2015 Chevrolet Silverado 1500 LT

North Reading, MA

Fair PriceModerate · 27
$21,99589,723 mi

Market: $7,995 – $24,250

Comparison: 27 similar vehicles

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

North Reading, MA

2021 Subaru Outback Limited

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

2021 Subaru Outback Limited

North Reading, MA

OverpricedLimited · 11
$22,31380,667 mi

Market: $18,997 – $21,689

Comparison: 11 similar vehicles

Priced ~3% above the typical market range for similar vehicles (based on current market benchmarks)

North Reading, MA

2022 Honda HR-V EX-L

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

2022 Honda HR-V EX-L

North Reading, MA

Unscored
$22,99565,435 mi

Comparison: 10 similar vehicles

North Reading, MA

2016 Chevrolet Silverado 1500 LTZ

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

2016 Chevrolet Silverado 1500 LTZ

North Reading, MA

Unscored
$22,995101,800 mi

Comparison: 7 similar vehicles

North Reading, MA

2016 GMC Sierra 1500 Base

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

2016 GMC Sierra 1500 Base

North Reading, MA

UnscoredInsufficient · 3
$22,995102,731 mi

Comparison: 3 similar vehicles

North Reading, MA

2013 Lexus LS Base

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

2013 Lexus LS Base

North Reading, MA

UnscoredInsufficient · 3
$22,995104,900 mi

Comparison: 3 similar vehicles

North Reading, 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 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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