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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

49 listings found

2002 Chevrolet Camaro Base

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

2002 Chevrolet Camaro Base

Bellingham, MA

UnscoredInsufficient · 0
$6,999115,385 mi

Bellingham, MA

1983 Mercedes-Benz 380

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

1983 Mercedes-Benz 380

Bellingham, MA

UnscoredInsufficient · 0
$6,99983,801 mi

Bellingham, MA

1991 BMW 3 Series

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

1991 BMW 3 Series

Bellingham, MA

Salvage title
$7,99984,369 mi

Bellingham, MA

2014 Ford F-150 XLT

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

2014 Ford F-150 XLT

Bellingham, MA

Unscored
$11,500131,627 mi

Comparison: 8 similar vehicles

Bellingham, MA

2017 Land Rover Discovery HSE

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

2017 Land Rover Discovery HSE

Bellingham, MA

Fair PriceLimited · 12
$11,999119,541 mi

Market: $10,999 – $19,995

Comparison: 12 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 116 days listed (based on current market benchmarks)

Bellingham, MA

2019 Ford Escape Titanium

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

2019 Ford Escape Titanium

Bellingham, MA

Fair PriceLimited · 16
$13,95093,227 mi

Market: $10,295 – $16,699

Comparison: 16 similar vehicles

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

Bellingham, MA

2018 Chrysler Pacifica Touring L Plus

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

2018 Chrysler Pacifica Touring L Plus

Bellingham, MA

OverpricedLimited · 12
$14,95083,275 mi

Market: $11,890 – $14,300

Comparison: 12 similar vehicles

Priced ~5% above the typical market range for similar vehicles (based on current market benchmarks)

Bellingham, MA

2019 Ford Escape Titanium

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

2019 Ford Escape Titanium

Bellingham, MA

Fair PriceLimited · 16
$15,95066,515 mi

Market: $10,295 – $16,699

Comparison: 16 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 10 days listed (based on current market benchmarks)

Bellingham, MA

2012 Toyota FJ Cruiser Base

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

2012 Toyota FJ Cruiser Base

Bellingham, MA

Unscored
$16,500184,234 mi

Comparison: 11 similar vehicles

Bellingham, MA

2019 Buick Envision Essence

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

2019 Buick Envision Essence

Bellingham, MA

UnscoredInsufficient · 4
$16,75085,001 mi

Comparison: 4 similar vehicles

Bellingham, MA

2019 BMW 3 Series 330i

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

2019 BMW 3 Series 330i

Bellingham, MA

Fair PriceModerate · 31
$16,75085,721 mi

Market: $14,995 – $26,995

Comparison: 31 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 219 days listed (based on current market benchmarks)

Bellingham, MA

2021 Jeep Compass Latitude

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

2021 Jeep Compass Latitude

Bellingham, MA

UnscoredInsufficient · 3
$16,95063,290 mi

Comparison: 3 similar vehicles

Bellingham, MA

2021 Volkswagen Tiguan SEL

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

2021 Volkswagen Tiguan SEL

Bellingham, MA

UnscoredInsufficient · 4
$16,95085,294 mi

Comparison: 4 similar vehicles

Bellingham, MA

2020 Nissan Pathfinder SL

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

2020 Nissan Pathfinder SL

Bellingham, MA

Fair PriceLimited · 10
$17,50086,957 mi

Market: $13,495 – $20,977

Comparison: 10 similar vehicles

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

Bellingham, MA

2019 Audi Q5 Premium Plus

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

2019 Audi Q5 Premium Plus

Bellingham, MA

Fair PriceRobust · 156
$17,50082,306 mi

Market: $12,799 – $20,083

Comparison: 156 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 65 days listed (based on current market benchmarks)

Bellingham, MA

1995 Ford F-250

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

1995 Ford F-250

Bellingham, MA

UnscoredInsufficient · 0
$17,50082,686 mi

Bellingham, MA

2019 Jeep Cherokee Limited

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

2019 Jeep Cherokee Limited

Bellingham, MA

Fair PriceModerate · 20
$17,95057,076 mi

Market: $16,690 – $18,999

Comparison: 20 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 66 days listed (based on current market benchmarks)

Bellingham, MA

2017 Mercedes-Benz C-Class Cabriolet C300

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

2017 Mercedes-Benz C-Class Cabriolet C300

Bellingham, MA

UnscoredInsufficient · 3
$19,49983,830 mi

Comparison: 3 similar vehicles

Bellingham, MA

2017 Chevrolet Silverado 1500 LT

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

2017 Chevrolet Silverado 1500 LT

Bellingham, MA

Fair PriceModerate · 25
$19,95094,550 mi

Market: $11,900 – $28,298

Comparison: 25 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 11 days listed (based on current market benchmarks)

Bellingham, MA

2018 GMC Sierra 1500 SLE

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

2018 GMC Sierra 1500 SLE

Bellingham, MA

Unscored
$19,99996,186 mi

Comparison: 7 similar vehicles

Bellingham, MA

2022 Hyundai Santa Fe SEL

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

2022 Hyundai Santa Fe SEL

Bellingham, MA

Fair PriceModerate · 33
$20,95055,895 mi

Market: $19,393 – $22,658

Comparison: 33 similar vehicles

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

Bellingham, MA

2000 Porsche Boxster Base

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

2000 Porsche Boxster Base

Bellingham, MA

UnscoredInsufficient · 0
$20,99925,083 mi

Bellingham, MA

2021 GMC Acadia AT4

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

2021 GMC Acadia AT4

Bellingham, MA

Fair PriceLimited · 11
$22,25083,111 mi

Market: $19,750 – $25,999

Comparison: 11 similar vehicles

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

Bellingham, MA

2017 Chevrolet Silverado 1500 LT

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

2017 Chevrolet Silverado 1500 LT

Bellingham, MA

Fair PriceModerate · 25
$22,45090,855 mi

Market: $11,900 – $28,298

Comparison: 25 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 32 days listed (based on current market benchmarks)

Bellingham, MA

2018 Land Rover Range Rover Supercharged

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

2018 Land Rover Range Rover Supercharged

Bellingham, MA

Fair PriceModerate · 37
$22,500110,765 mi

Market: $21,495 – $30,793

Comparison: 37 similar vehicles

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

Bellingham, MA

2018 Land Rover Range Rover Sport HSE

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

2018 Land Rover Range Rover Sport HSE

Bellingham, MA

UnscoredInsufficient · 4
$22,50072,137 mi

Comparison: 4 similar vehicles

Bellingham, MA

2016 GMC Sierra 2500HD Base

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

2016 GMC Sierra 2500HD Base

Bellingham, MA

Unscored
$22,500126,975 mi

Comparison: 10 similar vehicles

Bellingham, MA

2022 Volvo XC40 Momentum

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

2022 Volvo XC40 Momentum

Bellingham, MA

Fair PriceLimited · 13
$22,95062,986 mi

Market: $16,499 – $23,320

Comparison: 13 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 18 days listed (based on current market benchmarks)

Bellingham, MA

2019 Chevrolet Colorado LT

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

2019 Chevrolet Colorado LT

Bellingham, MA

Unscored
$22,95073,530 mi

Comparison: 9 similar vehicles

Bellingham, MA

2008 Porsche Cayman Base

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

2008 Porsche Cayman Base

Bellingham, MA

UnscoredInsufficient · 0
$23,99928,817 mi

Bellingham, MA

2020 Jeep Wrangler Unlimited Sport S

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

2020 Jeep Wrangler Unlimited Sport S

Bellingham, MA

Unscored
$24,45068,339 mi

Comparison: 9 similar vehicles

Bellingham, MA

2023 Cadillac XT4 Premium Luxury

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

2023 Cadillac XT4 Premium Luxury

Bellingham, MA

UnscoredInsufficient · 0
$25,45058,941 mi

Bellingham, MA

2020 GMC Sierra 1500 Elevation

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

2020 GMC Sierra 1500 Elevation

Bellingham, MA

Fair PriceLimited · 11
$25,95092,016 mi

Market: $23,399 – $32,794

Comparison: 11 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 66 days listed (based on current market benchmarks)

Bellingham, MA

2020 RAM 1500 Pickup Big Horn/Lone Star

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

2020 RAM 1500 Pickup Big Horn/Lone Star

Bellingham, MA

Fair PriceRobust · 61
$26,69980,576 mi

Market: $18,200 – $31,977

Comparison: 61 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 20 days listed (based on current market benchmarks)

Bellingham, MA

2021 Jeep Gladiator Sport S

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

2021 Jeep Gladiator Sport S

Bellingham, MA

Fair PriceModerate · 44
$26,95069,771 mi

Market: $22,403 – $29,076

Comparison: 44 similar vehicles

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

Bellingham, MA

2021 Ford Explorer ST

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

2021 Ford Explorer ST

Bellingham, MA

Fair PriceLimited · 19
$27,50091,602 mi

Market: $23,399 – $31,519

Comparison: 19 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 16 days listed (based on current market benchmarks)

Bellingham, MA

2020 Ford F-150 XLT

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

2020 Ford F-150 XLT

Bellingham, MA

Fair PriceRobust · 64
$27,95082,002 mi

Market: $17,199 – $31,990

Comparison: 64 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 13 days listed (based on current market benchmarks)

Bellingham, MA

2019 RAM 2500 Pickup Big Horn

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

2019 RAM 2500 Pickup Big Horn

Bellingham, MA

Fair PriceLimited · 13
$28,50087,129 mi

Market: $13,999 – $33,990

Comparison: 13 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 33 days listed (based on current market benchmarks)

Bellingham, MA

2016 Chevrolet Silverado 2500HD High Country

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

2016 Chevrolet Silverado 2500HD High Country

Bellingham, MA

Great DealLimited · 11
$29,999112,693 mi

Market: $34,170 – $38,996

Comparison: 11 similar vehicles

Competitively priced ~12% below the typical range compared to similar vehicles · 52 days listed (based on current market benchmarks)

Bellingham, MA

2008 Porsche Cayman S

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

2008 Porsche Cayman S

Bellingham, MA

UnscoredInsufficient · 0
$29,99974,789 mi

Bellingham, MA

1995 BMW 8 Series

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

1995 BMW 8 Series

Bellingham, MA

UnscoredInsufficient · 0
$29,99990,985 mi

Bellingham, MA

2021 Ford Bronco 4-Door Badlands

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

2021 Ford Bronco 4-Door Badlands

Bellingham, MA

Great DealLimited · 10
$31,50075,555 mi

Market: $33,803 – $45,995

Comparison: 10 similar vehicles

Competitively priced ~7% below the typical range compared to similar vehicles · 24 days listed (based on current market benchmarks)

Bellingham, MA

2017 Maserati GranTurismo Base

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

2017 Maserati GranTurismo Base

Bellingham, MA

UnscoredInsufficient · 0
$38,50025,797 mi

Bellingham, MA

2018 Porsche 718 Base

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

2018 Porsche 718 Base

Bellingham, MA

UnscoredInsufficient · 0
$44,99975,763 mi

Bellingham, MA

2007 BMW 5 Series M5

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

2007 BMW 5 Series M5

Bellingham, MA

UnscoredInsufficient · 0
$45,00027,980 mi

Bellingham, MA

2014 Porsche Cayman S

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

2014 Porsche Cayman S

Bellingham, MA

UnscoredInsufficient · 0
$46,50099,759 mi

Bellingham, MA

1998 Porsche 911 CARRERA 4

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

1998 Porsche 911 CARRERA 4

Bellingham, MA

UnscoredInsufficient · 0
$65,000138,887 mi

Bellingham, MA

2016 Porsche 911 Carrera

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

2016 Porsche 911 Carrera

Bellingham, MA

UnscoredInsufficient · 0
$69,99991,856 mi

Bellingham, MA

1995 Porsche 928

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

1995 Porsche 928

Bellingham, MA

UnscoredInsufficient · 0
$99,999101,387 mi

Bellingham, MA

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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