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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

6.8M+

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

114 listings found

2014 Ford Fusion Titanium

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

2014 Ford Fusion Titanium

Topsfield, MA

Unscored
$6,950135,194 mi

Comparison: 7 similar vehicles

Topsfield, MA

2017 Volkswagen Golf Alltrack SE

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

2017 Volkswagen Golf Alltrack SE

Topsfield, MA

Unscored
$9,044140,000 mi

Comparison: 6 similar vehicles

Topsfield, MA

2016 Nissan Rogue SL

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

2016 Nissan Rogue SL

Topsfield, MA

Fair PriceModerate · 28
$9,890115,550 mi

Market: $9,485 – $14,900

Comparison: 28 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 19 days listed (based on current market benchmarks)

Topsfield, MA

2018 Volkswagen Atlas SE w/Tech

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

2018 Volkswagen Atlas SE w/Tech

Topsfield, MA

Unscored
$10,890112,504 mi

Comparison: 5 similar vehicles

Topsfield, MA

2015 Audi Q3 Prestige

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

2015 Audi Q3 Prestige

Topsfield, MA

Unscored
$11,39098,064 mi

Comparison: 5 similar vehicles

Topsfield, MA

2006 Jaguar XK Series XKR Convertible Supercharged

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

2006 Jaguar XK Series XKR Convertible Supercharged

Topsfield, MA

UnscoredInsufficient · 0
$11,39094,613 mi

Topsfield, MA

1991 Volvo 240

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

1991 Volvo 240

Topsfield, MA

UnscoredInsufficient · 0
$11,890108,273 mi

Topsfield, MA

2016 Nissan Maxima SL

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

2016 Nissan Maxima SL

Topsfield, MA

Fair PriceModerate · 28
$12,45076,166 mi

Market: $7,495 – $14,929

Comparison: 28 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 21 days listed (based on current market benchmarks)

Topsfield, MA

2017 Mercedes-Benz GLC GLC300

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

2017 Mercedes-Benz GLC GLC300

Topsfield, MA

Unscored
$13,39099,197 mi

Comparison: 9 similar vehicles

Topsfield, MA

2014 Mercedes-Benz E-Class E350 Sport

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

2014 Mercedes-Benz E-Class E350 Sport

Topsfield, MA

UnscoredInsufficient · 4
$13,390102,000 mi

Comparison: 4 similar vehicles

Topsfield, MA

2015 Mercedes-Benz M-Class ML350

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

2015 Mercedes-Benz M-Class ML350

Topsfield, MA

Unscored
$13,90089,137 mi

Comparison: 5 similar vehicles

Topsfield, MA

2016 Ford Transit Base

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

2016 Ford Transit Base

Topsfield, MA

Unscored
$13,950121,468 mi

Comparison: 12 similar vehicles

Topsfield, MA

2018 RAM ProMaster Cargo Van Base

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

2018 RAM ProMaster Cargo Van Base

Topsfield, MA

UnscoredInsufficient · 4
$14,900134,598 mi

Comparison: 4 similar vehicles

Topsfield, MA

2013 Ford E-Series Econoline Van Commercial

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

2013 Ford E-Series Econoline Van Commercial

Topsfield, MA

Fair PriceModerate · 25
$14,90076,598 mi

Market: $5,995 – $25,800

Comparison: 25 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 68 days listed (based on current market benchmarks)

Topsfield, MA

2013 BMW 3 Series 335i

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

2013 BMW 3 Series 335i

Topsfield, MA

Unscored
$15,39075,000 mi

Comparison: 8 similar vehicles

Topsfield, 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

Topsfield, MA

Fair PriceRobust · 96
$15,89093,559 mi

Market: $13,250 – $21,995

Comparison: 96 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 68 days listed (based on current market benchmarks)

Topsfield, MA

2013 Volvo XC70 T6

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

2013 Volvo XC70 T6

Topsfield, MA

UnscoredInsufficient · 0
$15,89073,669 mi

Topsfield, MA

2018 Ford Transit Van Base

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

2018 Ford Transit Van Base

Topsfield, MA

Fair PriceLimited · 10
$15,900117,902 mi

Market: $11,900 – $21,045

Comparison: 10 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 52 days listed (based on current market benchmarks)

Topsfield, MA

2001 Audi TT QUATTRO

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

2001 Audi TT QUATTRO

Topsfield, MA

UnscoredInsufficient · 0
$16,39071,414 mi

Topsfield, MA

2015 Ford Transit Base

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

2015 Ford Transit Base

Topsfield, MA

Unscored
$16,950151,984 mi

Comparison: 11 similar vehicles

Topsfield, MA

2018 Nissan Armada Platinum

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

2018 Nissan Armada Platinum

Topsfield, MA

Unscored
$17,390126,880 mi

Comparison: 14 similar vehicles

Topsfield, MA

2017 Volkswagen Golf Alltrack S

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

2017 Volkswagen Golf Alltrack S

Topsfield, MA

UnscoredInsufficient · 4
$18,39063,359 mi

Comparison: 4 similar vehicles

Topsfield, MA

2018 GMC Savana Cargo Work Van

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

2018 GMC Savana Cargo Work Van

Topsfield, MA

Fair PriceLimited · 15
$18,45096,574 mi

Market: $11,900 – $24,172

Comparison: 15 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 47 days listed (based on current market benchmarks)

Topsfield, MA

2021 Jeep Wrangler Unlimited Sahara 4XE

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

2021 Jeep Wrangler Unlimited Sahara 4XE

Topsfield, MA

Great DealModerate · 36
$18,890102,820 mi

Market: $22,000 – $29,998

Comparison: 36 similar vehicles

Competitively priced ~14% below the typical range compared to similar vehicles · 5 days listed (based on current market benchmarks)

Topsfield, MA

2014 BMW 3 Series 328i

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

2014 BMW 3 Series 328i

Topsfield, MA

UnscoredInsufficient · 4
$18,89082,496 mi

Comparison: 4 similar vehicles

Topsfield, MA

2018 BMW 4 Series 440i

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

2018 BMW 4 Series 440i

Topsfield, MA

UnscoredInsufficient · 4
$19,390121,372 mi

Comparison: 4 similar vehicles

Topsfield, MA

2017 Audi A4 Premium

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

2017 Audi A4 Premium

Topsfield, MA

OverpricedModerate · 31
$19,39081,391 mi

Market: $9,500 – $14,995

Comparison: 31 similar vehicles

Priced ~29% above the typical market range for similar vehicles (based on current market benchmarks)

Topsfield, MA

2023 Hyundai Sonata SEL Plus

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

2023 Hyundai Sonata SEL Plus

Topsfield, MA

Salvage title
$19,75060,184 mi

Topsfield, MA

2002 Lexus SC 430

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

2002 Lexus SC 430

Topsfield, MA

Fair PriceLimited · 10
$20,39072,218 mi

Market: $10,448 – $28,428

Comparison: 10 similar vehicles

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

Topsfield, MA

2022 Nissan Rogue Platinum

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

2022 Nissan Rogue Platinum

Topsfield, MA

Fair PriceModerate · 21
$21,39061,025 mi

Market: $15,582 – $23,880

Comparison: 21 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 89 days listed (based on current market benchmarks)

Topsfield, MA

2021 GMC Acadia AT4

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

2021 GMC Acadia AT4

Topsfield, MA

Fair PriceLimited · 17
$21,39070,761 mi

Market: $19,750 – $23,703

Comparison: 17 similar vehicles

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

Topsfield, MA

2019 Mercedes-Benz GLC GLC350e

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

2019 Mercedes-Benz GLC GLC350e

Topsfield, MA

UnscoredInsufficient · 0
$21,89044,926 mi

Topsfield, MA

2020 Toyota RAV4 LE

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

2020 Toyota RAV4 LE

Topsfield, MA

Unscored
$22,89057,561 mi

Comparison: 7 similar vehicles

Topsfield, MA

2021 Jeep Grand Cherokee Laredo X

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

2021 Jeep Grand Cherokee Laredo X

Topsfield, MA

Unscored
$23,39043,244 mi

Comparison: 6 similar vehicles

Topsfield, MA

2015 RAM 2500 Pickup Tradesman

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

2015 RAM 2500 Pickup Tradesman

Topsfield, MA

UnscoredInsufficient · 0
$23,39054,009 mi

Topsfield, MA

2013 Ford F-250 Super Duty XL

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

2013 Ford F-250 Super Duty XL

Topsfield, MA

Unscored
$23,39064,802 mi

Comparison: 6 similar vehicles

Topsfield, MA

2020 Chevrolet Silverado 1500 LT

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

2020 Chevrolet Silverado 1500 LT

Topsfield, MA

Unscored
$23,450125,290 mi

Comparison: 10 similar vehicles

Topsfield, MA

2022 Volvo XC60 Momentum

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

2022 Volvo XC60 Momentum

Topsfield, MA

Unscored
$25,89051,588 mi

Comparison: 5 similar vehicles

Topsfield, MA

2021 Volvo XC60 Inscription

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

2021 Volvo XC60 Inscription

Topsfield, MA

UnscoredInsufficient · 3
$26,39053,942 mi

Comparison: 3 similar vehicles

Topsfield, MA

2002 Porsche 911 Carrera

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

2002 Porsche 911 Carrera

Topsfield, MA

UnscoredInsufficient · 0
$26,89090,857 mi

Topsfield, MA

2022 Volvo XC60 Momentum

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

2022 Volvo XC60 Momentum

Topsfield, MA

Unscored
$28,19037,062 mi

Comparison: 7 similar vehicles

Topsfield, MA

2023 Audi Q5 Premium Plus

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

2023 Audi Q5 Premium Plus

Topsfield, MA

Fair PriceLimited · 17
$28,39033,337 mi

Market: $25,995 – $30,589

Comparison: 17 similar vehicles

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

Topsfield, MA

2024 Audi Q3 S Line Premium

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

2024 Audi Q3 S Line Premium

Topsfield, MA

Fair PriceRobust · 76
$28,89028,472 mi

Market: $27,995 – $30,998

Comparison: 76 similar vehicles

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

Topsfield, MA

2024 Audi Q3 S Line Premium

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

2024 Audi Q3 S Line Premium

Topsfield, MA

Fair PriceRobust · 76
$28,89020,246 mi

Market: $27,995 – $30,998

Comparison: 76 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 73 days listed (based on current market benchmarks)

Topsfield, MA

2023 Audi Q5 Premium

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

2023 Audi Q5 Premium

Topsfield, MA

Fair PriceModerate · 48
$28,89022,564 mi

Market: $24,900 – $31,102

Comparison: 48 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 98 days listed (based on current market benchmarks)

Topsfield, MA

2018 Audi S3 Prestige

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

2018 Audi S3 Prestige

Topsfield, MA

UnscoredInsufficient · 0
$29,39047,900 mi

Topsfield, MA

2023 Audi Q5 Premium Plus

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

2023 Audi Q5 Premium Plus

Topsfield, MA

Fair PriceModerate · 36
$29,89026,921 mi

Market: $26,900 – $33,341

Comparison: 36 similar vehicles

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

Topsfield, MA

2019 Mercedes-Benz C-Class Cabriolet C300

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

2019 Mercedes-Benz C-Class Cabriolet C300

Topsfield, MA

UnscoredInsufficient · 0
$29,90041,701 mi

Topsfield, MA

2019 Ford Transit Passenger Van XL

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

2019 Ford Transit Passenger Van XL

Topsfield, MA

Fair PriceModerate · 24
$29,95074,327 mi

Market: $10,000 – $32,999

Comparison: 24 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 30 days listed (based on current market benchmarks)

Topsfield, MA

2023 Audi Q3 S Line Premium Plus

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

2023 Audi Q3 S Line Premium Plus

Topsfield, MA

Fair PriceModerate · 21
$30,39017,493 mi

Market: $30,097 – $31,202

Comparison: 21 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 93 days listed (based on current market benchmarks)

Topsfield, 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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