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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

143 listings found

2007 Lexus LS Base

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

2007 Lexus LS Base

Millbury, MA

Unscored
$4,999258,820 mi

Comparison: 8 similar vehicles

Millbury, MA

2017 Ford Escape SE

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

2017 Ford Escape SE

Millbury, MA

Fair PriceRobust · 99
$8,99981,115 mi

Market: $4,900 – $14,960

Comparison: 99 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 94 days listed (based on current market benchmarks)

Millbury, MA

2015 Jeep Grand Cherokee Overland

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

2015 Jeep Grand Cherokee Overland

Millbury, MA

Unscored
$9,099198,666 mi

Comparison: 11 similar vehicles

Millbury, MA

2019 Nissan Kicks SV

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

2019 Nissan Kicks SV

Millbury, MA

UnscoredInsufficient · 4
$9,999106,535 mi

Comparison: 4 similar vehicles

Millbury, MA

2018 GMC Acadia SLT-2

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

2018 GMC Acadia SLT-2

Millbury, MA

Unscored
$9,999151,100 mi

Comparison: 9 similar vehicles

Millbury, MA

2015 Honda Fit EX-L

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

2015 Honda Fit EX-L

Millbury, MA

Unscored
$10,99987,850 mi

Comparison: 6 similar vehicles

Millbury, MA

2018 Hyundai Elantra Value Edition

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

2018 Hyundai Elantra Value Edition

Millbury, MA

OverpricedLimited · 11
$11,49678,273 mi

Market: $7,397 – $11,095

Comparison: 11 similar vehicles

Priced ~4% above the typical market range for similar vehicles (based on current market benchmarks)

Millbury, MA

2018 Nissan Rogue SV

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

2018 Nissan Rogue SV

Millbury, MA

Fair PriceModerate · 27
$13,49961,305 mi

Market: $8,425 – $14,494

Comparison: 27 similar vehicles

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

Millbury, MA

2015 Jeep Wrangler Unlimited Sport

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

2015 Jeep Wrangler Unlimited Sport

Millbury, MA

Fair PriceLimited · 18
$13,999118,706 mi

Market: $9,950 – $19,777

Comparison: 18 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 99 days listed (based on current market benchmarks)

Millbury, MA

2018 Hyundai Kona Ultimate

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

2018 Hyundai Kona Ultimate

Millbury, MA

UnscoredInsufficient · 0
$15,19669,424 mi

Millbury, MA

2015 Toyota Sienna LE

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

2015 Toyota Sienna LE

Millbury, MA

Unscored
$15,399113,115 mi

Comparison: 7 similar vehicles

Millbury, MA

2017 GMC Acadia SLT-1

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

2017 GMC Acadia SLT-1

Millbury, MA

Unscored
$15,99677,287 mi

Comparison: 7 similar vehicles

Millbury, MA

2019 Jeep Cherokee Limited

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

2019 Jeep Cherokee Limited

Millbury, MA

Fair PriceRobust · 131
$15,99963,465 mi

Market: $7,600 – $19,977

Comparison: 131 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 69 days listed (based on current market benchmarks)

Millbury, MA

2015 Toyota RAV4 XLE

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

2015 Toyota RAV4 XLE

Millbury, MA

Fair PriceModerate · 32
$16,39996,305 mi

Market: $9,995 – $20,687

Comparison: 32 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 38 days listed (based on current market benchmarks)

Millbury, MA

2021 Mazda CX-9 Touring

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

2021 Mazda CX-9 Touring

Millbury, MA

Unscored
$16,999126,139 mi

Comparison: 12 similar vehicles

Millbury, MA

2019 Honda Passport

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

2019 Honda Passport

Millbury, MA

Unscored
$17,99991,118 mi

Comparison: 8 similar vehicles

Millbury, MA

2017 Toyota RAV4 Limited

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

2017 Toyota RAV4 Limited

Millbury, MA

Fair PriceRobust · 65
$19,496116,875 mi

Market: $15,695 – $25,998

Comparison: 65 similar vehicles

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

Millbury, MA

2019 Toyota Highlander XLE

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

2019 Toyota Highlander XLE

Millbury, MA

Fair PriceRobust · 77
$19,999117,585 mi

Market: $17,496 – $28,998

Comparison: 77 similar vehicles

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

Millbury, MA

2017 Ford F-150 XLT

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

2017 Ford F-150 XLT

Millbury, MA

Fair PriceModerate · 26
$19,999112,540 mi

Market: $14,595 – $25,687

Comparison: 26 similar vehicles

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

Millbury, MA

2016 Toyota RAV4 Limited

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

2016 Toyota RAV4 Limited

Millbury, MA

Fair PriceModerate · 48
$19,99983,252 mi

Market: $15,992 – $23,049

Comparison: 48 similar vehicles

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

Millbury, MA

2019 Subaru Forester Premium

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

2019 Subaru Forester Premium

Millbury, MA

Fair PriceModerate · 23
$20,09935,367 mi

Market: $19,980 – $26,494

Comparison: 23 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 38 days listed (based on current market benchmarks)

Millbury, MA

2024 Jeep Compass Trailhawk

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

2024 Jeep Compass Trailhawk

Millbury, MA

Fair PriceLimited · 10
$20,19956,871 mi

Market: $16,999 – $21,685

Comparison: 10 similar vehicles

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

Millbury, MA

2023 Jeep Compass High Altitude

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

2023 Jeep Compass High Altitude

Millbury, MA

UnscoredInsufficient · 0
$20,19962,081 mi

Millbury, MA

2021 Jeep Grand Cherokee 80th Edition

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

2021 Jeep Grand Cherokee 80th Edition

Millbury, MA

Fair PriceModerate · 35
$20,49983,915 mi

Market: $18,472 – $22,399

Comparison: 35 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 48 days listed (based on current market benchmarks)

Millbury, MA

2021 Nissan Rogue SL

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

2021 Nissan Rogue SL

Millbury, MA

Fair PriceModerate · 36
$20,99666,773 mi

Market: $17,998 – $21,074

Comparison: 36 similar vehicles

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

Millbury, MA

2024 Buick Encore GX Sport Touring

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

2024 Buick Encore GX Sport Touring

Millbury, MA

Fair PriceModerate · 31
$21,09940,437 mi

Market: $17,695 – $24,272

Comparison: 31 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 29 days listed (based on current market benchmarks)

Millbury, MA

2023 Hyundai Kona SEL

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

2023 Hyundai Kona SEL

Millbury, MA

OverpricedLimited · 10
$21,29639,267 mi

Market: $18,480 – $20,860

Comparison: 10 similar vehicles

Priced ~2% above the typical market range for similar vehicles (based on current market benchmarks)

Millbury, MA

2024 Hyundai Elantra SEL

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

2024 Hyundai Elantra SEL

Millbury, MA

Fair PriceModerate · 30
$21,49610,265 mi

Market: $16,997 – $21,998

Comparison: 30 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 37 days listed (based on current market benchmarks)

Millbury, MA

2025 Hyundai Elantra SE

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

2025 Hyundai Elantra SE

Millbury, MA

OverpricedModerate · 23
$21,996552 mi

Market: $20,347 – $21,501

Comparison: 23 similar vehicles

Priced ~2% above the typical market range for similar vehicles (based on current market benchmarks)

Millbury, MA

2025 Hyundai Elantra SEL

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

2025 Hyundai Elantra SEL

Millbury, MA

Fair PriceLimited · 13
$21,9968,824 mi

Market: $20,419 – $24,795

Comparison: 13 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 37 days listed (based on current market benchmarks)

Millbury, MA

2022 Jeep Grand Cherokee WK Laredo X

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

2022 Jeep Grand Cherokee WK Laredo X

Millbury, MA

Fair PriceLimited · 12
$22,19996,701 mi

Market: $20,145 – $25,999

Comparison: 12 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 23 days listed (based on current market benchmarks)

Millbury, 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

Millbury, MA

Unscored
$22,59953,911 mi

Comparison: 8 similar vehicles

Millbury, MA

2024 Hyundai Santa Cruz SE

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

2024 Hyundai Santa Cruz SE

Millbury, MA

UnscoredInsufficient · 3
$23,29647,064 mi

Comparison: 3 similar vehicles

Millbury, MA

2023 Jeep Compass Latitude

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

2023 Jeep Compass Latitude

Millbury, MA

Fair PriceModerate · 23
$23,39925,373 mi

Market: $20,526 – $25,977

Comparison: 23 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 9 days listed (based on current market benchmarks)

Millbury, MA

2025 Hyundai Sonata SE

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

2025 Hyundai Sonata SE

Millbury, MA

UnscoredInsufficient · 3
$23,4968,440 mi

Comparison: 3 similar vehicles

Millbury, MA

2025 Mazda CX-30 Select Sport

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

2025 Mazda CX-30 Select Sport

Millbury, MA

Unscored
$23,49925,262 mi

Comparison: 10 similar vehicles

Millbury, MA

2024 Hyundai Elantra Blue

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

2024 Hyundai Elantra Blue

Millbury, MA

UnscoredInsufficient · 3
$24,1969,824 mi

Comparison: 3 similar vehicles

Millbury, MA

2023 Kia Telluride S

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

2023 Kia Telluride S

Millbury, MA

Unscored
$24,99985,240 mi

Comparison: 5 similar vehicles

Millbury, 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

Millbury, MA

Fair PriceLimited · 11
$25,19998,636 mi

Market: $13,999 – $33,990

Comparison: 11 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 38 days listed (based on current market benchmarks)

Millbury, MA

2023 Mazda CX-30 Carbon Edition

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

2023 Mazda CX-30 Carbon Edition

Millbury, MA

Unscored
$25,39937,980 mi

Comparison: 8 similar vehicles

Millbury, MA

2024 Mazda CX-30 Carbon Edition

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

2024 Mazda CX-30 Carbon Edition

Millbury, MA

Fair PriceModerate · 38
$25,99623,019 mi

Market: $22,952 – $26,720

Comparison: 38 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 8 days listed (based on current market benchmarks)

Millbury, MA

2025 Hyundai Tucson SE

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

2025 Hyundai Tucson SE

Millbury, MA

Fair PriceModerate · 34
$26,09611,601 mi

Market: $25,214 – $29,977

Comparison: 34 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 37 days listed (based on current market benchmarks)

Millbury, MA

2024 Subaru Crosstrek Premium

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

2024 Subaru Crosstrek Premium

Millbury, MA

Fair PriceRobust · 56
$26,39917,488 mi

Market: $25,374 – $28,955

Comparison: 56 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 38 days listed (based on current market benchmarks)

Millbury, MA

2025 Hyundai Santa Fe SEL

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

2025 Hyundai Santa Fe SEL

Millbury, MA

Unscored
$26,49663,829 mi

Comparison: 10 similar vehicles

Millbury, MA

2025 Mazda CX-5 S

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

2025 Mazda CX-5 S

Millbury, MA

UnscoredInsufficient · 0
$26,59912,204 mi

Millbury, MA

2024 Jeep Wrangler 4xe Sports S 4XE

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

2024 Jeep Wrangler 4xe Sports S 4XE

Millbury, MA

Fair PriceModerate · 23
$27,19921,855 mi

Market: $23,990 – $29,857

Comparison: 23 similar vehicles

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

Millbury, MA

2024 Volkswagen Tiguan SE R-LINE BLACK

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

2024 Volkswagen Tiguan SE R-LINE BLACK

Millbury, MA

Fair PriceRobust · 92
$27,29627,050 mi

Market: $24,166 – $29,448

Comparison: 92 similar vehicles

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

Millbury, MA

2025 Hyundai Tucson SE

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

2025 Hyundai Tucson SE

Millbury, MA

Fair PriceModerate · 34
$27,49613,721 mi

Market: $25,214 – $29,977

Comparison: 34 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 37 days listed (based on current market benchmarks)

Millbury, MA

2025 Hyundai Tucson SE

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

2025 Hyundai Tucson SE

Millbury, MA

Fair PriceModerate · 34
$27,49610,794 mi

Market: $25,214 – $29,977

Comparison: 34 similar vehicles

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

Millbury, MA

2025 Hyundai Tucson SE

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

2025 Hyundai Tucson SE

Millbury, MA

Fair PriceModerate · 34
$27,49610,835 mi

Market: $25,214 – $29,977

Comparison: 34 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 37 days listed (based on current market benchmarks)

Millbury, 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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