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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 12, 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

46 listings found

2002 Acura TL Base

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

2002 Acura TL Base

Sheffield, MA

UnscoredInsufficient · 0
$4,800142,000 mi

Sheffield, MA

2010 Toyota Corolla LE

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

2010 Toyota Corolla LE

Sheffield, MA

Unscored
$10,90071,220 mi

Comparison: 5 similar vehicles

Sheffield, MA

2016 Kia Sorento LX

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

2016 Kia Sorento LX

Sheffield, MA

UnscoredInsufficient · 0
$12,90047,553 mi

Sheffield, MA

2014 Honda CR-V LX

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

2014 Honda CR-V LX

Sheffield, MA

Fair PriceLimited · 12
$13,90084,915 mi

Market: $7,996 – $14,995

Comparison: 12 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 15 days listed (based on current market benchmarks)

Sheffield, MA

2017 Nissan Murano SL

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

2017 Nissan Murano SL

Sheffield, MA

Fair PriceRobust · 69
$14,90087,550 mi

Market: $5,987 – $17,998

Comparison: 69 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 242 days listed (based on current market benchmarks)

Sheffield, MA

2019 Subaru Legacy Premium

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

2019 Subaru Legacy Premium

Sheffield, MA

UnscoredInsufficient · 3
$15,90084,160 mi

Comparison: 3 similar vehicles

Sheffield, MA

2020 Honda Civic EX

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

2020 Honda Civic EX

Sheffield, MA

UnscoredInsufficient · 3
$16,90081,151 mi

Comparison: 3 similar vehicles

Sheffield, MA

2020 Kia Sportage LX

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

2020 Kia Sportage LX

Sheffield, MA

Fair PriceModerate · 28
$16,90055,876 mi

Market: $13,755 – $17,995

Comparison: 28 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 15 days listed (based on current market benchmarks)

Sheffield, MA

2018 Jeep Cherokee Limited

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

2018 Jeep Cherokee Limited

Sheffield, MA

UnscoredInsufficient · 0
$16,90056,195 mi

Sheffield, MA

2020 Subaru Outback Premium

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

2020 Subaru Outback Premium

Sheffield, MA

UnscoredInsufficient · 3
$17,90096,842 mi

Comparison: 3 similar vehicles

Sheffield, MA

2021 Subaru Outback Limited

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

2021 Subaru Outback Limited

Sheffield, MA

Unscored
$18,90091,109 mi

Comparison: 7 similar vehicles

Sheffield, MA

2021 Subaru Forester Premium

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

2021 Subaru Forester Premium

Sheffield, MA

Fair PriceLimited · 15
$18,90084,589 mi

Market: $14,600 – $23,900

Comparison: 15 similar vehicles

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

Sheffield, MA

2021 Subaru Forester Premium

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

2021 Subaru Forester Premium

Sheffield, MA

Fair PriceLimited · 15
$18,90082,484 mi

Market: $14,600 – $23,900

Comparison: 15 similar vehicles

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

Sheffield, MA

2022 Subaru Outback Limited

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

2022 Subaru Outback Limited

Sheffield, MA

Fair PriceRobust · 183
$19,90083,363 mi

Market: $16,489 – $25,541

Comparison: 183 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 132 days listed (based on current market benchmarks)

Sheffield, MA

2015 Ford F-150 XLT

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

2015 Ford F-150 XLT

Sheffield, MA

Fair PriceRobust · 182
$19,900106,521 mi

Market: $8,000 – $24,995

Comparison: 182 similar vehicles

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

Sheffield, MA

2022 Chrysler Pacifica Limited

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

2022 Chrysler Pacifica Limited

Sheffield, MA

Fair PriceRobust · 57
$20,90086,671 mi

Market: $14,999 – $29,739

Comparison: 57 similar vehicles

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

Sheffield, MA

2022 Honda HR-V Sport

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

2022 Honda HR-V Sport

Sheffield, MA

OverpricedModerate · 32
$20,90057,637 mi

Market: $18,874 – $19,468

Comparison: 32 similar vehicles

Priced ~7% above the typical market range for similar vehicles (based on current market benchmarks)

Sheffield, MA

2020 Chevrolet Silverado 1500 High Country

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

2020 Chevrolet Silverado 1500 High Country

Sheffield, MA

Unscored
$20,900192,342 mi

Comparison: 31 similar vehicles

Sheffield, MA

2024 Subaru Impreza Base

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

2024 Subaru Impreza Base

Sheffield, MA

Fair PriceLimited · 10
$21,90020,574 mi

Market: $21,420 – $23,784

Comparison: 10 similar vehicles

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

Sheffield, MA

2023 Volkswagen Taos SE

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

2023 Volkswagen Taos SE

Sheffield, MA

Unscored
$21,90033,754 mi

Comparison: 5 similar vehicles

Sheffield, MA

2022 Jeep Compass Limited

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

2022 Jeep Compass Limited

Sheffield, MA

UnscoredInsufficient · 3
$22,90020,874 mi

Comparison: 3 similar vehicles

Sheffield, MA

2024 Subaru Legacy Base

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

2024 Subaru Legacy Base

Sheffield, MA

UnscoredInsufficient · 3
$23,90035,910 mi

Comparison: 3 similar vehicles

Sheffield, MA

2024 Subaru Forester Base

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

2024 Subaru Forester Base

Sheffield, MA

UnscoredInsufficient · 3
$23,90036,922 mi

Comparison: 3 similar vehicles

Sheffield, MA

2024 Kia Seltos S

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

2024 Kia Seltos S

Sheffield, MA

UnscoredInsufficient · 4
$23,90017,286 mi

Comparison: 4 similar vehicles

Sheffield, MA

2022 Subaru Crosstrek Premium

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

2022 Subaru Crosstrek Premium

Sheffield, MA

Unscored
$23,90017,578 mi

Comparison: 7 similar vehicles

Sheffield, MA

2016 Toyota Tacoma TRD Off Road

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

2016 Toyota Tacoma TRD Off Road

Sheffield, MA

UnscoredInsufficient · 3
$23,900112,007 mi

Comparison: 3 similar vehicles

Sheffield, MA

2024 Subaru Impreza Sport

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

2024 Subaru Impreza Sport

Sheffield, MA

Fair PriceModerate · 34
$24,9008,748 mi

Market: $22,643 – $26,590

Comparison: 34 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 54 days listed (based on current market benchmarks)

Sheffield, MA

2019 Chevrolet Suburban LT

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

2019 Chevrolet Suburban LT

Sheffield, MA

Fair PriceRobust · 87
$24,900112,945 mi

Market: $9,606 – $31,990

Comparison: 87 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 214 days listed (based on current market benchmarks)

Sheffield, MA

2018 Chevrolet Silverado 1500 LT Z71

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

2018 Chevrolet Silverado 1500 LT Z71

Sheffield, MA

Fair PriceRobust · 183
$24,90088,141 mi

Market: $12,900 – $34,999

Comparison: 183 similar vehicles

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

Sheffield, MA

2019 Chevrolet Silverado 1500 LD Custom

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

2019 Chevrolet Silverado 1500 LD Custom

Sheffield, MA

UnscoredInsufficient · 0
$25,90047,154 mi

Sheffield, MA

2025 Honda HR-V Sport

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

2025 Honda HR-V Sport

Sheffield, MA

Fair PriceRobust · 149
$26,90014,362 mi

Market: $20,995 – $29,888

Comparison: 149 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 111 days listed (based on current market benchmarks)

Sheffield, MA

2024 Subaru Ascent Base

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

2024 Subaru Ascent Base

Sheffield, MA

UnscoredInsufficient · 0
$26,90038,381 mi

Sheffield, MA

2024 Subaru Forester Premium

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

2024 Subaru Forester Premium

Sheffield, MA

Fair PriceLimited · 14
$27,90026,088 mi

Market: $25,451 – $30,448

Comparison: 14 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 161 days listed (based on current market benchmarks)

Sheffield, MA

2025 Subaru Outback Premium

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

2025 Subaru Outback Premium

Sheffield, MA

Fair PriceRobust · 138
$29,9007,952 mi

Market: $26,994 – $39,079

Comparison: 138 similar vehicles

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

Sheffield, MA

2018 Toyota Tacoma TRD Sport

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

2018 Toyota Tacoma TRD Sport

Sheffield, MA

Fair PriceRobust · 79
$31,90063,178 mi

Market: $19,299 – $34,970

Comparison: 79 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 186 days listed (based on current market benchmarks)

Sheffield, MA

2016 Ford F-350 Super Duty Chassis Cab XL

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

2016 Ford F-350 Super Duty Chassis Cab XL

Sheffield, MA

Fair PriceLimited · 15
$31,90077,010 mi

Market: $14,999 – $33,990

Comparison: 15 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 264 days listed (based on current market benchmarks)

Sheffield, MA

2025 Subaru Forester Premium

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

2025 Subaru Forester Premium

Sheffield, MA

OverpricedLimited · 14
$32,90010,839 mi

Market: $29,420 – $31,075

Comparison: 14 similar vehicles

Priced ~6% above the typical market range for similar vehicles (based on current market benchmarks)

Sheffield, MA

2024 Toyota RAV4 XLE

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

2024 Toyota RAV4 XLE

Sheffield, MA

Unscored
$32,90035,000 mi

Comparison: 9 similar vehicles

Sheffield, MA

2023 Chevrolet Colorado LT

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

2023 Chevrolet Colorado LT

Sheffield, MA

Fair PriceModerate · 24
$32,90055,109 mi

Market: $27,174 – $33,487

Comparison: 24 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 126 days listed (based on current market benchmarks)

Sheffield, MA

2026 Subaru Outback Premium

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

2026 Subaru Outback Premium

Sheffield, MA

Fair PriceModerate · 25
$33,9006,093 mi

Market: $33,523 – $36,789

Comparison: 25 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 14 days listed (based on current market benchmarks)

Sheffield, MA

2015 Ford F-350 Super Duty XL

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

2015 Ford F-350 Super Duty XL

Sheffield, MA

UnscoredInsufficient · 0
$33,90015,235 mi

Sheffield, MA

2022 Ford F-150 Lariat

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

2022 Ford F-150 Lariat

Sheffield, MA

Fair PriceRobust · 189
$35,90060,482 mi

Market: $27,995 – $41,980

Comparison: 189 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 117 days listed (based on current market benchmarks)

Sheffield, MA

2026 Honda Odyssey EX-L

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

2026 Honda Odyssey EX-L

Sheffield, MA

UnscoredInsufficient · 0
$37,90023,979 mi

Sheffield, MA

2023 Chevrolet Colorado ZR2

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

2023 Chevrolet Colorado ZR2

Sheffield, MA

Fair PriceModerate · 32
$40,90024,891 mi

Market: $38,989 – $46,390

Comparison: 32 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 141 days listed (based on current market benchmarks)

Sheffield, MA

2023 Lincoln Aviator Black Label Grand Touring

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

2023 Lincoln Aviator Black Label Grand Touring

Sheffield, MA

UnscoredInsufficient · 0
$42,90059,859 mi

Sheffield, MA

2022 GMC Sierra 2500HD SLE

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

2022 GMC Sierra 2500HD SLE

Sheffield, MA

OverpricedLimited · 11
$49,90032,316 mi

Market: $46,244 – $48,975

Comparison: 11 similar vehicles

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

Sheffield, 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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