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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

52 listings found

2004 Cadillac DeVille Base

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

2004 Cadillac DeVille Base

Osprey, FL

UnscoredInsufficient · 4
$4,988114,746 mi

Comparison: 4 similar vehicles

Osprey, FL

2006 Buick Rendezvous CX

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

2006 Buick Rendezvous CX

Osprey, FL

UnscoredInsufficient · 0
$5,98853,300 mi

Osprey, FL

2011 Volvo C70 T5

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

2011 Volvo C70 T5

Osprey, FL

UnscoredInsufficient · 3
$6,988113,537 mi

Comparison: 3 similar vehicles

Osprey, FL

2007 Volkswagen Eos

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

2007 Volkswagen Eos

Osprey, FL

UnscoredInsufficient · 0
$6,988112,979 mi

Osprey, FL

2019 Dodge Grand Caravan SE

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

2019 Dodge Grand Caravan SE

Osprey, FL

Fair PriceModerate · 28
$8,988111,992 mi

Market: $5,900 – $22,990

Comparison: 28 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 95 days listed (based on current market benchmarks)

Osprey, FL

2017 Audi Q5 Premium Plus

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

2017 Audi Q5 Premium Plus

Osprey, FL

Fair PriceLimited · 17
$9,998116,268 mi

Market: $6,490 – $13,950

Comparison: 17 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 343 days listed (based on current market benchmarks)

Osprey, FL

2015 Subaru Forester i Limited

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

2015 Subaru Forester i Limited

Osprey, FL

Fair PriceLimited · 16
$10,98881,764 mi

Market: $5,995 – $16,590

Comparison: 16 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 152 days listed (based on current market benchmarks)

Osprey, FL

2011 Jaguar XF Premium

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

2011 Jaguar XF Premium

Osprey, FL

UnscoredInsufficient · 0
$10,98847,852 mi

Osprey, FL

2018 Jeep Cherokee Limited

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

2018 Jeep Cherokee Limited

Osprey, FL

Fair PriceModerate · 28
$11,98863,682 mi

Market: $6,988 – $16,708

Comparison: 28 similar vehicles

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

Osprey, FL

2014 Mercedes-Benz C-Class C250 Sport

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

2014 Mercedes-Benz C-Class C250 Sport

Osprey, FL

UnscoredInsufficient · 0
$11,98844,718 mi

Osprey, FL

2014 Ford Mustang V6

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

2014 Ford Mustang V6

Osprey, FL

Fair PriceModerate · 28
$12,98882,401 mi

Market: $4,562 – $13,500

Comparison: 28 similar vehicles

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

Osprey, FL

2014 Maserati Ghibli Base

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

2014 Maserati Ghibli Base

Osprey, FL

UnscoredInsufficient · 0
$12,98844,210 mi

Osprey, FL

2019 Ford Edge SEL

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

2019 Ford Edge SEL

Osprey, FL

Fair PriceRobust · 57
$13,98860,989 mi

Market: $8,990 – $18,495

Comparison: 57 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 131 days listed (based on current market benchmarks)

Osprey, FL

2017 Volvo V60 Premier

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

2017 Volvo V60 Premier

Osprey, FL

UnscoredInsufficient · 0
$13,98856,318 mi

Osprey, FL

2020 Land Rover Discovery Sport Base

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

2020 Land Rover Discovery Sport Base

Osprey, FL

Unscored
$14,88964,781 mi

Comparison: 7 similar vehicles

Osprey, FL

2020 Jaguar E-PACE Checkered Flag Edition

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

2020 Jaguar E-PACE Checkered Flag Edition

Osprey, FL

UnscoredInsufficient · 0
$14,98874,398 mi

Osprey, FL

2023 Hyundai Elantra SEL

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

2023 Hyundai Elantra SEL

Osprey, FL

Unscored
$15,55973,756 mi

Comparison: 8 similar vehicles

Osprey, FL

2016 Jeep Wrangler Unlimited Sahara

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

2016 Jeep Wrangler Unlimited Sahara

Osprey, FL

UnscoredInsufficient · 4
$15,98899,147 mi

Comparison: 4 similar vehicles

Osprey, FL

2022 Kia Seltos EX

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

2022 Kia Seltos EX

Osprey, FL

UnscoredInsufficient · 3
$18,31960,443 mi

Comparison: 3 similar vehicles

Osprey, FL

2021 Mercedes-Benz GLB Base

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

2021 Mercedes-Benz GLB Base

Osprey, FL

Fair PriceRobust · 162
$20,89674,497 mi

Market: $12,855 – $22,998

Comparison: 162 similar vehicles

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

Osprey, FL

2022 RAM 1500 Pickup Big Horn/Lone Star

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

2022 RAM 1500 Pickup Big Horn/Lone Star

Osprey, FL

Fair PriceModerate · 22
$21,88978,527 mi

Market: $17,000 – $41,397

Comparison: 22 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 182 days listed (based on current market benchmarks)

Osprey, FL

2021 Jaguar F-Pace S

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

2021 Jaguar F-Pace S

Osprey, FL

Fair PriceLimited · 10
$22,57968,021 mi

Market: $20,197 – $26,894

Comparison: 10 similar vehicles

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

Osprey, FL

2023 GENESIS G70 Standard

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

2023 GENESIS G70 Standard

Osprey, FL

Unscored
$26,67927,572 mi

Comparison: 6 similar vehicles

Osprey, FL

2025 BMW 2 Series 228

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

2025 BMW 2 Series 228

Osprey, FL

UnscoredInsufficient · 3
$26,88946,410 mi

Comparison: 3 similar vehicles

Osprey, FL

2019 Land Rover Range Rover Sport HSE

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

2019 Land Rover Range Rover Sport HSE

Osprey, FL

Unscored
$27,19964,761 mi

Comparison: 9 similar vehicles

Osprey, FL

2021 Land Rover Range Rover Evoque SE

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

2021 Land Rover Range Rover Evoque SE

Osprey, FL

UnscoredInsufficient · 0
$27,88940,715 mi

Osprey, FL

2023 Chevrolet Silverado 1500 Custom

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

2023 Chevrolet Silverado 1500 Custom

Osprey, FL

Unscored
$30,64437,301 mi

Comparison: 6 similar vehicles

Osprey, FL

2023 BMW 3 Series 330i

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

2023 BMW 3 Series 330i

Osprey, FL

UnscoredInsufficient · 4
$30,94929,477 mi

Comparison: 4 similar vehicles

Osprey, FL

2023 Hyundai Palisade Limited

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

2023 Hyundai Palisade Limited

Osprey, FL

UnscoredInsufficient · 4
$31,89948,046 mi

Comparison: 4 similar vehicles

Osprey, FL

2026 Honda Ridgeline RTL

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

2026 Honda Ridgeline RTL

Osprey, FL

UnscoredInsufficient · 0
$36,57622,606 mi

Osprey, FL

2022 Mercedes-Benz E-Class E350

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

2022 Mercedes-Benz E-Class E350

Osprey, FL

Fair PriceLimited · 17
$36,69824,115 mi

Market: $34,484 – $42,774

Comparison: 17 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 77 days listed (based on current market benchmarks)

Osprey, FL

2024 BMW X3 30i

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

2024 BMW X3 30i

Osprey, FL

Unscored
$37,02916,112 mi

Comparison: 9 similar vehicles

Osprey, FL

2020 Audi S7 Premium Plus

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

2020 Audi S7 Premium Plus

Osprey, FL

UnscoredInsufficient · 0
$38,79977,939 mi

Osprey, FL

2024 GENESIS G80 Base

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

2024 GENESIS G80 Base

Osprey, FL

UnscoredInsufficient · 3
$39,38930,617 mi

Comparison: 3 similar vehicles

Osprey, FL

2022 BMW X6 40i

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

2022 BMW X6 40i

Osprey, FL

Fair PriceLimited · 16
$40,48968,265 mi

Market: $31,994 – $41,198

Comparison: 16 similar vehicles

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

Osprey, FL

2022 Land Rover Range Rover Sport HSE

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

2022 Land Rover Range Rover Sport HSE

Osprey, FL

UnscoredInsufficient · 3
$40,88955,984 mi

Comparison: 3 similar vehicles

Osprey, FL

2023 Mercedes-Benz CLA AMG CLA35

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

2023 Mercedes-Benz CLA AMG CLA35

Osprey, FL

UnscoredInsufficient · 0
$40,92924,004 mi

Osprey, FL

2026 RAM 1500 Pickup Big Horn/Lone Star

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

2026 RAM 1500 Pickup Big Horn/Lone Star

Osprey, FL

Unscored
$42,25415,798 mi

Comparison: 5 similar vehicles

Osprey, FL

2026 BMW 5 Series 530i

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

2026 BMW 5 Series 530i

Osprey, FL

Fair PriceLimited · 13
$43,78924,908 mi

Market: $38,998 – $48,342

Comparison: 13 similar vehicles

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

Osprey, FL

2022 Mercedes-Benz GLS GLS580

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

2022 Mercedes-Benz GLS GLS580

Osprey, FL

UnscoredInsufficient · 0
$43,99874,346 mi

Osprey, FL

2023 Lucid Air Touring

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

2023 Lucid Air Touring

Osprey, FL

UnscoredInsufficient · 0
$45,5199,298 mi

Osprey, FL

2023 Mercedes-Benz E-Class E450

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

2023 Mercedes-Benz E-Class E450

Osprey, FL

Fair PriceRobust · 60
$47,38928,931 mi

Market: $46,167 – $66,389

Comparison: 60 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 76 days listed (based on current market benchmarks)

Osprey, FL

2024 Lexus ES 350 F SPORT Handling

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

2024 Lexus ES 350 F SPORT Handling

Osprey, FL

UnscoredInsufficient · 4
$48,64831,646 mi

Comparison: 4 similar vehicles

Osprey, FL

2025 Lexus IS 350 F SPORT

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

2025 Lexus IS 350 F SPORT

Osprey, FL

Unscored
$48,6963,457 mi

Comparison: 7 similar vehicles

Osprey, FL

2023 Land Rover Defender SE

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

2023 Land Rover Defender SE

Osprey, FL

Fair PriceLimited · 11
$49,14921,539 mi

Market: $48,794 – $56,998

Comparison: 11 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 91 days listed (based on current market benchmarks)

Osprey, FL

1993 Ford F-150

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

1993 Ford F-150

Osprey, FL

UnscoredInsufficient · 0
$50,88949,796 mi

Osprey, FL

2014 Mercedes-Benz G-Class G63 AMG

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

2014 Mercedes-Benz G-Class G63 AMG

Osprey, FL

Unscored
$50,98870,242 mi

Comparison: 5 similar vehicles

Osprey, FL

2024 Toyota Tundra 1794 Edition

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

2024 Toyota Tundra 1794 Edition

Osprey, FL

Unscored
$55,65922,623 mi

Comparison: 6 similar vehicles

Osprey, FL

2027 Kia Telluride SX-Prestige

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

2027 Kia Telluride SX-Prestige

Osprey, FL

UnscoredInsufficient · 0
$56,6893,165 mi

Osprey, FL

2026 BMW 7 Series 740i

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

2026 BMW 7 Series 740i

Osprey, FL

UnscoredInsufficient · 0
$68,78623,182 mi

Osprey, FL

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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