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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

68 listings found

2000 Chevrolet Astro BASE

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

2000 Chevrolet Astro BASE

Lake Stevens, WA

UnscoredInsufficient · 3
$4,195240,000 mi

Comparison: 3 similar vehicles

Lake Stevens, WA

2008 Chevrolet Impala LT

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

2008 Chevrolet Impala LT

Lake Stevens, WA

UnscoredInsufficient · 0
$4,995141,000 mi

Lake Stevens, WA

2004 Chevrolet Silverado 1500 Work Truck

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

2004 Chevrolet Silverado 1500 Work Truck

Lake Stevens, WA

UnscoredInsufficient · 0
$4,995300,000 mi

Lake Stevens, WA

2001 Lexus GS 300

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

2001 Lexus GS 300

Lake Stevens, WA

UnscoredInsufficient · 0
$4,998151,000 mi

Lake Stevens, WA

2012 Mercedes-Benz C-Class C250 Luxury

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

2012 Mercedes-Benz C-Class C250 Luxury

Lake Stevens, WA

UnscoredInsufficient · 0
$6,99589,000 mi

Lake Stevens, WA

2010 Honda Odyssey EX-L

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

2010 Honda Odyssey EX-L

Lake Stevens, WA

Unscored
$7,195120,000 mi

Comparison: 6 similar vehicles

Lake Stevens, WA

2004 Ford F-150 XL

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

2004 Ford F-150 XL

Lake Stevens, WA

UnscoredInsufficient · 4
$7,995162,000 mi

Comparison: 4 similar vehicles

Lake Stevens, WA

2016 Nissan Altima SL

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

2016 Nissan Altima SL

Lake Stevens, WA

Great DealLimited · 13
$7,99898,000 mi

Market: $11,799 – $16,248

Comparison: 13 similar vehicles

Competitively priced ~32% below the typical range compared to similar vehicles · 99 days listed (based on current market benchmarks)

Lake Stevens, WA

2004 Nissan Frontier SC

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

2004 Nissan Frontier SC

Lake Stevens, WA

UnscoredInsufficient · 0
$7,998133,000 mi

Lake Stevens, WA

2005 INFINITI G35 Coupe Base

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

2005 INFINITI G35 Coupe Base

Lake Stevens, WA

UnscoredInsufficient · 0
$8,995137,000 mi

Lake Stevens, WA

2019 Kia Sorento LX

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

2019 Kia Sorento LX

Lake Stevens, WA

Unscored
$8,998107,000 mi

Comparison: 7 similar vehicles

Lake Stevens, WA

2010 Ford Edge Sport

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

2010 Ford Edge Sport

Lake Stevens, WA

UnscoredInsufficient · 0
$8,998110,982 mi

Lake Stevens, WA

2004 Cadillac CTS Base

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

2004 Cadillac CTS Base

Lake Stevens, WA

UnscoredInsufficient · 0
$9,08837,329 mi

Lake Stevens, WA

2004 Chevrolet Express Cargo Base

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

2004 Chevrolet Express Cargo Base

Lake Stevens, WA

UnscoredInsufficient · 0
$9,195115,000 mi

Lake Stevens, WA

2018 Ford Fusion Titanium

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

2018 Ford Fusion Titanium

Lake Stevens, WA

UnscoredInsufficient · 0
$9,99889,000 mi

Lake Stevens, WA

2013 Chevrolet Avalanche LTZ

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

2013 Chevrolet Avalanche LTZ

Lake Stevens, WA

UnscoredInsufficient · 0
$10,195152,000 mi

Lake Stevens, WA

2013 Toyota Prius Three

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

2013 Toyota Prius Three

Lake Stevens, WA

Unscored
$10,401131,358 mi

Comparison: 7 similar vehicles

Lake Stevens, WA

2009 GMC Sierra 1500 Denali

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

2009 GMC Sierra 1500 Denali

Lake Stevens, WA

UnscoredInsufficient · 0
$10,995121,000 mi

Lake Stevens, WA

2014 Honda Civic LX

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

2014 Honda Civic LX

Lake Stevens, WA

Salvage title
$10,99854,000 mi

Lake Stevens, WA

2016 Kia Sorento EX

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

2016 Kia Sorento EX

Lake Stevens, WA

UnscoredInsufficient · 3
$11,97793,178 mi

Comparison: 3 similar vehicles

Lake Stevens, WA

2018 Dodge Durango GT

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

2018 Dodge Durango GT

Lake Stevens, WA

Unscored
$12,195126,000 mi

Comparison: 13 similar vehicles

Lake Stevens, WA

2016 RAM 1500 SLT

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

2016 RAM 1500 SLT

Lake Stevens, WA

Unscored
$13,195130,000 mi

Comparison: 9 similar vehicles

Lake Stevens, WA

2016 Mazda CX-9 Grand Touring

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

2016 Mazda CX-9 Grand Touring

Lake Stevens, WA

Unscored
$13,988124,580 mi

Comparison: 5 similar vehicles

Lake Stevens, WA

2017 Dodge Charger Daytona

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

2017 Dodge Charger Daytona

Lake Stevens, WA

UnscoredInsufficient · 0
$16,99879,000 mi

Lake Stevens, WA

2015 GMC Yukon XL Denali

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

2015 GMC Yukon XL Denali

Lake Stevens, WA

UnscoredInsufficient · 3
$18,19597,000 mi

Comparison: 3 similar vehicles

Lake Stevens, WA

2022 Volkswagen Tiguan SE

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

2022 Volkswagen Tiguan SE

Lake Stevens, WA

UnscoredInsufficient · 4
$19,12982,251 mi

Comparison: 4 similar vehicles

Lake Stevens, WA

2020 Honda Pilot Touring

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

2020 Honda Pilot Touring

Lake Stevens, WA

Unscored
$19,341136,462 mi

Comparison: 5 similar vehicles

Lake Stevens, WA

2020 Mercedes-Benz GLB Base

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

2020 Mercedes-Benz GLB Base

Lake Stevens, WA

UnscoredInsufficient · 3
$20,20146,641 mi

Comparison: 3 similar vehicles

Lake Stevens, WA

2019 Nissan Rogue SL

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

2019 Nissan Rogue SL

Lake Stevens, WA

UnscoredInsufficient · 0
$21,04330,671 mi

Lake Stevens, WA

2023 Kia Niro Wind

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

2023 Kia Niro Wind

Lake Stevens, WA

Fair PriceModerate · 38
$22,17726,404 mi

Market: $18,999 – $24,195

Comparison: 38 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 64 days listed (based on current market benchmarks)

Lake Stevens, WA

2017 Ford Focus RS

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

2017 Ford Focus RS

Lake Stevens, WA

Unscored
$22,195122,000 mi

Comparison: 9 similar vehicles

Lake Stevens, WA

2019 Mazda CX-5 Grand Touring Reserve

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

2019 Mazda CX-5 Grand Touring Reserve

Lake Stevens, WA

Fair PriceLimited · 17
$22,99258,279 mi

Market: $23,245 – $23,561

Comparison: 17 similar vehicles

Fairly priced — priced near the comparable range, but not far enough below it to qualify as a Great Deal · 67 days listed (based on current market benchmarks)

Lake Stevens, WA

2017 Toyota Sienna XLE

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

2017 Toyota Sienna XLE

Lake Stevens, WA

Unscored
$24,78581,547 mi

Comparison: 9 similar vehicles

Lake Stevens, WA

2018 Honda Pilot EX-L

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

2018 Honda Pilot EX-L

Lake Stevens, WA

UnscoredInsufficient · 0
$24,98928,099 mi

Lake Stevens, WA

2017 BMW 4 Series 430i

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

2017 BMW 4 Series 430i

Lake Stevens, WA

UnscoredInsufficient · 0
$25,79533,928 mi

Lake Stevens, WA

2026 Hyundai Kona SEL Sport

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

2026 Hyundai Kona SEL Sport

Lake Stevens, WA

Great DealLimited · 15
$26,8051,937 mi

Market: $27,661 – $28,107

Comparison: 15 similar vehicles

Competitively priced ~3% below the typical range compared to similar vehicles · 6 days listed (based on current market benchmarks)

Lake Stevens, WA

2024 Mazda CX-50 S PREMIUM

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

2024 Mazda CX-50 S PREMIUM

Lake Stevens, WA

UnscoredInsufficient · 0
$26,97729,813 mi

Lake Stevens, WA

2020 Mazda CX-5 Grand Touring

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

2020 Mazda CX-5 Grand Touring

Lake Stevens, WA

UnscoredInsufficient · 3
$26,99538,842 mi

Comparison: 3 similar vehicles

Lake Stevens, WA

2019 Toyota Highlander XLE

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

2019 Toyota Highlander XLE

Lake Stevens, WA

OverpricedLimited · 12
$28,99055,690 mi

Market: $27,199 – $28,599

Comparison: 12 similar vehicles

Priced ~1% above the typical market range for similar vehicles (based on current market benchmarks)

Lake Stevens, WA

2019 Toyota RAV4 Limited

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

2019 Toyota RAV4 Limited

Lake Stevens, WA

Fair PriceLimited · 19
$29,08862,212 mi

Market: $23,695 – $29,700

Comparison: 19 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 39 days listed (based on current market benchmarks)

Lake Stevens, WA

2019 Audi Q8 Prestige

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

2019 Audi Q8 Prestige

Lake Stevens, WA

UnscoredInsufficient · 0
$29,69553,575 mi

Lake Stevens, WA

2026 Kia Sportage S Hybrid

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

2026 Kia Sportage S Hybrid

Lake Stevens, WA

Unscored
$29,9889,409 mi

Comparison: 8 similar vehicles

Lake Stevens, WA

2024 Mazda CX-90 Turbo Select Package

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

2024 Mazda CX-90 Turbo Select Package

Lake Stevens, WA

UnscoredInsufficient · 0
$30,19018,724 mi

Lake Stevens, WA

2025 Hyundai Kona EV N Line

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

2025 Hyundai Kona EV N Line

Lake Stevens, WA

UnscoredInsufficient · 0
$31,0818,370 mi

Lake Stevens, WA

2024 Mazda CX-90 Premium Package

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

2024 Mazda CX-90 Premium Package

Lake Stevens, WA

Fair PriceModerate · 25
$31,19235,688 mi

Market: $30,546 – $34,292

Comparison: 25 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 102 days listed (based on current market benchmarks)

Lake Stevens, WA

2015 Chevrolet Silverado 3500HD LT

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

2015 Chevrolet Silverado 3500HD LT

Lake Stevens, WA

UnscoredInsufficient · 0
$33,99564,467 mi

Lake Stevens, WA

2018 BMW 5 Series M550i

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

2018 BMW 5 Series M550i

Lake Stevens, WA

UnscoredInsufficient · 0
$34,19942,497 mi

Lake Stevens, WA

2020 RAM 1500 Big Horn

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

2020 RAM 1500 Big Horn

Lake Stevens, WA

UnscoredInsufficient · 0
$34,69532,922 mi

Lake Stevens, WA

2022 Ford F-150 XLT

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

2022 Ford F-150 XLT

Lake Stevens, WA

Fair PriceLimited · 13
$36,19570,574 mi

Market: $30,178 – $40,155

Comparison: 13 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 40 days listed (based on current market benchmarks)

Lake Stevens, WA

2023 Hyundai Palisade Calligraphy

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

2023 Hyundai Palisade Calligraphy

Lake Stevens, WA

Unscored
$37,19431,999 mi

Comparison: 5 similar vehicles

Lake Stevens, WA

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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