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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 · October 26, 2026

6.1M+

Unique vehicles analyzed

as of October 26, 2026

56,000+

US dealerships

Daily

Data pipeline

Comparable

Market-evidence analysis

3.4M new·2.8M used·Listings processed daily

Or explore the market

41 listings found

2001 Chevrolet Express Cargo Base

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

2001 Chevrolet Express Cargo Base

Tillamook, OR

UnscoredInsufficient · 0
$8,19578,280 mi

Tillamook, OR

2013 Honda Odyssey EX-L

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

2013 Honda Odyssey EX-L

Tillamook, OR

UnscoredLimited · 6
$8,888166,862 mi

Comparison: 6 similar vehicles

Tillamook, OR

2013 Ford Explorer Limited

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

2013 Ford Explorer Limited

Tillamook, OR

UnscoredLimited · 19
$9,195133,781 mi

Comparison: 19 similar vehicles

Tillamook, OR

2005 Ford Ranger XLT

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

2005 Ford Ranger XLT

Tillamook, OR

UnscoredInsufficient · 0
$9,499128,746 mi

Tillamook, OR

2018 Kia Soul +

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

2018 Kia Soul +

Tillamook, OR

OverpricedLimited · 13
$10,99975,804 mi

Market: $4,900 – $10,995

Comparison: 13 similar vehicles

Tillamook, OR

2013 RAM 1500 Pickup SLT

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

2013 RAM 1500 Pickup SLT

Tillamook, OR

UnscoredLimited · 10
$12,999181,226 mi

Comparison: 10 similar vehicles

Tillamook, OR

2018 Nissan Murano Platinum

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

2018 Nissan Murano Platinum

Tillamook, OR

UnscoredLimited · 9
$13,333119,352 mi

Comparison: 9 similar vehicles

Tillamook, OR

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

Tillamook, OR

UnscoredLimited · 9
$13,999124,600 mi

Comparison: 9 similar vehicles

Tillamook, OR

2014 Mercedes-Benz C-Class C300 Sport

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

2014 Mercedes-Benz C-Class C300 Sport

Tillamook, OR

UnscoredLimited · 5
$14,19577,163 mi

Comparison: 5 similar vehicles

Tillamook, OR

2014 Subaru Outback 2.5i Limited

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

2014 Subaru Outback 2.5i Limited

Tillamook, OR

OverpricedModerate · 29
$14,999102,390 mi

Market: $4,999 – $14,780

Comparison: 29 similar vehicles

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

Tillamook, OR

2019 Lincoln MKC Select

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

2019 Lincoln MKC Select

Tillamook, OR

UnscoredInsufficient · 0
$15,50085,059 mi

Tillamook, OR

2015 Ford Explorer Sport

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

2015 Ford Explorer Sport

Tillamook, OR

OverpricedModerate · 31
$16,19584,555 mi

Market: $5,900 – $15,000

Comparison: 31 similar vehicles

Priced ~8% above the typical market range for similar vehicles (based on current market benchmarks)

Tillamook, OR

2020 Honda Civic LX

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

2020 Honda Civic LX

Tillamook, OR

UnscoredInsufficient · 4
$16,99979,556 mi

Comparison: 4 similar vehicles

Tillamook, OR

2025 Volkswagen Jetta Sport

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

2025 Volkswagen Jetta Sport

Tillamook, OR

UnscoredLimited · 7
$19,69922,450 mi

Comparison: 7 similar vehicles

Tillamook, OR

2018 Mazda CX-5 Touring

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

2018 Mazda CX-5 Touring

Tillamook, OR

OverpricedRobust · 59
$19,99982,397 mi

Market: $12,750 – $19,998

Comparison: 59 similar vehicles

Tillamook, OR

2014 Chevrolet Silverado 1500 2LT

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

2014 Chevrolet Silverado 1500 2LT

Tillamook, OR

UnscoredInsufficient · 0
$21,800128,581 mi

Tillamook, OR

2025 Mazda Mazda3 Select Sport

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

2025 Mazda Mazda3 Select Sport

Tillamook, OR

OverpricedModerate · 27
$23,19535,282 mi

Market: $22,684 – $22,999

Comparison: 27 similar vehicles

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

Tillamook, OR

2023 Ford Escape ST-Line

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

2023 Ford Escape ST-Line

Tillamook, OR

UnscoredLimited · 5
$24,19549,789 mi

Comparison: 5 similar vehicles

Tillamook, OR

2018 GMC Canyon SLE

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

2018 GMC Canyon SLE

Tillamook, OR

UnscoredInsufficient · 0
$24,19558,665 mi

Tillamook, OR

2026 Nissan Rogue SV

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

2026 Nissan Rogue SV

Tillamook, OR

Fair PriceModerate · 21
$27,19521,702 mi

Market: $22,998 – $29,191

Comparison: 21 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 2 days listed (based on current market benchmarks)

Tillamook, OR

2025 Toyota RAV4 LE

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

2025 Toyota RAV4 LE

Tillamook, OR

UnscoredLimited · 8
$28,49954,263 mi

Comparison: 8 similar vehicles

Tillamook, OR

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

Tillamook, OR

UnscoredRobust · 53
$28,999107,360 mi

Comparison: 53 similar vehicles

Tillamook, OR

2025 Ford Escape Platinum

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

2025 Ford Escape Platinum

Tillamook, OR

UnscoredInsufficient · 3
$29,19524,802 mi

Comparison: 3 similar vehicles

Tillamook, OR

2020 Ford F-150 XLT

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

2020 Ford F-150 XLT

Tillamook, OR

UnscoredLimited · 5
$29,19577,300 mi

Comparison: 5 similar vehicles

Tillamook, OR

2021 Jeep Wrangler Unlimited Sahara Altitude

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

2021 Jeep Wrangler Unlimited Sahara Altitude

Tillamook, OR

UnscoredInsufficient · 0
$30,19554,849 mi

Tillamook, OR

2017 Ford F-250 Super Duty XLT

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

2017 Ford F-250 Super Duty XLT

Tillamook, OR

Fair PriceLimited · 14
$30,19593,662 mi

Market: $23,995 – $40,951

Comparison: 14 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 57 days listed (based on current market benchmarks)

Tillamook, OR

2020 Subaru WRX STI Base

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

2020 Subaru WRX STI Base

Tillamook, OR

UnscoredLimited · 10
$32,33352,619 mi

Comparison: 10 similar vehicles

Tillamook, OR

2026 Ford Bronco Sport Big Bend

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

2026 Ford Bronco Sport Big Bend

Tillamook, OR

Fair PriceLimited · 13
$35,390Mileage not verified

Market: $35,030 – $37,380

Comparison: 13 similar vehicles

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

Tillamook, OR

2021 Ford Ranger Lariat

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

2021 Ford Ranger Lariat

Tillamook, OR

UnscoredLimited · 7
$36,07514,387 mi

Comparison: 7 similar vehicles

Tillamook, OR

2026 Ford Bronco Sport Big Bend

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

2026 Ford Bronco Sport Big Bend

Tillamook, OR

Fair PriceLimited · 13
$36,820Mileage not verified

Market: $35,030 – $37,380

Comparison: 13 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 127 days listed (based on current market benchmarks)

Tillamook, OR

2017 Ford F-350 Super Duty XLT

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

2017 Ford F-350 Super Duty XLT

Tillamook, OR

UnscoredLimited · 7
$38,499128,282 mi

Comparison: 7 similar vehicles

Tillamook, OR

2026 Ford Bronco Sport Badlands

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

2026 Ford Bronco Sport Badlands

Tillamook, OR

Great DealLimited · 12
$40,115Mileage not verified

Market: $44,150 – $45,145

Comparison: 12 similar vehicles

Competitively priced ~9% below the typical range compared to similar vehicles · 73 days listed (based on current market benchmarks)

Tillamook, OR

2026 Ford Maverick Tremor

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

2026 Ford Maverick Tremor

Tillamook, OR

Fair PriceRobust · 89
$40,190Mileage not verified

Market: $36,879 – $44,830

Comparison: 89 similar vehicles

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

Tillamook, OR

2025 Ford F-150 XLT

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

2025 Ford F-150 XLT

Tillamook, OR

UnscoredLimited · 6
$41,19522,315 mi

Comparison: 6 similar vehicles

Tillamook, OR

2018 RAM 2500 Pickup Laramie

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

2018 RAM 2500 Pickup Laramie

Tillamook, OR

Fair PriceLimited · 17
$41,999108,885 mi

Market: $26,995 – $53,546

Comparison: 17 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 2 days listed (based on current market benchmarks)

Tillamook, OR

2024 Ford Ranger Lariat

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

2024 Ford Ranger Lariat

Tillamook, OR

UnscoredInsufficient · 0
$42,654Mileage not verified

Tillamook, OR

2026 Ford F-150 STX

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

2026 Ford F-150 STX

Tillamook, OR

UnscoredLimited · 6
$49,035Mileage not verified

Comparison: 6 similar vehicles

Tillamook, OR

2025 Ford Transit Chassis Cab Base

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

2025 Ford Transit Chassis Cab Base

Tillamook, OR

UnscoredInsufficient · 0
$54,810Mileage not verified

Tillamook, OR

2026 Ford F-350 Super Duty XLT

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

2026 Ford F-350 Super Duty XLT

Tillamook, OR

UnscoredInsufficient · 4
$65,520Mileage not verified

Comparison: 4 similar vehicles

Tillamook, OR

2027 Ford F-350 Super Duty XLT

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

2027 Ford F-350 Super Duty XLT

Tillamook, OR

UnscoredInsufficient · 4
$67,985Mileage not verified

Comparison: 4 similar vehicles

Tillamook, OR

2020 Ford F-350 Super Duty Limited

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

2020 Ford F-350 Super Duty Limited

Tillamook, OR

UnscoredLimited · 8
$69,49986,972 mi

Comparison: 8 similar vehicles

Tillamook, OR

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 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. Paid RetailVision™ subscribers unlock deeper analytics: per-listing comparable counts, market context drill-downs, inventory health, pricing recommendations, competitive benchmarking, alerts, and exports.
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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