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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 14, 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

332 listings found

1994 Nissan

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

1994 Nissan

Lynden, WA

UnscoredInsufficient · 0
$4,495213,113 mi

Lynden, WA

1993 Ford F-350

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

1993 Ford F-350

Lynden, WA

UnscoredInsufficient · 0
$4,850293,437 mi

Lynden, WA

2011 Chevrolet Traverse 2LT

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

2011 Chevrolet Traverse 2LT

Lynden, WA

UnscoredInsufficient · 0
$5,850189,212 mi

Lynden, WA

2010 Subaru Outback I Premium

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

2010 Subaru Outback I Premium

Lynden, WA

Unscored
$5,999181,409 mi

Comparison: 8 similar vehicles

Lynden, WA

2014 Dodge Journey SXT

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

2014 Dodge Journey SXT

Lynden, WA

Unscored
$6,850130,775 mi

Comparison: 5 similar vehicles

Lynden, WA

2000 Toyota Camry LE

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

2000 Toyota Camry LE

Lynden, WA

Unscored
$6,85091,928 mi

Comparison: 5 similar vehicles

Lynden, WA

2013 Kia Sorento LX

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

2013 Kia Sorento LX

Lynden, WA

UnscoredInsufficient · 0
$6,999140,319 mi

Lynden, WA

1998 Ford Expedition XLT

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

1998 Ford Expedition XLT

Lynden, WA

UnscoredInsufficient · 0
$6,999157,124 mi

Lynden, WA

2007 Ford Fusion SEL

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

2007 Ford Fusion SEL

Lynden, WA

UnscoredInsufficient · 0
$7,99977,107 mi

Lynden, WA

2011 Jeep Grand Cherokee Limited

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

2011 Jeep Grand Cherokee Limited

Lynden, WA

Unscored
$8,850135,003 mi

Comparison: 5 similar vehicles

Lynden, WA

2004 Kia Sorento LX

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

2004 Kia Sorento LX

Lynden, WA

UnscoredInsufficient · 0
$8,85086,500 mi

Lynden, WA

2016 Chrysler 200 LX

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

2016 Chrysler 200 LX

Lynden, WA

UnscoredInsufficient · 0
$9,85068,570 mi

Lynden, WA

2015 Dodge Grand Caravan SXT Premium Plus

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

2015 Dodge Grand Caravan SXT Premium Plus

Lynden, WA

UnscoredInsufficient · 0
$9,850103,225 mi

Lynden, WA

2011 Mercedes-Benz GLK-Class GLK350

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

2011 Mercedes-Benz GLK-Class GLK350

Lynden, WA

UnscoredInsufficient · 4
$9,850111,440 mi

Comparison: 4 similar vehicles

Lynden, WA

2016 Chevrolet Malibu 1LS

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

2016 Chevrolet Malibu 1LS

Lynden, WA

UnscoredInsufficient · 0
$9,999120,710 mi

Lynden, WA

2013 Kia Sorento LX

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

2013 Kia Sorento LX

Lynden, WA

UnscoredInsufficient · 0
$9,99990,355 mi

Lynden, WA

2012 MINI Countryman S

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

2012 MINI Countryman S

Lynden, WA

Unscored
$9,99966,628 mi

Comparison: 8 similar vehicles

Lynden, WA

2011 Cadillac SRX Premium Collection

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

2011 Cadillac SRX Premium Collection

Lynden, WA

UnscoredInsufficient · 0
$9,99986,347 mi

Lynden, WA

2016 Jeep Compass High Altitude

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

2016 Jeep Compass High Altitude

Lynden, WA

UnscoredInsufficient · 0
$10,85088,214 mi

Lynden, WA

2014 Jeep Grand Cherokee Limited

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

2014 Jeep Grand Cherokee Limited

Lynden, WA

UnscoredInsufficient · 4
$10,850120,111 mi

Comparison: 4 similar vehicles

Lynden, WA

2012 Chevrolet Traverse LS

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

2012 Chevrolet Traverse LS

Lynden, WA

UnscoredInsufficient · 0
$10,90044,186 mi

Lynden, WA

2012 Nissan Murano LE

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

2012 Nissan Murano LE

Lynden, WA

UnscoredInsufficient · 0
$10,900135,477 mi

Lynden, WA

2012 BMW 3 Series 335i

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

2012 BMW 3 Series 335i

Lynden, WA

UnscoredInsufficient · 0
$10,999155,084 mi

Lynden, WA

2018 Ford Escape SE

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

2018 Ford Escape SE

Lynden, WA

Fair PriceModerate · 25
$11,85064,054 mi

Market: $7,195 – $15,495

Comparison: 25 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 709 days listed (based on current market benchmarks)

Lynden, WA

2018 Nissan Altima SV

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

2018 Nissan Altima SV

Lynden, WA

Fair PriceLimited · 10
$11,85099,004 mi

Market: $9,799 – $13,985

Comparison: 10 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 255 days listed (based on current market benchmarks)

Lynden, WA

2015 Ford F-150 XL

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

2015 Ford F-150 XL

Lynden, WA

Unscored
$11,850144,271 mi

Comparison: 14 similar vehicles

Lynden, WA

2015 Nissan Rogue SL

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

2015 Nissan Rogue SL

Lynden, WA

Unscored
$11,85091,798 mi

Comparison: 5 similar vehicles

Lynden, WA

2018 Ford Escape Titanium

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

2018 Ford Escape Titanium

Lynden, WA

Fair PriceLimited · 15
$11,99995,326 mi

Market: $12,148 – $14,477

Comparison: 15 similar vehicles

Fairly priced — priced near the comparable range, but not far enough below it to qualify as a Great Deal · 42 days listed (based on current market benchmarks)

Lynden, WA

2017 Audi Q3 Premium Plus

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

2017 Audi Q3 Premium Plus

Lynden, WA

UnscoredInsufficient · 3
$12,24990,874 mi

Comparison: 3 similar vehicles

Lynden, WA

2018 Ford Escape SEL

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

2018 Ford Escape SEL

Lynden, WA

Fair PriceModerate · 22
$12,85084,888 mi

Market: $8,999 – $17,195

Comparison: 22 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 156 days listed (based on current market benchmarks)

Lynden, WA

2017 Ford Escape Titanium

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

2017 Ford Escape Titanium

Lynden, WA

Fair PriceModerate · 23
$12,85072,315 mi

Market: $6,990 – $14,195

Comparison: 23 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 428 days listed (based on current market benchmarks)

Lynden, WA

2017 Nissan Rogue SV

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

2017 Nissan Rogue SV

Lynden, WA

Fair PriceModerate · 20
$12,85088,402 mi

Market: $5,200 – $14,987

Comparison: 20 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 170 days listed (based on current market benchmarks)

Lynden, WA

2017 Nissan Pathfinder SL

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

2017 Nissan Pathfinder SL

Lynden, WA

Unscored
$12,85099,901 mi

Comparison: 5 similar vehicles

Lynden, WA

2015 RAM 1500 Pickup SLT

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

2015 RAM 1500 Pickup SLT

Lynden, WA

UnscoredInsufficient · 4
$12,850187,448 mi

Comparison: 4 similar vehicles

Lynden, WA

2015 Chevrolet Traverse 1LT

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

2015 Chevrolet Traverse 1LT

Lynden, WA

UnscoredInsufficient · 0
$12,85083,895 mi

Lynden, WA

2015 Chevrolet Impala 2LT

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

2015 Chevrolet Impala 2LT

Lynden, WA

UnscoredInsufficient · 0
$12,85076,099 mi

Lynden, WA

2018 Chevrolet Sonic Premier

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

2018 Chevrolet Sonic Premier

Lynden, WA

UnscoredInsufficient · 0
$12,99990,125 mi

Lynden, WA

2015 Subaru Impreza Premium

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

2015 Subaru Impreza Premium

Lynden, WA

UnscoredInsufficient · 3
$12,99968,409 mi

Comparison: 3 similar vehicles

Lynden, WA

2003 Ford Thunderbird Deluxe

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

2003 Ford Thunderbird Deluxe

Lynden, WA

UnscoredInsufficient · 0
$12,99980,288 mi

Lynden, WA

2019 Kia Sorento LX

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

2019 Kia Sorento LX

Lynden, WA

UnscoredInsufficient · 3
$13,850103,977 mi

Comparison: 3 similar vehicles

Lynden, WA

2018 Nissan Pathfinder SV

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

2018 Nissan Pathfinder SV

Lynden, WA

OverpricedLimited · 10
$13,85097,924 mi

Market: $6,500 – $10,598

Comparison: 10 similar vehicles

Priced ~31% above the typical market range for similar vehicles (based on current market benchmarks)

Lynden, WA

2016 Mazda CX-5 Touring

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

2016 Mazda CX-5 Touring

Lynden, WA

Fair PriceModerate · 23
$13,850110,914 mi

Market: $8,000 – $18,188

Comparison: 23 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 79 days listed (based on current market benchmarks)

Lynden, WA

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

Lynden, WA

Unscored
$13,850177,225 mi

Comparison: 5 similar vehicles

Lynden, WA

2015 Nissan Xterra X

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

2015 Nissan Xterra X

Lynden, WA

UnscoredInsufficient · 0
$13,850134,850 mi

Lynden, WA

2005 Buick Terraza CXL

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

2005 Buick Terraza CXL

Lynden, WA

UnscoredInsufficient · 0
$13,900149,700 mi

Lynden, WA

2017 Nissan Murano SV

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

2017 Nissan Murano SV

Lynden, WA

UnscoredInsufficient · 3
$13,99984,118 mi

Comparison: 3 similar vehicles

Lynden, WA

2014 Chevrolet Silverado 1500 Work Truck 2WT

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

2014 Chevrolet Silverado 1500 Work Truck 2WT

Lynden, WA

UnscoredInsufficient · 0
$13,999119,147 mi

Lynden, WA

2011 Jeep Wrangler Unlimited Sport

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

2011 Jeep Wrangler Unlimited Sport

Lynden, WA

UnscoredInsufficient · 0
$13,999143,444 mi

Lynden, WA

1997 Jeep Wrangler / TJ

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

1997 Jeep Wrangler / TJ

Lynden, WA

UnscoredInsufficient · 0
$13,999149,333 mi

Lynden, WA

2017 Jeep All-New Compass Limited

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

2017 Jeep All-New Compass Limited

Lynden, WA

UnscoredInsufficient · 0
$14,49562,479 mi

Lynden, 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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