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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 22, 2026

6M+

Unique vehicles analyzed

as of October 21, 2026

56,000+

US dealerships

Daily

Data pipeline

Comparable

Market-evidence analysis

3.3M new·2.7M used·Listings processed daily

Or explore the market

476 listings found

2002 Ford Explorer Sport Trac Value

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

2002 Ford Explorer Sport Trac Value

Ellensburg, WA

UnscoredInsufficient · 3
$3,490210,310 mi

Comparison: 3 similar vehicles

Ellensburg, WA

2005 Dodge Dakota SLT

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

2005 Dodge Dakota SLT

Ellensburg, WA

UnscoredLimited · 5
$4,790199,002 mi

Comparison: 5 similar vehicles

Ellensburg, WA

2006 Chevrolet Avalanche Base

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

2006 Chevrolet Avalanche Base

Ellensburg, WA

UnscoredInsufficient · 0
$5,490257,257 mi

Ellensburg, WA

2006 Nissan Frontier SE

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

2006 Nissan Frontier SE

Ellensburg, WA

UnscoredLimited · 8
$6,499211,319 mi

Comparison: 8 similar vehicles

Ellensburg, WA

2016 Ford F-150 XLT

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

2016 Ford F-150 XLT

Ellensburg, WA

UnscoredRobust · 186
$10,490208,120 mi

Comparison: 186 similar vehicles

Ellensburg, WA

2016 RAM 1500 SLT

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

2016 RAM 1500 SLT

Wenatchee, WA

UnscoredLimited · 10
$10,999162,292 mi

Comparison: 10 similar vehicles

Wenatchee, WA

2017 RAM 1500 ST

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

2017 RAM 1500 ST

Wenatchee, WA

UnscoredModerate · 29
$14,208132,000 mi

Comparison: 29 similar vehicles

Wenatchee, WA

2010 Ford F-150 Platinum

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

2010 Ford F-150 Platinum

Ellensburg, WA

UnscoredInsufficient · 0
$14,499158,365 mi

Ellensburg, WA

2001 Ford F-350 Super Duty XLT

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

2001 Ford F-350 Super Duty XLT

Ellensburg, WA

UnscoredInsufficient · 0
$14,990249,031 mi

Ellensburg, WA

2019 Chevrolet Silverado 1500 LTZ

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

2019 Chevrolet Silverado 1500 LTZ

Wenatchee, WA

UnscoredModerate · 28
$15,278247,000 mi

Comparison: 28 similar vehicles

Wenatchee, WA

2018 Chevrolet Silverado 1500 Custom

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

2018 Chevrolet Silverado 1500 Custom

Wenatchee, WA

UnscoredInsufficient · 3
$15,353141,000 mi

Comparison: 3 similar vehicles

Wenatchee, WA

2015 GMC Sierra 1500 SLE

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

2015 GMC Sierra 1500 SLE

Ellensburg, WA

UnscoredInsufficient · 4
$15,589176,885 mi

Comparison: 4 similar vehicles

Ellensburg, WA

2008 Ford Ranger FX4 Off-Road

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

2008 Ford Ranger FX4 Off-Road

Wenatchee, WA

UnscoredInsufficient · 0
$16,08585,725 mi

Wenatchee, WA

2017 Honda Ridgeline Black Edition

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

2017 Honda Ridgeline Black Edition

Wenatchee, WA

UnscoredInsufficient · 0
$17,67889,000 mi

Wenatchee, WA

2018 Chevrolet Colorado ZR2

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

2018 Chevrolet Colorado ZR2

Wenatchee, WA

UnscoredModerate · 27
$17,699142,300 mi

Comparison: 27 similar vehicles

Wenatchee, WA

2013 Chevrolet Silverado 1500 LT

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

2013 Chevrolet Silverado 1500 LT

Wenatchee, WA

OverpricedModerate · 23
$18,99967,068 mi

Market: $4,800 – $16,999

Comparison: 23 similar vehicles

Priced ~12% above the typical market range for similar vehicles (based on current market benchmarks)

Wenatchee, WA

2018 RAM 1500 ST

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

2018 RAM 1500 ST

Wenatchee, WA

UnscoredLimited · 8
$19,69380,000 mi

Comparison: 8 similar vehicles

Wenatchee, WA

2016 Ford F-150 Lariat

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

2016 Ford F-150 Lariat

Wenatchee, WA

UnscoredRobust · 50
$19,698136,000 mi

Comparison: 50 similar vehicles

Wenatchee, WA

2021 GMC Sierra 1500 SLE

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

2021 GMC Sierra 1500 SLE

Wenatchee, WA

UnscoredLimited · 12
$19,762144,000 mi

Comparison: 12 similar vehicles

Wenatchee, WA

2018 GMC Sierra 1500 Base

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

2018 GMC Sierra 1500 Base

Wenatchee, WA

UnscoredLimited · 9
$19,782125,000 mi

Comparison: 9 similar vehicles

Wenatchee, WA

2022 Ford Ranger XL

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

2022 Ford Ranger XL

Wenatchee, WA

UnscoredInsufficient · 0
$19,79693,245 mi

Wenatchee, WA

2022 Chevrolet Colorado LT

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

2022 Chevrolet Colorado LT

Wenatchee, WA

Fair PriceLimited · 17
$19,98471,239 mi

Market: $15,995 – $28,050

Comparison: 17 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 56 days listed (based on current market benchmarks)

Wenatchee, WA

2017 RAM 1500 Laramie

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

2017 RAM 1500 Laramie

Wenatchee, WA

Fair PriceModerate · 24
$21,352117,000 mi

Market: $12,995 – $30,000

Comparison: 24 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 60 days listed (based on current market benchmarks)

Wenatchee, 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

Ellensburg, WA

Fair PriceRobust · 93
$21,599110,011 mi

Market: $8,900 – $25,999

Comparison: 93 similar vehicles

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

Ellensburg, WA

2018 Toyota Tacoma SR

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

2018 Toyota Tacoma SR

Wenatchee, WA

UnscoredLimited · 16
$22,190130,840 mi

Comparison: 16 similar vehicles

Wenatchee, WA

2007 Chevrolet Silverado 2500HD 1LT

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

2007 Chevrolet Silverado 2500HD 1LT

Ellensburg, WA

UnscoredInsufficient · 0
$22,499160,122 mi

Ellensburg, WA

2020 Nissan Frontier PRO-4X

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

2020 Nissan Frontier PRO-4X

Wenatchee, WA

UnscoredInsufficient · 0
$23,15079,600 mi

Wenatchee, WA

2016 RAM 1500 Sport

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

2016 RAM 1500 Sport

Wenatchee, WA

Fair PriceModerate · 47
$23,52592,000 mi

Market: $12,995 – $27,900

Comparison: 47 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 60 days listed (based on current market benchmarks)

Wenatchee, WA

2019 RAM 1500 Classic Express

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

2019 RAM 1500 Classic Express

Wenatchee, WA

Fair PriceRobust · 56
$23,79968,000 mi

Market: $6,800 – $29,999

Comparison: 56 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 89 days listed (based on current market benchmarks)

Wenatchee, WA

2019 Ford F-150 Lariat

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

2019 Ford F-150 Lariat

Wenatchee, WA

Fair PriceRobust · 95
$23,929109,000 mi

Market: $17,995 – $88,866

Comparison: 95 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 60 days listed (based on current market benchmarks)

Wenatchee, WA

2017 RAM 1500 Sport

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

2017 RAM 1500 Sport

Wenatchee, WA

Fair PriceModerate · 32
$24,19990,224 mi

Market: $12,988 – $26,500

Comparison: 32 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 228 days listed (based on current market benchmarks)

Wenatchee, WA

2012 GMC Sierra 2500 Denali HD

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

2012 GMC Sierra 2500 Denali HD

Wenatchee, WA

UnscoredInsufficient · 4
$24,199154,460 mi

Comparison: 4 similar vehicles

Wenatchee, WA

2016 RAM 1500 Pickup Sport

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

2016 RAM 1500 Pickup Sport

Wenatchee, WA

UnscoredLimited · 5
$24,687111,000 mi

Comparison: 5 similar vehicles

Wenatchee, WA

2015 Ford F-150 Lariat

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

2015 Ford F-150 Lariat

Wenatchee, WA

Fair PriceRobust · 50
$24,95099,647 mi

Market: $11,795 – $33,995

Comparison: 50 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 181 days listed (based on current market benchmarks)

Wenatchee, WA

2022 Ford Maverick XL

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

2022 Ford Maverick XL

Ellensburg, WA

UnscoredLimited · 5
$24,99940,542 mi

Comparison: 5 similar vehicles

Ellensburg, WA

2021 RAM 1500 Classic Warlock

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

2021 RAM 1500 Classic Warlock

Wenatchee, WA

Fair PriceModerate · 23
$25,19094,462 mi

Market: $17,850 – $34,877

Comparison: 23 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 49 days listed (based on current market benchmarks)

Wenatchee, WA

2019 RAM 1500 Pickup Laramie

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

2019 RAM 1500 Pickup Laramie

Wenatchee, WA

Fair PriceRobust · 58
$25,19099,733 mi

Market: $17,500 – $34,547

Comparison: 58 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 35 days listed (based on current market benchmarks)

Wenatchee, WA

2016 Ford F-150 XLT

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

2016 Ford F-150 XLT

Wenatchee, WA

Fair PriceRobust · 182
$25,199112,201 mi

Market: $8,800 – $26,549

Comparison: 182 similar vehicles

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

Wenatchee, WA

2014 Chevrolet Silverado 2500HD LT

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

2014 Chevrolet Silverado 2500HD LT

East Wenatchee, WA

UnscoredInsufficient · 4
$25,650108,985 mi

Comparison: 4 similar vehicles

East Wenatchee, WA

2019 Chevrolet Silverado 1500 LT Trail Boss

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

2019 Chevrolet Silverado 1500 LT Trail Boss

Wenatchee, WA

UnscoredModerate · 30
$25,799120,156 mi

Comparison: 30 similar vehicles

Wenatchee, WA

2018 RAM 1500 Harvest

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

2018 RAM 1500 Harvest

Wenatchee, WA

UnscoredInsufficient · 0
$25,95066,000 mi

Wenatchee, WA

2022 RAM 1500 Big Horn

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

2022 RAM 1500 Big Horn

Wenatchee, WA

Fair PriceLimited · 18
$25,998102,008 mi

Market: $18,999 – $32,850

Comparison: 18 similar vehicles

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

Wenatchee, WA

2017 Chevrolet Silverado 1500 LTZ

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

2017 Chevrolet Silverado 1500 LTZ

East Wenatchee, WA

Fair PriceModerate · 20
$26,090118,726 mi

Market: $17,995 – $35,195

Comparison: 20 similar vehicles

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

East Wenatchee, WA

2018 GMC Sierra 1500 SLT

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

2018 GMC Sierra 1500 SLT

Wenatchee, WA

UnscoredRobust · 111
$26,419125,000 mi

Comparison: 111 similar vehicles

Wenatchee, WA

2017 Nissan Titan SV

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

2017 Nissan Titan SV

Ephrata, WA

UnscoredLimited · 6
$26,50081,586 mi

Comparison: 6 similar vehicles

Ephrata, WA

2017 Nissan Titan SV

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

2017 Nissan Titan SV

East Wenatchee, WA

UnscoredInsufficient · 0
$26,65040,790 mi

East Wenatchee, WA

2019 Chevrolet Silverado 1500 LTZ

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

2019 Chevrolet Silverado 1500 LTZ

Wenatchee, WA

Fair PriceModerate · 29
$26,778110,000 mi

Market: $15,278 – $41,999

Comparison: 29 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 60 days listed (based on current market benchmarks)

Wenatchee, WA

2018 Ford F-150 Lariat

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

2018 Ford F-150 Lariat

Wenatchee, WA

Fair PriceRobust · 88
$26,795113,555 mi

Market: $12,988 – $32,995

Comparison: 88 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 61 days listed (based on current market benchmarks)

Wenatchee, WA

2016 Ford F-150 Platinum

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

2016 Ford F-150 Platinum

Ellensburg, WA

Fair PriceLimited · 18
$26,99996,288 mi

Market: $17,852 – $29,463

Comparison: 18 similar vehicles

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

Ellensburg, WA

2015 RAM 2500 Pickup Laramie

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

2015 RAM 2500 Pickup Laramie

Ellensburg, WA

UnscoredModerate · 39
$26,999158,019 mi

Comparison: 39 similar vehicles

Ellensburg, WA

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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