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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

274 listings found

2013 Ford F-350 Super Duty XL

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

2013 Ford F-350 Super Duty XL

Klamath Falls, OR

UnscoredInsufficient · 0
$15,995160,315 mi

Klamath Falls, OR

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

Klamath Falls, OR

UnscoredModerate · 38
$16,000120,495 mi

Comparison: 38 similar vehicles

Klamath Falls, OR

2016 RAM 1500 Pickup Big Horn

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

2016 RAM 1500 Pickup Big Horn

Klamath Falls, OR

UnscoredInsufficient · 4
$16,995128,997 mi

Comparison: 4 similar vehicles

Klamath Falls, OR

2011 Nissan Frontier SV

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

2011 Nissan Frontier SV

Klamath Falls, OR

UnscoredInsufficient · 0
$17,22799,757 mi

Klamath Falls, OR

2014 RAM 2500 Pickup Tradesman

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

2014 RAM 2500 Pickup Tradesman

Klamath Falls, OR

UnscoredLimited · 7
$17,799151,551 mi

Comparison: 7 similar vehicles

Klamath Falls, OR

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

Klamath Falls, OR

Fair PriceModerate · 38
$17,899100,956 mi

Market: $9,792 – $26,249

Comparison: 38 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 42 days listed (based on current market benchmarks)

Klamath Falls, OR

2020 Ford F-150 XL

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

2020 Ford F-150 XL

Ashland, OR

UnscoredLimited · 6
$18,988132,462 mi

Comparison: 6 similar vehicles

Ashland, OR

2016 GMC Sierra 1500 SLE

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

2016 GMC Sierra 1500 SLE

Klamath Falls, OR

UnscoredLimited · 8
$19,991150,901 mi

Comparison: 8 similar vehicles

Klamath Falls, OR

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

Klamath Falls, OR

Fair PriceLimited · 11
$21,249112,538 mi

Market: $17,950 – $26,888

Comparison: 11 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 25 days listed (based on current market benchmarks)

Klamath Falls, OR

2017 RAM 1500 Pickup Big Horn

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

2017 RAM 1500 Pickup Big Horn

Klamath Falls, OR

UnscoredLimited · 7
$21,799114,000 mi

Comparison: 7 similar vehicles

Klamath Falls, OR

2023 Ford Ranger XL

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

2023 Ford Ranger XL

Klamath Falls, OR

UnscoredInsufficient · 0
$21,995107,095 mi

Klamath Falls, OR

2017 Nissan Titan SV

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

2017 Nissan Titan SV

Klamath Falls, OR

UnscoredInsufficient · 0
$22,24995,157 mi

Klamath Falls, OR

2006 Dodge Ram 2500 Pickup SLT

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

2006 Dodge Ram 2500 Pickup SLT

Klamath Falls, OR

UnscoredInsufficient · 3
$23,495148,529 mi

Comparison: 3 similar vehicles

Klamath Falls, OR

2019 Ford F-150 XL

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

2019 Ford F-150 XL

Ashland, OR

UnscoredLimited · 9
$23,729109,892 mi

Comparison: 9 similar vehicles

Ashland, OR

2015 RAM 2500 Pickup Power Wagon

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

2015 RAM 2500 Pickup Power Wagon

Klamath Falls, OR

UnscoredInsufficient · 0
$24,991141,480 mi

Klamath Falls, OR

2022 Nissan Frontier S

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

2022 Nissan Frontier S

Klamath Falls, OR

UnscoredInsufficient · 0
$25,09686,952 mi

Klamath Falls, OR

2016 Ford F-250 Super Duty Platinum

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

2016 Ford F-250 Super Duty Platinum

Klamath Falls, OR

UnscoredInsufficient · 0
$25,249216,239 mi

Klamath Falls, OR

2021 Ford F-150 XL

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

2021 Ford F-150 XL

Klamath Falls, OR

Fair PriceLimited · 11
$25,69975,823 mi

Market: $23,457 – $31,214

Comparison: 11 similar vehicles

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

Klamath Falls, OR

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

Ashland, OR

UnscoredLimited · 5
$25,98887,595 mi

Comparison: 5 similar vehicles

Ashland, OR

2020 Jeep Gladiator Sport S

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

2020 Jeep Gladiator Sport S

Klamath Falls, OR

Fair PriceLimited · 10
$26,31161,721 mi

Market: $21,497 – $27,499

Comparison: 10 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 264 days listed (based on current market benchmarks)

Klamath Falls, OR

2021 Chevrolet Colorado LT

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

2021 Chevrolet Colorado LT

Ashland, OR

UnscoredLimited · 8
$26,48865,959 mi

Comparison: 8 similar vehicles

Ashland, OR

2020 RAM 1500 Classic Warlock

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

2020 RAM 1500 Classic Warlock

Klamath Falls, OR

UnscoredInsufficient · 0
$26,49956,043 mi

Klamath Falls, OR

2019 RAM 1500 Pickup Big Horn/Lone Star

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

2019 RAM 1500 Pickup Big Horn/Lone Star

Klamath Falls, OR

UnscoredInsufficient · 0
$26,99960,000 mi

Klamath Falls, OR

2022 Honda Ridgeline RTL-E

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

2022 Honda Ridgeline RTL-E

Klamath Falls, OR

UnscoredInsufficient · 0
$27,174104,566 mi

Klamath Falls, OR

2020 Ford Ranger XLT

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

2020 Ford Ranger XLT

Klamath Falls, OR

UnscoredLimited · 6
$27,49970,651 mi

Comparison: 6 similar vehicles

Klamath Falls, OR

2021 Ford F-150 XLT

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

2021 Ford F-150 XLT

Klamath Falls, OR

Fair PriceModerate · 47
$27,710100,438 mi

Market: $17,531 – $39,193

Comparison: 47 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 27 days listed (based on current market benchmarks)

Klamath Falls, OR

2013 Ford F-250 Super Duty XL

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

2013 Ford F-250 Super Duty XL

Ashland, OR

UnscoredInsufficient · 0
$27,98187,403 mi

Ashland, OR

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

Klamath Falls, OR

Fair PriceModerate · 35
$28,699105,683 mi

Market: $16,275 – $32,971

Comparison: 35 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 27 days listed (based on current market benchmarks)

Klamath Falls, OR

2017 GMC Sierra 1500 Denali

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

2017 GMC Sierra 1500 Denali

Klamath Falls, OR

UnscoredLimited · 7
$28,99988,823 mi

Comparison: 7 similar vehicles

Klamath Falls, OR

2023 Nissan Titan SV

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

2023 Nissan Titan SV

Klamath Falls, OR

UnscoredInsufficient · 0
$29,98062,780 mi

Klamath Falls, OR

2020 Ford Ranger XLT

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

2020 Ford Ranger XLT

Klamath Falls, OR

UnscoredInsufficient · 0
$30,01038,267 mi

Klamath Falls, OR

2024 Ford Ranger XL

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

2024 Ford Ranger XL

Klamath Falls, OR

UnscoredInsufficient · 0
$30,84923,484 mi

Klamath Falls, OR

2017 Toyota Tacoma TRD Off Road

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

2017 Toyota Tacoma TRD Off Road

Klamath Falls, OR

Fair PriceLimited · 18
$30,99385,580 mi

Market: $18,499 – $32,184

Comparison: 18 similar vehicles

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

Klamath Falls, OR

2013 RAM 2500 Pickup Tradesman

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

2013 RAM 2500 Pickup Tradesman

Klamath Falls, OR

UnscoredInsufficient · 0
$30,999113,360 mi

Klamath Falls, OR

2017 Ford F-150 King Ranch

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

2017 Ford F-150 King Ranch

Klamath Falls, OR

UnscoredInsufficient · 3
$31,141101,044 mi

Comparison: 3 similar vehicles

Klamath Falls, OR

2021 Chevrolet Colorado Z71

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

2021 Chevrolet Colorado Z71

Ashland, OR

UnscoredInsufficient · 4
$31,98164,423 mi

Comparison: 4 similar vehicles

Ashland, OR

2026 Ford Maverick XL

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

2026 Ford Maverick XL

Klamath Falls, OR

Fair PriceRobust · 150
$32,575Mileage not verified

Market: $27,222 – $37,672

Comparison: 150 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 33 days listed (based on current market benchmarks)

Klamath Falls, OR

2024 Ford Ranger XL

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

2024 Ford Ranger XL

Ashland, OR

UnscoredInsufficient · 0
$32,98811,524 mi

Ashland, OR

2026 Ford Maverick XL

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

2026 Ford Maverick XL

Ashland, OR

Fair PriceRobust · 78
$33,053Mileage not verified

Market: $27,222 – $37,672

Comparison: 78 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 23 days listed (based on current market benchmarks)

Ashland, OR

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

Klamath Falls, OR

UnscoredLimited · 6
$33,22769,173 mi

Comparison: 6 similar vehicles

Klamath Falls, OR

2022 RAM 1500 Pickup Rebel

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

2022 RAM 1500 Pickup Rebel

Klamath Falls, OR

UnscoredInsufficient · 0
$33,44794,873 mi

Klamath Falls, OR

2020 Chevrolet Silverado 1500 LT

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

2020 Chevrolet Silverado 1500 LT

Ashland, OR

OverpricedLimited · 13
$33,98183,165 mi

Market: $13,678 – $28,659

Comparison: 13 similar vehicles

Priced ~19% above the typical market range for similar vehicles (based on current market benchmarks)

Ashland, OR

2023 RAM 1500 Pickup Big Horn/Lone Star

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

2023 RAM 1500 Pickup Big Horn/Lone Star

Klamath Falls, OR

UnscoredLimited · 5
$34,24910,476 mi

Comparison: 5 similar vehicles

Klamath Falls, OR

2023 Ford F-150 XLT

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

2023 Ford F-150 XLT

Klamath Falls, OR

Fair PriceModerate · 40
$34,24982,158 mi

Market: $24,213 – $43,588

Comparison: 40 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 7 days listed (based on current market benchmarks)

Klamath Falls, OR

2026 Ford Maverick XLT

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

2026 Ford Maverick XLT

Klamath Falls, OR

Fair PriceRobust · 419
$34,455Mileage not verified

Market: $28,173 – $65,332

Comparison: 419 similar vehicles

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

Klamath Falls, OR

2018 Ford F-150 Raptor

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

2018 Ford F-150 Raptor

Klamath Falls, OR

UnscoredLimited · 18
$35,949125,823 mi

Comparison: 18 similar vehicles

Klamath Falls, OR

2023 Toyota Tacoma TRD Off Road

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

2023 Toyota Tacoma TRD Off Road

Klamath Falls, OR

UnscoredInsufficient · 0
$36,89857,801 mi

Klamath Falls, OR

2014 RAM 3500 Pickup Longhorn

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

2014 RAM 3500 Pickup Longhorn

Klamath Falls, OR

UnscoredInsufficient · 0
$36,995105,228 mi

Klamath Falls, OR

2024 Toyota Tacoma SR5

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

2024 Toyota Tacoma SR5

Klamath Falls, OR

Fair PriceLimited · 16
$37,14449,517 mi

Market: $31,034 – $40,895

Comparison: 16 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 48 days listed (based on current market benchmarks)

Klamath Falls, OR

2026 Jeep Gladiator Rubicon

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

2026 Jeep Gladiator Rubicon

Klamath Falls, OR

UnscoredInsufficient · 3
$37,89924,430 mi

Comparison: 3 similar vehicles

Klamath Falls, 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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