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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

145 listings found

2012 Ford F-150 Lariat

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

2012 Ford F-150 Lariat

Akron, CO

UnscoredInsufficient · 0
$13,495152,374 mi

Akron, CO

2017 RAM 1500 Pickup SLT

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

2017 RAM 1500 Pickup SLT

Akron, CO

UnscoredLimited · 7
$13,749152,533 mi

Comparison: 7 similar vehicles

Akron, CO

2014 RAM 1500 Pickup Express

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

2014 RAM 1500 Pickup Express

Yuma, CO

UnscoredModerate · 38
$15,944133,809 mi

Comparison: 38 similar vehicles

Yuma, CO

2015 RAM 2500 Pickup Tradesman

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

2015 RAM 2500 Pickup Tradesman

Akron, CO

UnscoredLimited · 16
$15,995157,292 mi

Comparison: 16 similar vehicles

Akron, CO

2014 Ford F-250 Super Duty XL

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

2014 Ford F-250 Super Duty XL

Akron, CO

UnscoredInsufficient · 0
$16,995158,346 mi

Akron, CO

2015 Chevrolet Silverado 1500 LTZ

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

2015 Chevrolet Silverado 1500 LTZ

Imperial, NE

UnscoredLimited · 10
$17,995160,754 mi

Comparison: 10 similar vehicles

Imperial, NE

2016 GMC Sierra 2500HD Base

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

2016 GMC Sierra 2500HD Base

Akron, CO

UnscoredInsufficient · 0
$18,995146,881 mi

Akron, CO

2004 Chevrolet Silverado 2500HD Work

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

2004 Chevrolet Silverado 2500HD Work

Akron, CO

UnscoredInsufficient · 0
$19,99586,912 mi

Akron, CO

2016 Ford F-250 Super Duty XL

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

2016 Ford F-250 Super Duty XL

Akron, CO

UnscoredLimited · 9
$20,995106,324 mi

Comparison: 9 similar vehicles

Akron, CO

2013 RAM 2500 Pickup Laramie

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

2013 RAM 2500 Pickup Laramie

Yuma, CO

UnscoredInsufficient · 3
$20,995212,356 mi

Comparison: 3 similar vehicles

Yuma, CO

2012 Chevrolet Silverado 2500HD Work Truck

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

2012 Chevrolet Silverado 2500HD Work Truck

Akron, CO

UnscoredLimited · 5
$21,495103,806 mi

Comparison: 5 similar vehicles

Akron, CO

2008 Dodge Ram 2500 Pickup Laramie

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

2008 Dodge Ram 2500 Pickup Laramie

Yuma, CO

UnscoredInsufficient · 0
$21,859106,316 mi

Yuma, CO

2015 Ford F-250 Super Duty XL

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

2015 Ford F-250 Super Duty XL

Akron, CO

UnscoredModerate · 49
$21,995124,091 mi

Comparison: 49 similar vehicles

Akron, CO

2012 Ford F-250 Super Duty XL

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

2012 Ford F-250 Super Duty XL

Akron, CO

UnscoredInsufficient · 3
$21,99586,685 mi

Comparison: 3 similar vehicles

Akron, CO

2019 Ford Ranger Lariat

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

2019 Ford Ranger Lariat

Yuma, CO

UnscoredLimited · 8
$21,99693,882 mi

Comparison: 8 similar vehicles

Yuma, CO

2019 Ford F-250 Super Duty XL

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

2019 Ford F-250 Super Duty XL

Akron, CO

Fair PriceLimited · 17
$22,495114,343 mi

Market: $16,477 – $38,950

Comparison: 17 similar vehicles

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

Akron, CO

2012 Ford F-350 Super Duty XLT

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

2012 Ford F-350 Super Duty XLT

Akron, CO

UnscoredInsufficient · 0
$22,49596,443 mi

Akron, CO

2017 Chevrolet Silverado 2500HD Work Truck

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

2017 Chevrolet Silverado 2500HD Work Truck

Akron, CO

UnscoredInsufficient · 3
$22,995129,132 mi

Comparison: 3 similar vehicles

Akron, CO

2012 Ford F-350 Super Duty XL

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

2012 Ford F-350 Super Duty XL

Akron, CO

UnscoredInsufficient · 0
$22,99584,023 mi

Akron, CO

2012 Chevrolet Silverado 2500HD Work Truck

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

2012 Chevrolet Silverado 2500HD Work Truck

Akron, CO

UnscoredLimited · 5
$22,99589,527 mi

Comparison: 5 similar vehicles

Akron, CO

2010 Chevrolet Silverado 3500 LT

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

2010 Chevrolet Silverado 3500 LT

Akron, CO

UnscoredInsufficient · 0
$22,995110,182 mi

Akron, CO

2012 GMC Sierra 2500HD Work Truck

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

2012 GMC Sierra 2500HD Work Truck

Akron, CO

UnscoredInsufficient · 0
$23,49597,863 mi

Akron, CO

2013 Chevrolet Silverado 2500HD Work Truck

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

2013 Chevrolet Silverado 2500HD Work Truck

Akron, CO

UnscoredLimited · 6
$23,99573,832 mi

Comparison: 6 similar vehicles

Akron, CO

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

Imperial, NE

UnscoredLimited · 7
$24,99577,358 mi

Comparison: 7 similar vehicles

Imperial, NE

2019 Ford F-150 XLT

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

2019 Ford F-150 XLT

Wray, CO

UnscoredLimited · 6
$25,87276,506 mi

Comparison: 6 similar vehicles

Wray, CO

2021 Chevrolet Silverado 1500 LT

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

2021 Chevrolet Silverado 1500 LT

Imperial, NE

Fair PriceRobust · 55
$25,995104,145 mi

Market: $16,900 – $31,244

Comparison: 55 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 75 days listed (based on current market benchmarks)

Imperial, NE

2023 Jeep Gladiator Sport S

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

2023 Jeep Gladiator Sport S

Yuma, CO

UnscoredInsufficient · 0
$25,99756,624 mi

Yuma, CO

2017 Ford F-250 Super Duty XL

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

2017 Ford F-250 Super Duty XL

Akron, CO

Fair PriceModerate · 24
$26,49587,512 mi

Market: $14,800 – $27,999

Comparison: 24 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 131 days listed (based on current market benchmarks)

Akron, CO

2016 Ford F-350 Super Duty XL

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

2016 Ford F-350 Super Duty XL

Akron, CO

UnscoredInsufficient · 0
$26,49559,902 mi

Akron, CO

2012 Ford F-350 Super Duty XL

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

2012 Ford F-350 Super Duty XL

Akron, CO

UnscoredInsufficient · 0
$26,49525,600 mi

Akron, CO

2019 Nissan Titan PRO-4X

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

2019 Nissan Titan PRO-4X

Yuma, CO

UnscoredInsufficient · 0
$26,64956,260 mi

Yuma, CO

2021 Ford F-150 Lariat

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

2021 Ford F-150 Lariat

Yuma, CO

Fair PriceRobust · 91
$26,91488,152 mi

Market: $24,990 – $88,866

Comparison: 91 similar vehicles

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

Yuma, CO

2019 Ford F-150 XLT

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

2019 Ford F-150 XLT

Yuma, CO

UnscoredLimited · 9
$27,670104,213 mi

Comparison: 9 similar vehicles

Yuma, CO

2020 Toyota Tacoma TRD Sport

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

2020 Toyota Tacoma TRD Sport

Yuma, CO

UnscoredInsufficient · 0
$27,99082,417 mi

Yuma, CO

2019 Chevrolet Silverado 2500HD Work Truck

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

2019 Chevrolet Silverado 2500HD Work Truck

Akron, CO

Fair PriceLimited · 15
$27,995108,019 mi

Market: $10,300 – $29,597

Comparison: 15 similar vehicles

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

Akron, CO

2020 GMC Sierra 1500 Elevation

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

2020 GMC Sierra 1500 Elevation

Yuma, CO

UnscoredLimited · 7
$28,048115,163 mi

Comparison: 7 similar vehicles

Yuma, CO

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

Yuma, CO

UnscoredLimited · 5
$28,30794,684 mi

Comparison: 5 similar vehicles

Yuma, CO

2022 Chevrolet Silverado 1500 Limited Custom

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

2022 Chevrolet Silverado 1500 Limited Custom

Yuma, CO

UnscoredLimited · 7
$28,59584,773 mi

Comparison: 7 similar vehicles

Yuma, CO

2022 Ford F-150 Lariat

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

2022 Ford F-150 Lariat

Yuma, CO

UnscoredRobust · 53
$28,764137,559 mi

Comparison: 53 similar vehicles

Yuma, CO

2019 Ford F-250 Super Duty XL

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

2019 Ford F-250 Super Duty XL

Akron, CO

Fair PriceLimited · 17
$28,99575,401 mi

Market: $16,477 – $38,950

Comparison: 17 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 97 days listed (based on current market benchmarks)

Akron, CO

2018 Chevrolet Silverado 1500 LTZ Z71

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

2018 Chevrolet Silverado 1500 LTZ Z71

Yuma, CO

Fair PriceLimited · 18
$29,38286,879 mi

Market: $21,415 – $30,500

Comparison: 18 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 11 days listed (based on current market benchmarks)

Yuma, CO

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

Akron, CO

UnscoredLimited · 6
$30,99562,969 mi

Comparison: 6 similar vehicles

Akron, CO

2025 RAM 1500 Pickup Tradesman

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

2025 RAM 1500 Pickup Tradesman

Yuma, CO

UnscoredInsufficient · 0
$30,99737,647 mi

Yuma, CO

2018 RAM 1500 Night Edition

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

2018 RAM 1500 Night Edition

Yuma, CO

UnscoredInsufficient · 0
$31,63564,353 mi

Yuma, CO

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

Akron, CO

Fair PriceRobust · 56
$31,99562,648 mi

Market: $14,297 – $88,866

Comparison: 56 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 16 days listed (based on current market benchmarks)

Akron, CO

2020 Chevrolet Silverado 2500HD Work Truck

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

2020 Chevrolet Silverado 2500HD Work Truck

Akron, CO

UnscoredInsufficient · 3
$31,99578,973 mi

Comparison: 3 similar vehicles

Akron, CO

2019 GMC Sierra 1500 SLT

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

2019 GMC Sierra 1500 SLT

Yuma, CO

Fair PriceRobust · 56
$32,15381,646 mi

Market: $26,463 – $37,281

Comparison: 56 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 4 days listed (based on current market benchmarks)

Yuma, CO

2022 Toyota Tacoma TRD Sport

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

2022 Toyota Tacoma TRD Sport

Yuma, CO

UnscoredInsufficient · 3
$32,99582,213 mi

Comparison: 3 similar vehicles

Yuma, CO

2018 RAM 2500 Pickup SLT

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

2018 RAM 2500 Pickup SLT

Yuma, CO

UnscoredInsufficient · 0
$33,56775,535 mi

Yuma, CO

2023 RAM 1500 Pickup Rebel

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

2023 RAM 1500 Pickup Rebel

Yuma, CO

Great DealLimited · 17
$33,89082,338 mi

Market: $38,637 – $43,002

Comparison: 17 similar vehicles

Competitively priced ~12% below the typical range compared to similar vehicles · 308 days listed (based on current market benchmarks)

Yuma, CO

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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