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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 23, 2026

6M+

Unique vehicles analyzed

as of October 22, 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

282 listings found

2001 Ford Ranger Edge Plus

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

2001 Ford Ranger Edge Plus

Vernal, UT

UnscoredInsufficient · 0
$7,500197,298 mi

Vernal, UT

2011 RAM 1500 Pickup Sport

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

2011 RAM 1500 Pickup Sport

Vernal, UT

UnscoredLimited · 5
$12,492147,095 mi

Comparison: 5 similar vehicles

Vernal, UT

2005 Chevrolet Silverado 2500HD LS

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

2005 Chevrolet Silverado 2500HD LS

Roosevelt, UT

UnscoredInsufficient · 0
$14,995168,068 mi

Roosevelt, UT

2005 Toyota Tacoma Base

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

2005 Toyota Tacoma Base

Vernal, UT

UnscoredLimited · 9
$15,900122,321 mi

Comparison: 9 similar vehicles

Vernal, UT

2018 Ford F-150 XLT

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

2018 Ford F-150 XLT

Roosevelt, UT

Fair PriceRobust · 208
$16,00084,760 mi

Market: $9,995 – $29,900

Comparison: 208 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 177 days listed (based on current market benchmarks)

Roosevelt, UT

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

Vernal, UT

UnscoredLimited · 13
$16,000186,933 mi

Comparison: 13 similar vehicles

Vernal, UT

2017 Ford F-150 XLT

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

2017 Ford F-150 XLT

Vernal, UT

UnscoredRobust · 79
$16,500158,684 mi

Comparison: 79 similar vehicles

Vernal, UT

2016 RAM 1500 Pickup Laramie Longhorn

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

2016 RAM 1500 Pickup Laramie Longhorn

Vernal, UT

UnscoredInsufficient · 0
$18,995117,424 mi

Vernal, UT

2021 Nissan Frontier SV

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

2021 Nissan Frontier SV

Roosevelt, UT

UnscoredInsufficient · 0
$22,49036,878 mi

Roosevelt, UT

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

Vernal, UT

Fair PriceRobust · 182
$23,99585,352 mi

Market: $8,485 – $32,399

Comparison: 182 similar vehicles

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

Vernal, UT

2019 Chevrolet Silverado 1500 Custom

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

2019 Chevrolet Silverado 1500 Custom

Roosevelt, UT

UnscoredLimited · 8
$23,995113,100 mi

Comparison: 8 similar vehicles

Roosevelt, UT

2020 RAM 1500 Big Horn

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

2020 RAM 1500 Big Horn

Vernal, UT

UnscoredLimited · 9
$25,500104,703 mi

Comparison: 9 similar vehicles

Vernal, UT

2020 GMC Canyon Denali

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

2020 GMC Canyon Denali

Roosevelt, UT

UnscoredInsufficient · 0
$25,79586,251 mi

Roosevelt, UT

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

Vernal, UT

UnscoredInsufficient · 0
$26,50087,704 mi

Vernal, UT

2018 Toyota Tacoma TRD Sport

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

2018 Toyota Tacoma TRD Sport

Vernal, UT

Fair PriceModerate · 22
$27,49598,866 mi

Market: $26,995 – $33,904

Comparison: 22 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 29 days listed (based on current market benchmarks)

Vernal, UT

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

Vernal, UT

Fair PriceRobust · 80
$27,90097,756 mi

Market: $16,900 – $49,999

Comparison: 80 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 69 days listed (based on current market benchmarks)

Vernal, UT

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

Vernal, UT

Fair PriceRobust · 59
$27,900101,477 mi

Market: $20,489 – $37,577

Comparison: 59 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 69 days listed (based on current market benchmarks)

Vernal, UT

2020 Ford Ranger Lariat

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

2020 Ford Ranger Lariat

Vernal, UT

Fair PriceModerate · 24
$28,49561,454 mi

Market: $19,800 – $29,594

Comparison: 24 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 93 days listed (based on current market benchmarks)

Vernal, UT

2003 Chevrolet SSR LS

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

2003 Chevrolet SSR LS

Vernal, UT

UnscoredInsufficient · 0
$28,9006,264 mi

Vernal, UT

2022 Chevrolet Silverado 1500 Limited LT Trail Boss

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

2022 Chevrolet Silverado 1500 Limited LT Trail Boss

Roosevelt, UT

UnscoredInsufficient · 0
$28,995110,808 mi

Roosevelt, UT

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

Roosevelt, UT

UnscoredInsufficient · 0
$28,995152,172 mi

Roosevelt, UT

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

Vernal, UT

UnscoredInsufficient · 3
$29,49270,307 mi

Comparison: 3 similar vehicles

Vernal, UT

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

Vernal, UT

Fair PriceRobust · 150
$29,500119,491 mi

Market: $13,595 – $42,973

Comparison: 150 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 64 days listed (based on current market benchmarks)

Vernal, UT

2017 GMC Sierra 1500 SLT

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

2017 GMC Sierra 1500 SLT

Vernal, UT

Fair PriceModerate · 21
$29,70088,795 mi

Market: $16,995 – $30,240

Comparison: 21 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 69 days listed (based on current market benchmarks)

Vernal, UT

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

Roosevelt, UT

Fair PriceModerate · 31
$29,995108,893 mi

Market: $11,995 – $38,494

Comparison: 31 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 15 days listed (based on current market benchmarks)

Roosevelt, UT

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

Roosevelt, UT

Fair PriceRobust · 59
$29,99596,124 mi

Market: $20,489 – $37,577

Comparison: 59 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 98 days listed (based on current market benchmarks)

Roosevelt, UT

2015 Chevrolet Silverado 3500HD LTZ

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

2015 Chevrolet Silverado 3500HD LTZ

Roosevelt, UT

UnscoredModerate · 22
$29,995169,189 mi

Comparison: 22 similar vehicles

Roosevelt, UT

2018 Nissan Titan XD Pro-4X

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

2018 Nissan Titan XD Pro-4X

Vernal, UT

UnscoredInsufficient · 0
$30,39841,772 mi

Vernal, UT

2022 Chevrolet Colorado Z71

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

2022 Chevrolet Colorado Z71

Vernal, UT

UnscoredLimited · 8
$30,49369,743 mi

Comparison: 8 similar vehicles

Vernal, UT

2017 Toyota Tundra Platinum

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

2017 Toyota Tundra Platinum

Vernal, UT

UnscoredInsufficient · 0
$31,293138,995 mi

Vernal, UT

2015 Chevrolet Silverado 2500HD LTZ

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

2015 Chevrolet Silverado 2500HD LTZ

Vernal, UT

Fair PriceModerate · 20
$31,900110,656 mi

Market: $20,598 – $42,789

Comparison: 20 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 64 days listed (based on current market benchmarks)

Vernal, UT

2022 GMC Sierra 1500 Limited Elevation

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

2022 GMC Sierra 1500 Limited Elevation

Vernal, UT

UnscoredLimited · 5
$31,94167,132 mi

Comparison: 5 similar vehicles

Vernal, UT

2022 Chevrolet Colorado ZR2

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

2022 Chevrolet Colorado ZR2

Roosevelt, UT

UnscoredLimited · 9
$32,49584,833 mi

Comparison: 9 similar vehicles

Roosevelt, UT

2019 GMC Sierra 1500 AT4

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

2019 GMC Sierra 1500 AT4

Vernal, UT

Fair PriceLimited · 18
$32,993112,222 mi

Market: $20,858 – $34,427

Comparison: 18 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 32 days listed (based on current market benchmarks)

Vernal, UT

2020 Chevrolet Colorado ZR2

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

2020 Chevrolet Colorado ZR2

Roosevelt, UT

UnscoredInsufficient · 4
$32,99572,144 mi

Comparison: 4 similar vehicles

Roosevelt, UT

2026 Ford Maverick XL

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

2026 Ford Maverick XL

Vernal, UT

Fair PriceRobust · 93
$33,978Mileage not verified

Market: $28,147 – $35,818

Comparison: 93 similar vehicles

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

Vernal, UT

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

Vernal, UT

UnscoredInsufficient · 0
$34,99356,755 mi

Vernal, UT

2022 Chevrolet Silverado 1500 Limited Work Truck

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

2022 Chevrolet Silverado 1500 Limited Work Truck

Vernal, UT

UnscoredInsufficient · 0
$35,49240,251 mi

Vernal, UT

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

Vernal, UT

Fair PriceRobust · 150
$35,49288,445 mi

Market: $13,595 – $42,973

Comparison: 150 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 213 days listed (based on current market benchmarks)

Vernal, UT

2016 GMC Sierra 1500 SLT

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

2016 GMC Sierra 1500 SLT

Vernal, UT

UnscoredInsufficient · 0
$35,49230,240 mi

Vernal, UT

2020 GMC Sierra 1500 Denali

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

2020 GMC Sierra 1500 Denali

Vernal, UT

Fair PriceLimited · 14
$35,493106,564 mi

Market: $30,594 – $36,895

Comparison: 14 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 81 days listed (based on current market benchmarks)

Vernal, UT

2023 Chevrolet Silverado 1500 LT

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

2023 Chevrolet Silverado 1500 LT

Roosevelt, UT

UnscoredLimited · 8
$35,99526,199 mi

Comparison: 8 similar vehicles

Roosevelt, UT

2026 Ford Maverick XLT

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

2026 Ford Maverick XLT

Vernal, UT

UnscoredInsufficient · 3
$36,202Mileage not verified

Comparison: 3 similar vehicles

Vernal, UT

2026 Ford Maverick XLT

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

2026 Ford Maverick XLT

Vernal, UT

UnscoredInsufficient · 3
$36,255Mileage not verified

Comparison: 3 similar vehicles

Vernal, UT

2022 Chevrolet Silverado 1500 LT

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

2022 Chevrolet Silverado 1500 LT

Vernal, UT

UnscoredInsufficient · 4
$36,59535,834 mi

Comparison: 4 similar vehicles

Vernal, UT

2025 Jeep Gladiator Nighthawk

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

2025 Jeep Gladiator Nighthawk

Vernal, UT

UnscoredInsufficient · 0
$36,99814,870 mi

Vernal, UT

2024 RAM 2500 Pickup Big Horn

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

2024 RAM 2500 Pickup Big Horn

Vernal, UT

UnscoredLimited · 9
$37,59442,385 mi

Comparison: 9 similar vehicles

Vernal, UT

2022 Chevrolet Colorado ZR2

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

2022 Chevrolet Colorado ZR2

Vernal, UT

UnscoredLimited · 5
$38,49257,924 mi

Comparison: 5 similar vehicles

Vernal, UT

2023 Chevrolet Silverado 1500 LT Trail Boss

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

2023 Chevrolet Silverado 1500 LT Trail Boss

Vernal, UT

UnscoredInsufficient · 3
$38,49378,026 mi

Comparison: 3 similar vehicles

Vernal, UT

2024 Ford F-150 XLT

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

2024 Ford F-150 XLT

Vernal, UT

Fair PriceRobust · 74
$38,49560,249 mi

Market: $31,730 – $40,417

Comparison: 74 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 43 days listed (based on current market benchmarks)

Vernal, UT

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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