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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

352 listings found

2003 Dodge Ram 3500 Pickup SLT

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

2003 Dodge Ram 3500 Pickup SLT

Fritch, TX

UnscoredInsufficient · 0
$7,500350,189 mi

Fritch, TX

2014 Ford F-150 XLT

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

2014 Ford F-150 XLT

Pampa, TX

UnscoredLimited · 16
$9,151181,882 mi

Comparison: 16 similar vehicles

Pampa, TX

No Photo

2004 Chevrolet Silverado 1500 Z71

Pampa, TX

UnscoredInsufficient · 0
$13,995262,252 mi

Pampa, TX

2013 RAM 1500 Pickup Sport

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

2013 RAM 1500 Pickup Sport

Borger, TX

UnscoredInsufficient · 0
$14,125164,416 mi

Borger, TX

No Photo

2013 RAM 1500 Pickup Tradesman

Pampa, TX

OverpricedLimited · 12
$16,995258,403 mi

Market: $5,900 – $10,240

Comparison: 12 similar vehicles

Priced ~66% above the typical market range for similar vehicles (based on current market benchmarks)

Pampa, TX

2012 RAM 3500 Pickup Laramie

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

2012 RAM 3500 Pickup Laramie

Fritch, TX

UnscoredInsufficient · 0
$17,999232,370 mi

Fritch, TX

2012 Chevrolet Silverado 2500HD LT

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

2012 Chevrolet Silverado 2500HD LT

Fritch, TX

UnscoredInsufficient · 0
$18,500149,200 mi

Fritch, TX

2017 Chevrolet Silverado 3500HD Work Truck

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

2017 Chevrolet Silverado 3500HD Work Truck

Amarillo, TX

UnscoredInsufficient · 0
$18,995210,500 mi

Amarillo, TX

2023 Chevrolet Silverado 1500 Custom

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

2023 Chevrolet Silverado 1500 Custom

Pampa, TX

Great DealRobust · 54
$20,21792,594 mi

Market: $21,376 – $37,111

Comparison: 54 similar vehicles

Competitively priced ~5% below the typical range compared to similar vehicles · 5 days listed (based on current market benchmarks)

Pampa, TX

2018 Chevrolet Silverado 1500 LT

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

2018 Chevrolet Silverado 1500 LT

Borger, TX

UnscoredLimited · 15
$20,924130,746 mi

Comparison: 15 similar vehicles

Borger, TX

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

Amarillo, TX

UnscoredLimited · 8
$21,000222,000 mi

Comparison: 8 similar vehicles

Amarillo, TX

2022 Nissan Frontier SV

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

2022 Nissan Frontier SV

Pampa, TX

Great DealModerate · 20
$21,21783,924 mi

Market: $22,950 – $27,697

Comparison: 20 similar vehicles

Competitively priced ~8% below the typical range compared to similar vehicles · 16 days listed (based on current market benchmarks)

Pampa, TX

2019 Ford F-350 Super Duty XL

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

2019 Ford F-350 Super Duty XL

Fritch, TX

UnscoredInsufficient · 0
$22,500163,593 mi

Fritch, TX

No Photo

2018 Chevrolet Silverado 1500 LT

Pampa, TX

UnscoredRobust · 56
$22,995210,477 mi

Comparison: 56 similar vehicles

Pampa, TX

No Photo

2017 RAM 1500 Pickup Express

Pampa, TX

OverpricedLimited · 19
$22,995118,548 mi

Market: $14,777 – $18,995

Comparison: 19 similar vehicles

Priced ~21% above the typical market range for similar vehicles (based on current market benchmarks)

Pampa, TX

2015 Chevrolet Silverado 1500 LT

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

2015 Chevrolet Silverado 1500 LT

Pampa, TX

UnscoredModerate · 30
$22,995192,617 mi

Comparison: 30 similar vehicles

Pampa, TX

2019 GMC Canyon SLE

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

2019 GMC Canyon SLE

Pampa, TX

UnscoredInsufficient · 0
$23,21751,736 mi

Pampa, TX

2022 Chevrolet Silverado 1500 Work Truck

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

2022 Chevrolet Silverado 1500 Work Truck

Fritch, TX

UnscoredInsufficient · 0
$24,999116,410 mi

Fritch, TX

No Photo

2018 Chevrolet Silverado 1500 Custom

Pampa, TX

UnscoredLimited · 16
$25,995168,673 mi

Comparison: 16 similar vehicles

Pampa, TX

2008 GMC Sierra 2500HD SLE1

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

2008 GMC Sierra 2500HD SLE1

Pampa, TX

UnscoredInsufficient · 0
$25,995230,967 mi

Pampa, TX

2019 Ford Ranger Lariat

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

2019 Ford Ranger Lariat

Pampa, TX

OverpricedLimited · 10
$26,21765,604 mi

Market: $20,558 – $25,990

Comparison: 10 similar vehicles

Priced ~1% above the typical market range for similar vehicles (based on current market benchmarks)

Pampa, TX

2019 Ford F-250 Super Duty Platinum

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

2019 Ford F-250 Super Duty Platinum

Amarillo, TX

UnscoredInsufficient · 4
$26,500275,900 mi

Comparison: 4 similar vehicles

Amarillo, TX

No Photo

2016 GMC Sierra 1500 SLT

Pampa, TX

OverpricedLimited · 12
$26,995134,268 mi

Market: $14,000 – $24,794

Comparison: 12 similar vehicles

Priced ~9% above the typical market range for similar vehicles (based on current market benchmarks)

Pampa, TX

2019 RAM 1500 Rebel

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

2019 RAM 1500 Rebel

Pampa, TX

UnscoredInsufficient · 0
$28,207112,246 mi

Pampa, TX

2021 GMC Canyon Denali

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

2021 GMC Canyon Denali

Borger, TX

UnscoredInsufficient · 0
$29,213109,230 mi

Borger, TX

2024 Nissan Frontier SV

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

2024 Nissan Frontier SV

Pampa, TX

UnscoredLimited · 13
$29,21730,383 mi

Comparison: 13 similar vehicles

Pampa, TX

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

Pampa, TX

UnscoredLimited · 6
$29,995157,157 mi

Comparison: 6 similar vehicles

Pampa, TX

2022 Chevrolet Silverado 1500 Custom

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

2022 Chevrolet Silverado 1500 Custom

Borger, TX

OverpricedLimited · 13
$30,213101,138 mi

Market: $20,495 – $28,387

Comparison: 13 similar vehicles

Priced ~6% above the typical market range for similar vehicles (based on current market benchmarks)

Borger, TX

2024 RAM 1500 Classic SLT

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

2024 RAM 1500 Classic SLT

Fritch, TX

UnscoredLimited · 5
$30,99967,317 mi

Comparison: 5 similar vehicles

Fritch, TX

2025 Nissan Frontier SV

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

2025 Nissan Frontier SV

Pampa, TX

UnscoredInsufficient · 0
$31,21729,744 mi

Pampa, TX

2024 Nissan Frontier S

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

2024 Nissan Frontier S

Pampa, TX

UnscoredInsufficient · 0
$31,99516,033 mi

Pampa, TX

2024 Toyota Tacoma SR5

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

2024 Toyota Tacoma SR5

Pampa, TX

UnscoredInsufficient · 0
$32,21737,477 mi

Pampa, TX

2026 Ford Maverick XL

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

2026 Ford Maverick XL

Pampa, TX

UnscoredLimited · 5
$32,435Mileage not verified

Comparison: 5 similar vehicles

Pampa, TX

2026 Ford Maverick XL

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

2026 Ford Maverick XL

Pampa, TX

UnscoredLimited · 5
$32,435Mileage not verified

Comparison: 5 similar vehicles

Pampa, TX

2026 Ford Maverick XL

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

2026 Ford Maverick XL

Pampa, TX

UnscoredLimited · 5
$32,435Mileage not verified

Comparison: 5 similar vehicles

Pampa, TX

2026 Ford Maverick XL

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

2026 Ford Maverick XL

Pampa, TX

UnscoredLimited · 5
$32,435Mileage not verified

Comparison: 5 similar vehicles

Pampa, TX

2021 Chevrolet Silverado 1500 LT Trail Boss

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

2021 Chevrolet Silverado 1500 LT Trail Boss

Pampa, TX

UnscoredModerate · 42
$32,995192,052 mi

Comparison: 42 similar vehicles

Pampa, TX

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

Pampa, TX

UnscoredModerate · 38
$32,995149,693 mi

Comparison: 38 similar vehicles

Pampa, TX

2013 GMC Sierra 3500HD WT

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

2013 GMC Sierra 3500HD WT

Pampa, TX

UnscoredInsufficient · 0
$32,995112,138 mi

Pampa, TX

2025 Ford Maverick XLT

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

2025 Ford Maverick XLT

Pampa, TX

UnscoredInsufficient · 3
$33,350Mileage not verified

Comparison: 3 similar vehicles

Pampa, TX

2025 Ford Maverick XLT

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

2025 Ford Maverick XLT

Pampa, TX

UnscoredInsufficient · 3
$33,350Mileage not verified

Comparison: 3 similar vehicles

Pampa, TX

2024 Nissan Frontier SV

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

2024 Nissan Frontier SV

Pampa, TX

UnscoredInsufficient · 0
$34,21710,350 mi

Pampa, TX

2021 GMC Sierra 1500 SLT

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

2021 GMC Sierra 1500 SLT

Borger, TX

Fair PriceModerate · 27
$34,92499,940 mi

Market: $29,548 – $37,477

Comparison: 27 similar vehicles

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

Borger, TX

2022 Chevrolet Silverado 1500 Limited LTZ

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

2022 Chevrolet Silverado 1500 Limited LTZ

Pampa, TX

Fair PriceLimited · 17
$34,980Mileage not verified

Market: $32,698 – $35,995

Comparison: 17 similar vehicles

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

Pampa, TX

2022 Ford F-250 Super Duty Lariat

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

2022 Ford F-250 Super Duty Lariat

Amarillo, TX

UnscoredRobust · 51
$34,995170,171 mi

Comparison: 51 similar vehicles

Amarillo, TX

2026 Ford Maverick Lobo Standard

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

2026 Ford Maverick Lobo Standard

Pampa, TX

Fair PriceModerate · 46
$35,113193 mi

Market: $33,209 – $37,008

Comparison: 46 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 335 days listed (based on current market benchmarks)

Pampa, TX

2025 Ford Maverick XLT

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

2025 Ford Maverick XLT

Pampa, TX

UnscoredInsufficient · 3
$35,113Mileage not verified

Comparison: 3 similar vehicles

Pampa, TX

2023 Jeep Gladiator Rubicon

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

2023 Jeep Gladiator Rubicon

Pampa, TX

UnscoredInsufficient · 0
$35,21230,243 mi

Pampa, TX

2024 Nissan Titan SV

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

2024 Nissan Titan SV

Pampa, TX

UnscoredInsufficient · 0
$35,21785,876 mi

Pampa, TX

2018 Toyota Tacoma TRD Off Road

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

2018 Toyota Tacoma TRD Off Road

Pampa, TX

UnscoredInsufficient · 0
$35,995115,428 mi

Pampa, TX

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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