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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 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

181 listings found

2008 Lincoln Mark LT Base

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

2008 Lincoln Mark LT Base

Jackson, WY

UnscoredInsufficient · 0
$9,995Mileage not verified

Jackson, WY

2014 Ford F-150 Lariat

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

2014 Ford F-150 Lariat

Jackson, WY

UnscoredLimited · 9
$10,995203,345 mi

Comparison: 9 similar vehicles

Jackson, WY

2008 Chevrolet Avalanche LTZ

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

2008 Chevrolet Avalanche LTZ

Jackson, WY

UnscoredInsufficient · 0
$12,949148,286 mi

Jackson, WY

2015 RAM 1500 Pickup Express

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

2015 RAM 1500 Pickup Express

Jackson, WY

UnscoredInsufficient · 0
$20,38598,171 mi

Jackson, WY

2019 RAM 1500 Sport

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

2019 RAM 1500 Sport

Jackson, WY

UnscoredModerate · 20
$22,254133,442 mi

Comparison: 20 similar vehicles

Jackson, WY

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

Jackson, WY

Fair PriceRobust · 130
$22,99597,434 mi

Market: $9,995 – $29,900

Comparison: 130 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 17 days listed (based on current market benchmarks)

Jackson, WY

2017 RAM 1500 Pickup Laramie

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

2017 RAM 1500 Pickup Laramie

Jackson, WY

Fair PriceLimited · 10
$24,32474,500 mi

Market: $16,900 – $25,994

Comparison: 10 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 47 days listed (based on current market benchmarks)

Jackson, WY

2017 Chevrolet Colorado Z71

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

2017 Chevrolet Colorado Z71

Jackson, WY

UnscoredInsufficient · 0
$24,54456,750 mi

Jackson, WY

No Photo

2018 RAM 1500 Big Horn

Jackson, WY

UnscoredInsufficient · 0
$24,99577,951 mi

Jackson, WY

2019 RAM 1500 Pickup Limited

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

2019 RAM 1500 Pickup Limited

Afton, WY

UnscoredModerate · 38
$25,000141,149 mi

Comparison: 38 similar vehicles

Afton, WY

2021 Ford Ranger XLT

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

2021 Ford Ranger XLT

Jackson, WY

UnscoredLimited · 8
$25,32463,590 mi

Comparison: 8 similar vehicles

Jackson, WY

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

Jackson, WY

Fair PriceRobust · 127
$25,349113,847 mi

Market: $15,998 – $28,995

Comparison: 127 similar vehicles

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

Jackson, WY

2016 RAM 2500 Pickup Power Wagon

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

2016 RAM 2500 Pickup Power Wagon

Jackson, WY

UnscoredInsufficient · 0
$25,899140,251 mi

Jackson, WY

No Photo

2021 Ford F-250 Super Duty XLT

Jackson, WY

UnscoredLimited · 7
$26,995168,905 mi

Comparison: 7 similar vehicles

Jackson, WY

2018 GMC Canyon SLE

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

2018 GMC Canyon SLE

Jackson, WY

UnscoredInsufficient · 0
$27,34993,650 mi

Jackson, WY

2019 Ford F-350 Super Duty XLT

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

2019 Ford F-350 Super Duty XLT

Jackson, WY

UnscoredLimited · 6
$27,995127,106 mi

Comparison: 6 similar vehicles

Jackson, WY

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

Afton, WY

Fair PriceLimited · 10
$28,00059,970 mi

Market: $27,990 – $32,521

Comparison: 10 similar vehicles

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

Afton, WY

2021 GMC Canyon AT4

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

2021 GMC Canyon AT4

Jackson, WY

UnscoredInsufficient · 0
$30,32472,642 mi

Jackson, WY

2021 RAM 3500 Chassis Cab Tradesman

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

2021 RAM 3500 Chassis Cab Tradesman

Jackson, WY

UnscoredInsufficient · 0
$30,99579,963 mi

Jackson, WY

2020 Chevrolet Silverado 1500 RST

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

2020 Chevrolet Silverado 1500 RST

Jackson, WY

UnscoredInsufficient · 0
$32,32455,775 mi

Jackson, WY

No Photo

2022 Toyota Tacoma TRD Sport

Jackson, WY

UnscoredInsufficient · 0
$32,99567,302 mi

Jackson, WY

No Photo

2017 GMC Sierra 1500 Denali

Jackson, WY

OverpricedLimited · 11
$32,99576,633 mi

Market: $22,238 – $28,494

Comparison: 11 similar vehicles

Priced ~16% above the typical market range for similar vehicles (based on current market benchmarks)

Jackson, WY

2021 Chevrolet Silverado 1500 LTZ

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

2021 Chevrolet Silverado 1500 LTZ

Jackson, WY

Fair PriceModerate · 21
$33,32481,399 mi

Market: $33,070 – $38,071

Comparison: 21 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 66 days listed (based on current market benchmarks)

Jackson, WY

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

Jackson, WY

UnscoredInsufficient · 0
$34,36539,586 mi

Jackson, WY

No Photo

2023 RAM 1500 Pickup Big Horn/Lone Star

Jackson, WY

UnscoredLimited · 6
$34,99568,664 mi

Comparison: 6 similar vehicles

Jackson, WY

2022 Toyota Tundra SR5

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

2022 Toyota Tundra SR5

Jackson, WY

Fair PriceModerate · 26
$34,99583,906 mi

Market: $34,900 – $38,349

Comparison: 26 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 144 days listed (based on current market benchmarks)

Jackson, WY

2022 RAM 2500 Pickup Tradesman

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

2022 RAM 2500 Pickup Tradesman

Jackson, WY

Fair PriceRobust · 58
$35,31699,846 mi

Market: $18,398 – $40,999

Comparison: 58 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 19 days listed (based on current market benchmarks)

Jackson, WY

2018 RAM 2500 Pickup Laramie Limited

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

2018 RAM 2500 Pickup Laramie Limited

Jackson, WY

UnscoredInsufficient · 0
$35,32469,905 mi

Jackson, WY

2023 Jeep Gladiator Mojave

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

2023 Jeep Gladiator Mojave

Jackson, WY

UnscoredInsufficient · 0
$35,58231,242 mi

Jackson, WY

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

Jackson, WY

Fair PriceModerate · 28
$36,06287,000 mi

Market: $25,900 – $39,341

Comparison: 28 similar vehicles

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

Jackson, WY

2020 RAM 1500 Sport

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

2020 RAM 1500 Sport

Jackson, WY

OverpricedLimited · 12
$36,29991,000 mi

Market: $26,995 – $33,594

Comparison: 12 similar vehicles

Priced ~8% above the typical market range for similar vehicles (based on current market benchmarks)

Jackson, WY

2014 RAM 2500 Pickup Laramie

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

2014 RAM 2500 Pickup Laramie

Jackson, WY

UnscoredInsufficient · 0
$36,99548,670 mi

Jackson, WY

2022 Toyota Tundra SR5

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

2022 Toyota Tundra SR5

Jackson, WY

OverpricedModerate · 26
$38,34962,841 mi

Market: $34,900 – $35,348

Comparison: 26 similar vehicles

Priced ~8% above the typical market range for similar vehicles (based on current market benchmarks)

Jackson, WY

2022 RAM 1500 Pickup Limited

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

2022 RAM 1500 Pickup Limited

Jackson, WY

Fair PriceModerate · 40
$38,39588,987 mi

Market: $32,500 – $39,402

Comparison: 40 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 21 days listed (based on current market benchmarks)

Jackson, WY

2024 Chevrolet Colorado Z71

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

2024 Chevrolet Colorado Z71

Jackson, WY

UnscoredInsufficient · 0
$38,54960,514 mi

Jackson, WY

2015 Ford F-250 Super Duty Platinum

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

2015 Ford F-250 Super Duty Platinum

Jackson, WY

UnscoredInsufficient · 0
$39,368120,485 mi

Jackson, WY

2026 Ford Ranger XL

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

2026 Ford Ranger XL

Jackson, WY

Fair PriceRobust · 65
$39,804Mileage not verified

Market: $32,139 – $42,325

Comparison: 65 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 12 days listed (based on current market benchmarks)

Jackson, WY

2022 Chevrolet Silverado 1500 Limited RST

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

2022 Chevrolet Silverado 1500 Limited RST

Jackson, WY

UnscoredInsufficient · 3
$39,99547,830 mi

Comparison: 3 similar vehicles

Jackson, WY

2024 GMC Canyon Elevation

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

2024 GMC Canyon Elevation

Jackson, WY

UnscoredInsufficient · 0
$40,99514,144 mi

Jackson, WY

2026 Chevrolet Silverado 1500 Work Truck

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

2026 Chevrolet Silverado 1500 Work Truck

Jackson, WY

Fair PriceRobust · 64
$41,991Mileage not verified

Market: $34,899 – $56,782

Comparison: 64 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 154 days listed (based on current market benchmarks)

Jackson, WY

2026 Chevrolet Colorado Trail Boss

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

2026 Chevrolet Colorado Trail Boss

Jackson, WY

Fair PriceRobust · 96
$42,184Mileage not verified

Market: $39,108 – $52,110

Comparison: 96 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 134 days listed (based on current market benchmarks)

Jackson, WY

2019 RAM 2500 Pickup Power Wagon

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

2019 RAM 2500 Pickup Power Wagon

Jackson, WY

OverpricedLimited · 16
$42,89990,900 mi

Market: $32,756 – $40,497

Comparison: 16 similar vehicles

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

Jackson, WY

2020 RAM 3500 Pickup Big Horn

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

2020 RAM 3500 Pickup Big Horn

Jackson, WY

UnscoredInsufficient · 0
$42,971100,736 mi

Jackson, WY

2025 Chevrolet Colorado ZR2

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

2025 Chevrolet Colorado ZR2

Jackson, WY

UnscoredInsufficient · 0
$43,29648,500 mi

Jackson, WY

2012 Ford F-150 SVT Raptor

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

2012 Ford F-150 SVT Raptor

Jackson, WY

UnscoredInsufficient · 0
$43,34956,438 mi

Jackson, WY

2014 Ford F-150 SVT Raptor

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

2014 Ford F-150 SVT Raptor

Jackson, WY

UnscoredInsufficient · 3
$43,62171,436 mi

Comparison: 3 similar vehicles

Jackson, WY

2021 RAM 1500 Pickup Limited

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

2021 RAM 1500 Pickup Limited

Jackson, WY

UnscoredInsufficient · 0
$43,62243,559 mi

Jackson, WY

2026 Ford Ranger XLT

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

2026 Ford Ranger XLT

Jackson, WY

Fair PriceRobust · 181
$43,720Mileage not verified

Market: $38,177 – $49,870

Comparison: 181 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 12 days listed (based on current market benchmarks)

Jackson, WY

2017 Ford F-250 Super Duty Platinum

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

2017 Ford F-250 Super Duty Platinum

Jackson, WY

UnscoredInsufficient · 0
$43,763132,620 mi

Jackson, WY

2017 Chevrolet Silverado 3500HD LTZ

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

2017 Chevrolet Silverado 3500HD LTZ

Jackson, WY

UnscoredLimited · 5
$43,99568,952 mi

Comparison: 5 similar vehicles

Jackson, WY

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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