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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

112 listings found

2003 Ford F-150 XLT

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

2003 Ford F-150 XLT

Arco, ID

UnscoredInsufficient · 0
$7,995166,148 mi

Arco, ID

1999 Dodge Ram Pickup ST

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

1999 Dodge Ram Pickup ST

Arco, ID

UnscoredInsufficient · 0
$7,995167,158 mi

Arco, ID

2006 Ford F-350 Super Duty Lariat

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

2006 Ford F-350 Super Duty Lariat

Bellevue, ID

UnscoredInsufficient · 0
$8,200175,165 mi

Bellevue, ID

2005 Dodge Ram 1500 Pickup SLT

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

2005 Dodge Ram 1500 Pickup SLT

Arco, ID

UnscoredLimited · 9
$8,995231,832 mi

Comparison: 9 similar vehicles

Arco, ID

2011 RAM Dakota Big Horn (Lone Star)

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

2011 RAM Dakota Big Horn (Lone Star)

Arco, ID

UnscoredInsufficient · 0
$11,99548,055 mi

Arco, ID

2003 Ford F-350 Super Duty XL

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

2003 Ford F-350 Super Duty XL

Arco, ID

UnscoredInsufficient · 0
$12,995308,121 mi

Arco, ID

1999 Ford F-350 Super Duty LARIAT

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

1999 Ford F-350 Super Duty LARIAT

Arco, ID

UnscoredInsufficient · 0
$12,995279,523 mi

Arco, ID

2011 GMC Sierra 1500 Denali

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

2011 GMC Sierra 1500 Denali

Arco, ID

UnscoredInsufficient · 0
$13,995191,285 mi

Arco, ID

2008 Chevrolet Silverado 3500 Chassis Cab Work Truck

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

2008 Chevrolet Silverado 3500 Chassis Cab Work Truck

Arco, ID

UnscoredInsufficient · 0
$13,995229,108 mi

Arco, ID

2017 RAM 1500 Pickup Express

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

2017 RAM 1500 Pickup Express

Arco, ID

UnscoredLimited · 8
$14,995155,290 mi

Comparison: 8 similar vehicles

Arco, ID

2014 Ford F-150 FX4

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

2014 Ford F-150 FX4

Arco, ID

UnscoredLimited · 11
$16,995156,895 mi

Comparison: 11 similar vehicles

Arco, ID

2018 GMC Sierra 1500 Base

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

2018 GMC Sierra 1500 Base

Arco, ID

UnscoredInsufficient · 0
$17,995157,106 mi

Arco, ID

2015 RAM 1500 Outdoorsman

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

2015 RAM 1500 Outdoorsman

Arco, ID

UnscoredInsufficient · 0
$17,995121,208 mi

Arco, ID

2008 GMC Sierra 2500HD Work Truck

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

2008 GMC Sierra 2500HD Work Truck

Arco, ID

UnscoredInsufficient · 0
$18,99545,649 mi

Arco, ID

2018 Honda Ridgeline RTL-T

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

2018 Honda Ridgeline RTL-T

Bellevue, ID

UnscoredInsufficient · 0
$19,87284,952 mi

Bellevue, ID

2014 RAM 1500 Pickup SLT

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

2014 RAM 1500 Pickup SLT

Arco, ID

UnscoredInsufficient · 4
$19,995108,263 mi

Comparison: 4 similar vehicles

Arco, ID

2016 Ford F-150 XL

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

2016 Ford F-150 XL

Bellevue, ID

OverpricedLimited · 12
$23,468152,690 mi

Market: $9,000 – $14,487

Comparison: 12 similar vehicles

Priced ~62% above the typical market range for similar vehicles (based on current market benchmarks)

Bellevue, ID

2019 Chevrolet Silverado 1500 LT

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

2019 Chevrolet Silverado 1500 LT

Arco, ID

UnscoredLimited · 17
$23,995150,317 mi

Comparison: 17 similar vehicles

Arco, ID

2017 RAM 1500 Sport

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

2017 RAM 1500 Sport

Arco, ID

UnscoredInsufficient · 0
$23,995131,405 mi

Arco, ID

2017 Ford F-150 Lariat

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

2017 Ford F-150 Lariat

Arco, ID

UnscoredModerate · 27
$23,995147,051 mi

Comparison: 27 similar vehicles

Arco, ID

2021 RAM 1500 Pickup Big Horn/Lone Star

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

2021 RAM 1500 Pickup Big Horn/Lone Star

Bellevue, ID

Fair PriceLimited · 18
$24,15399,466 mi

Market: $16,278 – $31,494

Comparison: 18 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 37 days listed (based on current market benchmarks)

Bellevue, ID

2017 RAM 2500 Pickup SLT

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

2017 RAM 2500 Pickup SLT

Bellevue, ID

UnscoredLimited · 6
$24,581122,607 mi

Comparison: 6 similar vehicles

Bellevue, ID

2015 Ford F-250 Super Duty XLT

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

2015 Ford F-250 Super Duty XLT

Arco, ID

UnscoredLimited · 5
$24,995143,327 mi

Comparison: 5 similar vehicles

Arco, ID

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

Arco, ID

UnscoredInsufficient · 3
$25,995155,704 mi

Comparison: 3 similar vehicles

Arco, ID

2019 Chevrolet Silverado 1500 RST

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

2019 Chevrolet Silverado 1500 RST

Arco, ID

Fair PriceLimited · 18
$25,995114,901 mi

Market: $23,491 – $32,995

Comparison: 18 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 76 days listed (based on current market benchmarks)

Arco, ID

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

Bellevue, ID

UnscoredModerate · 33
$26,614134,092 mi

Comparison: 33 similar vehicles

Bellevue, ID

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

Bellevue, ID

UnscoredInsufficient · 4
$27,990130,967 mi

Comparison: 4 similar vehicles

Bellevue, ID

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

Bellevue, ID

UnscoredInsufficient · 3
$28,99092,001 mi

Comparison: 3 similar vehicles

Bellevue, ID

2022 RAM 1500 Classic Warlock

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

2022 RAM 1500 Classic Warlock

Bellevue, ID

UnscoredInsufficient · 0
$29,18953,225 mi

Bellevue, ID

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

Bellevue, ID

Fair PriceRobust · 70
$29,39095,699 mi

Market: $23,895 – $46,463

Comparison: 70 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 37 days listed (based on current market benchmarks)

Bellevue, ID

2018 Ford F-150 Platinum

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

2018 Ford F-150 Platinum

Hailey, ID

Fair PriceLimited · 11
$29,99595,468 mi

Market: $25,941 – $46,990

Comparison: 11 similar vehicles

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

Hailey, ID

2024 Toyota Tacoma TRD Sport

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

2024 Toyota Tacoma TRD Sport

Bellevue, ID

UnscoredInsufficient · 0
$30,99040,145 mi

Bellevue, ID

2015 Ford F-250 Super Duty Lariat

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

2015 Ford F-250 Super Duty Lariat

Arco, ID

UnscoredInsufficient · 3
$31,995195,658 mi

Comparison: 3 similar vehicles

Arco, ID

2019 GMC Sierra 2500HD SLT

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

2019 GMC Sierra 2500HD SLT

Arco, ID

UnscoredLimited · 5
$32,995174,505 mi

Comparison: 5 similar vehicles

Arco, ID

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

Bellevue, ID

UnscoredInsufficient · 4
$33,76990,755 mi

Comparison: 4 similar vehicles

Bellevue, ID

2020 Chevrolet Silverado 1500 LT Trail Boss

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

2020 Chevrolet Silverado 1500 LT Trail Boss

Bellevue, ID

Fair PriceLimited · 13
$33,99090,073 mi

Market: $25,000 – $34,998

Comparison: 13 similar vehicles

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

Bellevue, ID

2025 RAM 1500 Pickup Big Horn/Lone Star

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

2025 RAM 1500 Pickup Big Horn/Lone Star

Bellevue, ID

UnscoredLimited · 8
$34,8319,263 mi

Comparison: 8 similar vehicles

Bellevue, ID

2018 Ford F-150 Limited

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

2018 Ford F-150 Limited

Arco, ID

UnscoredLimited · 7
$34,99596,682 mi

Comparison: 7 similar vehicles

Arco, ID

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

Bellevue, ID

UnscoredInsufficient · 3
$35,49055,646 mi

Comparison: 3 similar vehicles

Bellevue, ID

2020 RAM 1500 Laramie

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

2020 RAM 1500 Laramie

Bellevue, ID

UnscoredInsufficient · 0
$35,56360,167 mi

Bellevue, ID

2019 Chevrolet Silverado 3500HD LT

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

2019 Chevrolet Silverado 3500HD LT

Arco, ID

UnscoredInsufficient · 4
$35,575175,592 mi

Comparison: 4 similar vehicles

Arco, ID

2024 Toyota Tacoma SR5

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

2024 Toyota Tacoma SR5

Bellevue, ID

Fair PriceLimited · 17
$35,99016,287 mi

Market: $36,895 – $39,094

Comparison: 17 similar vehicles

Fairly priced — priced near the comparable range, but not far enough below it to qualify as a Great Deal · 37 days listed (based on current market benchmarks)

Bellevue, ID

2025 GMC Canyon Elevation

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

2025 GMC Canyon Elevation

Bellevue, ID

UnscoredInsufficient · 0
$36,02946,546 mi

Bellevue, ID

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

Bellevue, ID

Fair PriceModerate · 25
$36,98993,181 mi

Market: $25,902 – $40,999

Comparison: 25 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 5 days listed (based on current market benchmarks)

Bellevue, ID

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

Bellevue, ID

UnscoredInsufficient · 0
$38,139122 mi

Bellevue, ID

2024 Toyota Tacoma TRD Sport

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

2024 Toyota Tacoma TRD Sport

Hailey, ID

UnscoredLimited · 9
$38,49518,604 mi

Comparison: 9 similar vehicles

Hailey, ID

2026 Ford Ranger XL

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

2026 Ford Ranger XL

Bellevue, ID

Fair PriceRobust · 63
$39,367Mileage not verified

Market: $34,226 – $41,278

Comparison: 63 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 37 days listed (based on current market benchmarks)

Bellevue, ID

2026 Ford Maverick XLT

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

2026 Ford Maverick XLT

Bellevue, ID

Fair PriceRobust · 160
$40,178Mileage not verified

Market: $29,538 – $41,193

Comparison: 160 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 37 days listed (based on current market benchmarks)

Bellevue, ID

2023 Ford F-150 Tremor

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

2023 Ford F-150 Tremor

Bellevue, ID

Fair PriceLimited · 19
$40,98793,049 mi

Market: $36,587 – $47,500

Comparison: 19 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 22 days listed (based on current market benchmarks)

Bellevue, ID

2020 GMC Sierra 3500HD SLE

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

2020 GMC Sierra 3500HD SLE

Arco, ID

UnscoredInsufficient · 0
$40,995108,876 mi

Arco, ID

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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