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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

312 listings found

2005 Chevrolet Silverado 1500 LT

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

2005 Chevrolet Silverado 1500 LT

Bruce Crossing, MI

UnscoredInsufficient · 0
$2,718263,808 mi

Bruce Crossing, MI

2007 Toyota Tacoma Base

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

2007 Toyota Tacoma Base

Eagle River, WI

UnscoredInsufficient · 3
$6,990334,423 mi

Comparison: 3 similar vehicles

Eagle River, WI

2006 Chevrolet Silverado 2500HD Work

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

2006 Chevrolet Silverado 2500HD Work

Ironwood, MI

UnscoredInsufficient · 0
$6,99583,217 mi

Ironwood, MI

2012 RAM 1500 Pickup SLT

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

2012 RAM 1500 Pickup SLT

Bruce Crossing, MI

UnscoredInsufficient · 3
$7,218120,269 mi

Comparison: 3 similar vehicles

Bruce Crossing, MI

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

Bruce Crossing, MI

UnscoredInsufficient · 0
$9,218292,504 mi

Bruce Crossing, MI

2012 RAM 1500 Pickup ST

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

2012 RAM 1500 Pickup ST

Bruce Crossing, MI

UnscoredInsufficient · 0
$9,218111,719 mi

Bruce Crossing, MI

2006 Ford Ranger Sport

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

2006 Ford Ranger Sport

Bruce Crossing, MI

UnscoredInsufficient · 0
$9,218124,625 mi

Bruce Crossing, MI

2011 RAM 1500 Pickup SLT

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

2011 RAM 1500 Pickup SLT

Bruce Crossing, MI

UnscoredLimited · 9
$9,718183,630 mi

Comparison: 9 similar vehicles

Bruce Crossing, MI

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

Iron River, MI

UnscoredModerate · 48
$9,995179,000 mi

Comparison: 48 similar vehicles

Iron River, MI

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

Bruce Crossing, MI

UnscoredModerate · 39
$10,218174,304 mi

Comparison: 39 similar vehicles

Bruce Crossing, MI

2012 Chevrolet Silverado 1500 LT

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

2012 Chevrolet Silverado 1500 LT

Bruce Crossing, MI

UnscoredLimited · 11
$10,218186,345 mi

Comparison: 11 similar vehicles

Bruce Crossing, MI

2008 Chevrolet Silverado 2500HD 1LT

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

2008 Chevrolet Silverado 2500HD 1LT

Bruce Crossing, MI

UnscoredInsufficient · 0
$10,723244,730 mi

Bruce Crossing, MI

2014 Chevrolet Silverado 1500 LT

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

2014 Chevrolet Silverado 1500 LT

Iron River, MI

Fair PriceModerate · 47
$12,995117,000 mi

Market: $6,952 – $27,400

Comparison: 47 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 27 days listed (based on current market benchmarks)

Iron River, MI

2017 RAM 1500 Pickup Big Horn

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

2017 RAM 1500 Pickup Big Horn

Eagle River, WI

UnscoredModerate · 35
$13,074215,807 mi

Comparison: 35 similar vehicles

Eagle River, WI

2015 RAM 1500 Pickup SLT

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

2015 RAM 1500 Pickup SLT

Eagle River, WI

UnscoredInsufficient · 4
$14,874153,442 mi

Comparison: 4 similar vehicles

Eagle River, WI

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

Ironwood, MI

Fair PriceLimited · 10
$14,99598,379 mi

Market: $9,500 – $19,999

Comparison: 10 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 27 days listed (based on current market benchmarks)

Ironwood, MI

2015 Ford F-150 XLT

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

2015 Ford F-150 XLT

Ironwood, MI

UnscoredRobust · 136
$14,995186,068 mi

Comparison: 136 similar vehicles

Ironwood, MI

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

Bruce Crossing, MI

UnscoredLimited · 11
$16,218184,580 mi

Comparison: 11 similar vehicles

Bruce Crossing, MI

2017 Chevrolet Silverado 1500 LT

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

2017 Chevrolet Silverado 1500 LT

Eagle River, WI

UnscoredLimited · 6
$16,710135,628 mi

Comparison: 6 similar vehicles

Eagle River, WI

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

Bessemer, MI

UnscoredRobust · 78
$16,888165,262 mi

Comparison: 78 similar vehicles

Bessemer, MI

2019 RAM 1500 Pickup Big Horn/Lone Star

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

2019 RAM 1500 Pickup Big Horn/Lone Star

Eagle River, WI

UnscoredLimited · 6
$16,974189,270 mi

Comparison: 6 similar vehicles

Eagle River, WI

2016 Ford F-150 XLT

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

2016 Ford F-150 XLT

Bruce Crossing, MI

UnscoredModerate · 36
$18,218140,887 mi

Comparison: 36 similar vehicles

Bruce Crossing, MI

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

Bruce Crossing, MI

UnscoredLimited · 8
$18,218143,420 mi

Comparison: 8 similar vehicles

Bruce Crossing, MI

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

Eagle River, WI

UnscoredLimited · 8
$18,37488,064 mi

Comparison: 8 similar vehicles

Eagle River, WI

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

Eagle River, WI

UnscoredLimited · 6
$18,490146,874 mi

Comparison: 6 similar vehicles

Eagle River, WI

2017 RAM 1500 Sport

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

2017 RAM 1500 Sport

Ironwood, MI

UnscoredInsufficient · 4
$18,995162,891 mi

Comparison: 4 similar vehicles

Ironwood, MI

2019 RAM 1500 Pickup Tradesman

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

2019 RAM 1500 Pickup Tradesman

Bruce Crossing, MI

UnscoredInsufficient · 0
$19,21892,407 mi

Bruce Crossing, MI

2017 Chevrolet Silverado 1500 LT Z71

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

2017 Chevrolet Silverado 1500 LT Z71

Eagle River, WI

Fair PriceRobust · 74
$19,70787,171 mi

Market: $12,368 – $24,389

Comparison: 74 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 34 days listed (based on current market benchmarks)

Eagle River, WI

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

Bruce Crossing, MI

Fair PriceRobust · 58
$19,718113,130 mi

Market: $15,045 – $29,644

Comparison: 58 similar vehicles

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

Bruce Crossing, MI

2017 Chevrolet Silverado 1500 LTZ Z71

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

2017 Chevrolet Silverado 1500 LTZ Z71

Iron River, MI

UnscoredLimited · 12
$19,995158,000 mi

Comparison: 12 similar vehicles

Iron River, MI

2015 Chevrolet Silverado 2500HD LT

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

2015 Chevrolet Silverado 2500HD LT

Iron River, MI

UnscoredLimited · 15
$19,995130,000 mi

Comparison: 15 similar vehicles

Iron River, MI

2015 GMC Sierra 1500 SLE

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

2015 GMC Sierra 1500 SLE

Iron River, MI

Fair PriceModerate · 24
$19,995108,000 mi

Market: $15,726 – $23,219

Comparison: 24 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 54 days listed (based on current market benchmarks)

Iron River, MI

2016 RAM 1500 SLT

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

2016 RAM 1500 SLT

Bruce Crossing, MI

UnscoredInsufficient · 0
$20,21878,608 mi

Bruce Crossing, MI

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

Bruce Crossing, MI

UnscoredInsufficient · 3
$20,718207,234 mi

Comparison: 3 similar vehicles

Bruce Crossing, MI

2016 Ford F-150 XLT

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

2016 Ford F-150 XLT

Eagle River, WI

Fair PriceRobust · 107
$21,99089,394 mi

Market: $10,800 – $28,998

Comparison: 107 similar vehicles

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

Eagle River, WI

2019 RAM 2500 Pickup Tradesman

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

2019 RAM 2500 Pickup Tradesman

Ironwood, MI

UnscoredLimited · 15
$21,995128,440 mi

Comparison: 15 similar vehicles

Ironwood, MI

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

Bruce Crossing, MI

UnscoredInsufficient · 3
$22,218131,253 mi

Comparison: 3 similar vehicles

Bruce Crossing, MI

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

Eagle River, WI

Fair PriceModerate · 22
$22,87498,017 mi

Market: $9,995 – $26,999

Comparison: 22 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 54 days listed (based on current market benchmarks)

Eagle River, WI

2023 Ford F-150 XL

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

2023 Ford F-150 XL

Bruce Crossing, MI

UnscoredModerate · 25
$23,218155,689 mi

Comparison: 25 similar vehicles

Bruce Crossing, MI

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

Bruce Crossing, MI

UnscoredLimited · 9
$23,218113,477 mi

Comparison: 9 similar vehicles

Bruce Crossing, MI

2018 Ford F-150 XL

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

2018 Ford F-150 XL

Eagle River, WI

Fair PriceModerate · 36
$23,377100,916 mi

Market: $11,990 – $26,500

Comparison: 36 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 59 days listed (based on current market benchmarks)

Eagle River, WI

2018 Nissan Titan SV

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

2018 Nissan Titan SV

Ironwood, MI

UnscoredInsufficient · 3
$23,99584,973 mi

Comparison: 3 similar vehicles

Ironwood, MI

2015 Toyota Tacoma Base

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

2015 Toyota Tacoma Base

Eagle River, WI

UnscoredInsufficient · 0
$24,074101,502 mi

Eagle River, WI

2022 Ford F-150 XLT

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

2022 Ford F-150 XLT

Bruce Crossing, MI

UnscoredRobust · 61
$24,218148,156 mi

Comparison: 61 similar vehicles

Bruce Crossing, MI

2018 RAM 2500 Pickup Tradesman

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

2018 RAM 2500 Pickup Tradesman

Eagle River, WI

Fair PriceModerate · 22
$24,844107,880 mi

Market: $23,995 – $40,115

Comparison: 22 similar vehicles

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

Eagle River, WI

2023 Honda Ridgeline Sport

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

2023 Honda Ridgeline Sport

Ironwood, MI

UnscoredInsufficient · 0
$24,995117,550 mi

Ironwood, MI

2019 Chevrolet Colorado LT

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

2019 Chevrolet Colorado LT

Iron River, MI

UnscoredLimited · 7
$24,99572,000 mi

Comparison: 7 similar vehicles

Iron River, MI

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

Ironwood, MI

Fair PriceRobust · 92
$24,99598,456 mi

Market: $12,710 – $31,341

Comparison: 92 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 77 days listed (based on current market benchmarks)

Ironwood, MI

2019 Honda Ridgeline RTL-T

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

2019 Honda Ridgeline RTL-T

Ironwood, MI

UnscoredLimited · 9
$24,995122,815 mi

Comparison: 9 similar vehicles

Ironwood, MI

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

Bruce Crossing, MI

UnscoredInsufficient · 3
$25,218106,311 mi

Comparison: 3 similar vehicles

Bruce Crossing, MI

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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