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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 21, 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

1,066 listings found

2014 RAM 1500 Pickup Express

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

2014 RAM 1500 Pickup Express

Gaylord, MI

UnscoredModerate · 26
$6,546276,277 mi

Comparison: 26 similar vehicles

Gaylord, 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

Alpena, MI

UnscoredLimited · 12
$6,995192,157 mi

Comparison: 12 similar vehicles

Alpena, MI

2013 Chevrolet Silverado 1500 LT

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

2013 Chevrolet Silverado 1500 LT

Alpena, MI

UnscoredModerate · 39
$7,909175,218 mi

Comparison: 39 similar vehicles

Alpena, MI

2014 Chevrolet Silverado 1500 LTZ

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

2014 Chevrolet Silverado 1500 LTZ

Petoskey, MI

UnscoredLimited · 11
$8,500204,764 mi

Comparison: 11 similar vehicles

Petoskey, MI

2014 Ford F-150 STX

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

2014 Ford F-150 STX

Gaylord, MI

UnscoredLimited · 5
$8,680180,411 mi

Comparison: 5 similar vehicles

Gaylord, MI

2013 GMC Sierra 1500 SLE

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

2013 GMC Sierra 1500 SLE

Gaylord, MI

UnscoredLimited · 16
$9,348129,350 mi

Comparison: 16 similar vehicles

Gaylord, MI

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

Gaylord, MI

UnscoredLimited · 11
$9,501186,305 mi

Comparison: 11 similar vehicles

Gaylord, 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

Onaway, MI

UnscoredLimited · 8
$9,900160,529 mi

Comparison: 8 similar vehicles

Onaway, MI

2016 RAM 2500 Pickup Tradesman

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

2016 RAM 2500 Pickup Tradesman

Gaylord, MI

UnscoredModerate · 22
$10,997201,778 mi

Comparison: 22 similar vehicles

Gaylord, MI

2016 RAM 1500 Pickup Outdoorsman

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

2016 RAM 1500 Pickup Outdoorsman

Gaylord, MI

UnscoredInsufficient · 3
$11,180178,182 mi

Comparison: 3 similar vehicles

Gaylord, MI

2015 RAM 1500 Pickup Laramie Longhorn

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

2015 RAM 1500 Pickup Laramie Longhorn

Gaylord, MI

UnscoredInsufficient · 3
$11,934227,036 mi

Comparison: 3 similar vehicles

Gaylord, MI

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

Gaylord, MI

UnscoredLimited · 5
$11,995193,689 mi

Comparison: 5 similar vehicles

Gaylord, MI

2016 Chevrolet Silverado 1500 LT Z71

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

2016 Chevrolet Silverado 1500 LT Z71

St. Ignace, MI

UnscoredLimited · 9
$11,997190,901 mi

Comparison: 9 similar vehicles

St. Ignace, MI

2015 RAM 1500 Sport

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

2015 RAM 1500 Sport

Gaylord, MI

UnscoredLimited · 13
$12,934160,017 mi

Comparison: 13 similar vehicles

Gaylord, MI

2014 Ford F-250 Super Duty XL

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

2014 Ford F-250 Super Duty XL

St. Ignace, MI

UnscoredLimited · 10
$12,995174,940 mi

Comparison: 10 similar vehicles

St. Ignace, MI

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

Cheboygan, MI

UnscoredInsufficient · 4
$14,030177,345 mi

Comparison: 4 similar vehicles

Cheboygan, MI

2016 Chevrolet Silverado 1500 LT Z71

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

2016 Chevrolet Silverado 1500 LT Z71

Alpena, MI

UnscoredModerate · 25
$14,446151,355 mi

Comparison: 25 similar vehicles

Alpena, MI

2015 RAM 1500 Pickup Big Horn/Lone Star

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

2015 RAM 1500 Pickup Big Horn/Lone Star

Gaylord, MI

UnscoredModerate · 24
$14,937144,089 mi

Comparison: 24 similar vehicles

Gaylord, MI

2015 GMC Sierra 1500 SLT

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

2015 GMC Sierra 1500 SLT

Cheboygan, MI

UnscoredModerate · 25
$15,280180,601 mi

Comparison: 25 similar vehicles

Cheboygan, 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

Cheboygan, MI

UnscoredRobust · 77
$15,304156,560 mi

Comparison: 77 similar vehicles

Cheboygan, 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

Alpena, MI

UnscoredModerate · 40
$15,309158,781 mi

Comparison: 40 similar vehicles

Alpena, 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

Gaylord, MI

UnscoredModerate · 46
$15,700145,029 mi

Comparison: 46 similar vehicles

Gaylord, MI

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

Alpena, MI

UnscoredRobust · 267
$15,995134,517 mi

Comparison: 267 similar vehicles

Alpena, MI

2016 Chevrolet Silverado 1500 LT

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

2016 Chevrolet Silverado 1500 LT

Alpena, MI

UnscoredInsufficient · 3
$16,295128,587 mi

Comparison: 3 similar vehicles

Alpena, 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

Petoskey, MI

UnscoredLimited · 5
$16,500145,666 mi

Comparison: 5 similar vehicles

Petoskey, MI

2015 Chevrolet Silverado 2500HD Work Truck

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

2015 Chevrolet Silverado 2500HD Work Truck

Gaylord, MI

UnscoredLimited · 9
$16,637159,709 mi

Comparison: 9 similar vehicles

Gaylord, MI

2019 GMC Canyon SLE

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

2019 GMC Canyon SLE

Gaylord, MI

UnscoredLimited · 10
$16,780152,626 mi

Comparison: 10 similar vehicles

Gaylord, MI

2016 Chevrolet Silverado 1500 LT

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

2016 Chevrolet Silverado 1500 LT

Cheboygan, MI

UnscoredInsufficient · 3
$16,814Mileage not verified

Comparison: 3 similar vehicles

Cheboygan, MI

2019 Chevrolet Silverado 1500 LD LT Z71

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

2019 Chevrolet Silverado 1500 LD LT Z71

Gaylord, MI

UnscoredInsufficient · 3
$16,897173,534 mi

Comparison: 3 similar vehicles

Gaylord, MI

2015 GMC Sierra 1500 SLT

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

2015 GMC Sierra 1500 SLT

Alpena, MI

UnscoredRobust · 58
$16,941148,824 mi

Comparison: 58 similar vehicles

Alpena, MI

2018 Chevrolet Silverado 1500 LTZ

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

2018 Chevrolet Silverado 1500 LTZ

Gaylord, MI

UnscoredModerate · 25
$16,995163,936 mi

Comparison: 25 similar vehicles

Gaylord, 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

Onaway, MI

Fair PriceModerate · 22
$17,000Mileage not verified

Market: $7,850 – $23,239

Comparison: 22 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 909 days listed (based on current market benchmarks)

Onaway, MI

2012 Chevrolet Colorado 2LT

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

2012 Chevrolet Colorado 2LT

Alpena, MI

UnscoredInsufficient · 0
$17,49535,840 mi

Alpena, MI

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

Gaylord, MI

UnscoredModerate · 44
$17,650142,344 mi

Comparison: 44 similar vehicles

Gaylord, MI

2018 RAM 1500 SLT

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

2018 RAM 1500 SLT

Gaylord, MI

UnscoredLimited · 6
$17,68093,249 mi

Comparison: 6 similar vehicles

Gaylord, MI

2016 RAM 1500 Pickup Outdoorsman

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

2016 RAM 1500 Pickup Outdoorsman

Onaway, MI

UnscoredInsufficient · 3
$17,900110,000 mi

Comparison: 3 similar vehicles

Onaway, MI

1997 Ford F-250 XL

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

1997 Ford F-250 XL

Rogers City, MI

UnscoredInsufficient · 0
$18,00148,851 mi

Rogers City, MI

2016 Chevrolet Silverado 1500 LT

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

2016 Chevrolet Silverado 1500 LT

Cheboygan, MI

UnscoredInsufficient · 4
$19,204175,115 mi

Comparison: 4 similar vehicles

Cheboygan, MI

2015 RAM 1500 Pickup Laramie

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

2015 RAM 1500 Pickup Laramie

Gaylord, MI

UnscoredLimited · 6
$19,480110,560 mi

Comparison: 6 similar vehicles

Gaylord, MI

2018 GMC Sierra 1500 SLE

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

2018 GMC Sierra 1500 SLE

Gaylord, MI

UnscoredModerate · 42
$19,661136,334 mi

Comparison: 42 similar vehicles

Gaylord, 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

Cheboygan, MI

UnscoredRobust · 52
$19,804120,865 mi

Comparison: 52 similar vehicles

Cheboygan, MI

2019 Chevrolet Silverado 1500 LD LT

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

2019 Chevrolet Silverado 1500 LD LT

Alpena, MI

UnscoredRobust · 90
$19,898125,700 mi

Comparison: 90 similar vehicles

Alpena, MI

2021 Chevrolet Colorado Z71

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

2021 Chevrolet Colorado Z71

Gaylord, MI

UnscoredModerate · 32
$19,900149,005 mi

Comparison: 32 similar vehicles

Gaylord, MI

2014 Toyota Tacoma Base

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

2014 Toyota Tacoma Base

Gaylord, MI

Fair PriceLimited · 15
$19,995107,850 mi

Market: $10,295 – $26,000

Comparison: 15 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 79 days listed (based on current market benchmarks)

Gaylord, MI

2016 RAM 1500 Pickup Rebel

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

2016 RAM 1500 Pickup Rebel

Gaylord, MI

UnscoredLimited · 8
$20,280129,684 mi

Comparison: 8 similar vehicles

Gaylord, MI

2019 GMC Sierra 1500 Limited SLE

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

2019 GMC Sierra 1500 Limited SLE

Cheboygan, MI

UnscoredLimited · 14
$20,284150,502 mi

Comparison: 14 similar vehicles

Cheboygan, MI

2019 GMC Sierra 1500 SLT

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

2019 GMC Sierra 1500 SLT

Gaylord, MI

UnscoredModerate · 48
$20,337261,646 mi

Comparison: 48 similar vehicles

Gaylord, MI

2022 GMC Sierra 1500 Elevation

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

2022 GMC Sierra 1500 Elevation

Gaylord, MI

UnscoredRobust · 53
$20,495176,536 mi

Comparison: 53 similar vehicles

Gaylord, MI

2017 GMC Sierra 1500 SLE

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

2017 GMC Sierra 1500 SLE

Alpena, MI

Fair PriceModerate · 43
$20,59593,508 mi

Market: $15,000 – $27,308

Comparison: 43 similar vehicles

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

Alpena, MI

2018 RAM 1500 Pickup Big Horn

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

2018 RAM 1500 Pickup Big Horn

Gaylord, MI

Fair PriceRobust · 74
$20,59995,838 mi

Market: $7,799 – $24,995

Comparison: 74 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 130 days listed (based on current market benchmarks)

Gaylord, MI

You can page through the first 500 listings. Add a filter, such as a ZIP code, price or year, to see others.

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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