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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

375 listings found

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

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

Oscoda, MI

UnscoredModerate · 33
$11,995139,600 mi

Comparison: 33 similar vehicles

Oscoda, 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

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

Oscoda, MI

UnscoredInsufficient · 3
$14,495160,596 mi

Comparison: 3 similar vehicles

Oscoda, 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

Tawas City, MI

UnscoredRobust · 51
$14,850152,271 mi

Comparison: 51 similar vehicles

Tawas City, 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 Chevrolet Silverado 1500 LT Z71

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

2018 Chevrolet Silverado 1500 LT Z71

East Tawas, MI

UnscoredRobust · 96
$15,809182,751 mi

Comparison: 96 similar vehicles

East Tawas, 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

2014 Chevrolet Silverado 2500HD LTZ

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

2014 Chevrolet Silverado 2500HD LTZ

Lincoln, MI

UnscoredInsufficient · 3
$15,995265,645 mi

Comparison: 3 similar vehicles

Lincoln, 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

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

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

2014 RAM 1500 Sport

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

2014 RAM 1500 Sport

Rose City, MI

UnscoredLimited · 7
$19,279167,612 mi

Comparison: 7 similar vehicles

Rose City, 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

Tawas City, MI

UnscoredLimited · 5
$19,309124,324 mi

Comparison: 5 similar vehicles

Tawas City, 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

2013 Chevrolet Silverado 2500HD LT

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

2013 Chevrolet Silverado 2500HD LT

Rose City, MI

UnscoredModerate · 23
$20,279162,645 mi

Comparison: 23 similar vehicles

Rose City, MI

2019 Ford F-150 Lariat

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

2019 Ford F-150 Lariat

Tawas City, MI

UnscoredRobust · 105
$20,309132,710 mi

Comparison: 105 similar vehicles

Tawas City, MI

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

Oscoda, MI

Fair PriceLimited · 10
$20,500106,308 mi

Market: $20,539 – $23,309

Comparison: 10 similar vehicles

Fairly priced — priced near the comparable range, but not far enough below it to qualify as a Great Deal · 41 days listed (based on current market benchmarks)

Oscoda, 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 Chevrolet Silverado 1500 Custom

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

2018 Chevrolet Silverado 1500 Custom

Lincoln, MI

Fair PriceLimited · 18
$21,89984,827 mi

Market: $9,995 – $22,988

Comparison: 18 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 84 days listed (based on current market benchmarks)

Lincoln, MI

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

Tawas City, MI

UnscoredLimited · 5
$22,309120,478 mi

Comparison: 5 similar vehicles

Tawas City, MI

2019 RAM 2500 Pickup Big Horn

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

2019 RAM 2500 Pickup Big Horn

Alpena, MI

UnscoredLimited · 17
$22,995161,294 mi

Comparison: 17 similar vehicles

Alpena, MI

2020 Chevrolet Colorado Z71

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

2020 Chevrolet Colorado Z71

Alpena, MI

Fair PriceModerate · 20
$23,059111,604 mi

Market: $15,995 – $26,971

Comparison: 20 similar vehicles

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

Alpena, MI

2021 Jeep Gladiator WILLYS

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

2021 Jeep Gladiator WILLYS

Alpena, MI

Fair PriceModerate · 30
$23,19570,000 mi

Market: $22,922 – $25,980

Comparison: 30 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 208 days listed (based on current market benchmarks)

Alpena, MI

2021 Nissan Titan S

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

2021 Nissan Titan S

Tawas City, MI

UnscoredInsufficient · 0
$23,30961,958 mi

Tawas City, 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

Tawas City, MI

UnscoredInsufficient · 4
$23,309103,389 mi

Comparison: 4 similar vehicles

Tawas City, 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

Alpena, MI

Fair PriceRobust · 64
$24,30595,510 mi

Market: $14,250 – $27,309

Comparison: 64 similar vehicles

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

Alpena, MI

2018 Ford F-150 Lariat

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

2018 Ford F-150 Lariat

Tawas City, MI

Fair PriceRobust · 104
$24,309115,538 mi

Market: $10,995 – $30,894

Comparison: 104 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 58 days listed (based on current market benchmarks)

Tawas City, MI

2020 Chevrolet Silverado 1500 Custom

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

2020 Chevrolet Silverado 1500 Custom

Alpena, MI

Fair PriceRobust · 162
$24,50078,400 mi

Market: $17,999 – $30,313

Comparison: 162 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 145 days listed (based on current market benchmarks)

Alpena, MI

2018 Chevrolet Silverado 1500 Work Truck 1WT

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

2018 Chevrolet Silverado 1500 Work Truck 1WT

Tawas City, MI

Fair PriceModerate · 30
$24,80962,451 mi

Market: $12,500 – $28,438

Comparison: 30 similar vehicles

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

Tawas City, MI

2018 GMC Sierra 1500 SLT

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

2018 GMC Sierra 1500 SLT

Alpena, MI

Fair PriceRobust · 89
$24,99590,159 mi

Market: $14,995 – $31,995

Comparison: 89 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 152 days listed (based on current market benchmarks)

Alpena, MI

2017 Chevrolet Silverado 2500HD High Country

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

2017 Chevrolet Silverado 2500HD High Country

Lincoln, MI

UnscoredInsufficient · 0
$24,995241,431 mi

Lincoln, MI

2018 Chevrolet Silverado 1500 LT Z71

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

2018 Chevrolet Silverado 1500 LT Z71

Alpena, MI

OverpricedRobust · 83
$25,33871,221 mi

Market: $12,995 – $24,608

Comparison: 83 similar vehicles

Priced ~3% above the typical market range for similar vehicles (based on current market benchmarks)

Alpena, MI

2016 Toyota Tacoma TRD Sport

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

2016 Toyota Tacoma TRD Sport

Alpena, MI

UnscoredLimited · 8
$25,909109,585 mi

Comparison: 8 similar vehicles

Alpena, MI

2019 GMC Sierra 1500 SLE

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

2019 GMC Sierra 1500 SLE

Alpena, MI

Fair PriceModerate · 39
$26,02498,738 mi

Market: $17,900 – $28,258

Comparison: 39 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 26 days listed (based on current market benchmarks)

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

Alpena, MI

Fair PriceModerate · 25
$26,59568,067 mi

Market: $18,980 – $27,604

Comparison: 25 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 74 days listed (based on current market benchmarks)

Alpena, MI

2019 Chevrolet Silverado 1500 Custom

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

2019 Chevrolet Silverado 1500 Custom

Alpena, MI

Fair PriceRobust · 100
$27,49586,406 mi

Market: $18,995 – $27,581

Comparison: 100 similar vehicles

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

Alpena, MI

2022 Chevrolet Silverado 1500 LT

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

2022 Chevrolet Silverado 1500 LT

Alpena, MI

Fair PriceRobust · 181
$27,70883,354 mi

Market: $19,295 – $33,425

Comparison: 181 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 26 days listed (based on current market benchmarks)

Alpena, MI

2017 Chevrolet Silverado 1500 LTZ

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

2017 Chevrolet Silverado 1500 LTZ

Alpena, MI

Fair PriceModerate · 27
$27,78975,045 mi

Market: $7,275 – $27,800

Comparison: 27 similar vehicles

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

Alpena, MI

2020 Chevrolet Silverado 1500 LTZ

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

2020 Chevrolet Silverado 1500 LTZ

Alpena, MI

Fair PriceRobust · 52
$27,99594,560 mi

Market: $20,214 – $36,995

Comparison: 52 similar vehicles

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

Alpena, MI

2022 GMC Sierra 1500 SLE

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

2022 GMC Sierra 1500 SLE

Alpena, MI

Fair PriceLimited · 15
$29,30996,849 mi

Market: $26,303 – $36,569

Comparison: 15 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 78 days listed (based on current market benchmarks)

Alpena, MI

2021 Chevrolet Silverado 1500 RST

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

2021 Chevrolet Silverado 1500 RST

Lincoln, MI

Fair PriceRobust · 245
$29,48895,003 mi

Market: $16,495 – $44,850

Comparison: 245 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 267 days listed (based on current market benchmarks)

Lincoln, MI

2024 RAM 1500 Classic Warlock

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

2024 RAM 1500 Classic Warlock

Oscoda, MI

UnscoredInsufficient · 4
$29,99552,545 mi

Comparison: 4 similar vehicles

Oscoda, MI

2021 Chevrolet Colorado Z71

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

2021 Chevrolet Colorado Z71

Alpena, MI

UnscoredLimited · 8
$29,99552,674 mi

Comparison: 8 similar vehicles

Alpena, MI

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

Alpena, MI

UnscoredRobust · 53
$29,995133,534 mi

Comparison: 53 similar vehicles

Alpena, MI

2020 RAM 1500 Pickup Laramie

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

2020 RAM 1500 Pickup Laramie

East Tawas, MI

Fair PriceRobust · 94
$30,60986,915 mi

Market: $19,493 – $39,748

Comparison: 94 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 118 days listed (based on current market benchmarks)

East Tawas, MI

2019 RAM 1500 Pickup Laramie

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

2019 RAM 1500 Pickup Laramie

Oscoda, MI

Fair PriceRobust · 69
$30,99570,300 mi

Market: $18,158 – $36,790

Comparison: 69 similar vehicles

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

Oscoda, MI

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

East Tawas, MI

Fair PriceRobust · 65
$31,80956,501 mi

Market: $29,789 – $39,705

Comparison: 65 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 146 days listed (based on current market benchmarks)

East Tawas, MI

2017 GMC Sierra 2500HD SLT

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

2017 GMC Sierra 2500HD SLT

Alpena, MI

UnscoredInsufficient · 0
$31,990186,208 mi

Alpena, 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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