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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 23, 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

129 listings found

2011 Chevrolet Silverado 1500 Work Truck

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

2011 Chevrolet Silverado 1500 Work Truck

Manistique, MI

UnscoredInsufficient · 0
$2,309222,628 mi

Manistique, 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

Manistique, MI

UnscoredLimited · 11
$5,309136,759 mi

Comparison: 11 similar vehicles

Manistique, MI

2004 Chevrolet Silverado 3500 LT

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

2004 Chevrolet Silverado 3500 LT

Manistique, MI

UnscoredInsufficient · 0
$6,309260,000 mi

Manistique, 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

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

2013 RAM 1500 Pickup SLT

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

2013 RAM 1500 Pickup SLT

Newberry, MI

UnscoredInsufficient · 3
$13,48891,082 mi

Comparison: 3 similar vehicles

Newberry, MI

2014 GMC Sierra 1500 SLE

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

2014 GMC Sierra 1500 SLE

Newberry, MI

UnscoredLimited · 10
$15,400173,952 mi

Comparison: 10 similar vehicles

Newberry, MI

2014 RAM 1500 Pickup Laramie

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

2014 RAM 1500 Pickup Laramie

Newberry, MI

UnscoredInsufficient · 0
$17,275165,592 mi

Newberry, MI

2012 Chevrolet Silverado 2500HD Work Truck

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

2012 Chevrolet Silverado 2500HD Work Truck

Newberry, MI

UnscoredInsufficient · 3
$19,888111,077 mi

Comparison: 3 similar vehicles

Newberry, 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

Newberry, MI

UnscoredModerate · 20
$19,995124,424 mi

Comparison: 20 similar vehicles

Newberry, MI

2019 Chevrolet Colorado LT

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

2019 Chevrolet Colorado LT

Manistique, MI

UnscoredInsufficient · 0
$20,309114,052 mi

Manistique, 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

Manistique, MI

UnscoredModerate · 23
$20,309160,271 mi

Comparison: 23 similar vehicles

Manistique, MI

2020 Ford F-150 XL

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

2020 Ford F-150 XL

St. Ignace, MI

UnscoredInsufficient · 3
$20,67672,000 mi

Comparison: 3 similar vehicles

St. Ignace, MI

2017 GMC Canyon SLE

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

2017 GMC Canyon SLE

Newberry, MI

UnscoredInsufficient · 3
$21,10063,946 mi

Comparison: 3 similar vehicles

Newberry, MI

2020 Ford Ranger XLT

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

2020 Ford Ranger XLT

St. Ignace, MI

UnscoredInsufficient · 0
$23,42675,625 mi

St. Ignace, MI

2019 Ford F-450 Super Duty Chassis Cab XL

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

2019 Ford F-450 Super Duty Chassis Cab XL

Hessel, MI

UnscoredInsufficient · 0
$23,900143,405 mi

Hessel, 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

Manistique, MI

Fair PriceRobust · 55
$24,30994,230 mi

Market: $13,995 – $29,391

Comparison: 55 similar vehicles

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

Manistique, MI

2019 Ford F-150 XL

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

2019 Ford F-150 XL

Newberry, MI

UnscoredModerate · 26
$24,995120,126 mi

Comparison: 26 similar vehicles

Newberry, 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

Newberry, MI

UnscoredModerate · 49
$25,199127,332 mi

Comparison: 49 similar vehicles

Newberry, MI

2015 GMC Sierra 1500 1SA

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

2015 GMC Sierra 1500 1SA

Manistique, MI

UnscoredInsufficient · 0
$25,309188,289 mi

Manistique, MI

2013 GMC Sierra 2500HD SLE

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

2013 GMC Sierra 2500HD SLE

Manistique, MI

UnscoredInsufficient · 0
$25,309110,643 mi

Manistique, 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

Manistique, MI

Fair PriceLimited · 16
$26,309104,299 mi

Market: $17,295 – $27,789

Comparison: 16 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 163 days listed (based on current market benchmarks)

Manistique, MI

2022 Ford Ranger XL

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

2022 Ford Ranger XL

Manistique, MI

UnscoredInsufficient · 0
$27,27526,502 mi

Manistique, 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

Newberry, MI

OverpricedModerate · 29
$27,400Mileage not verified

Market: $6,390 – $21,995

Comparison: 29 similar vehicles

Priced ~25% above the typical market range for similar vehicles (based on current market benchmarks)

Newberry, 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

Manistique, MI

UnscoredRobust · 69
$28,309134,271 mi

Comparison: 69 similar vehicles

Manistique, 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

Newberry, MI

Fair PriceRobust · 115
$28,98587,615 mi

Market: $14,987 – $30,995

Comparison: 115 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 63 days listed (based on current market benchmarks)

Newberry, MI

2019 Chevrolet Silverado 1500 LT Trail Boss

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

2019 Chevrolet Silverado 1500 LT Trail Boss

Manistique, MI

Fair PriceLimited · 17
$29,309116,964 mi

Market: $24,975 – $34,263

Comparison: 17 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 187 days listed (based on current market benchmarks)

Manistique, MI

2017 Chevrolet Silverado 1500 High Country

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

2017 Chevrolet Silverado 1500 High Country

Newberry, MI

UnscoredInsufficient · 0
$29,98872,537 mi

Newberry, MI

2019 Ford F-250 Super Duty XL

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

2019 Ford F-250 Super Duty XL

Manistique, MI

Fair PriceModerate · 21
$30,309102,437 mi

Market: $15,950 – $42,759

Comparison: 21 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 20 days listed (based on current market benchmarks)

Manistique, MI

2022 Chevrolet Silverado 1500 Limited LTZ

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

2022 Chevrolet Silverado 1500 Limited LTZ

Newberry, MI

UnscoredLimited · 13
$31,288180,237 mi

Comparison: 13 similar vehicles

Newberry, MI

2020 GMC Sierra 1500 SLE

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

2020 GMC Sierra 1500 SLE

Newberry, MI

UnscoredInsufficient · 4
$31,42572,825 mi

Comparison: 4 similar vehicles

Newberry, MI

2020 Chevrolet Colorado Z71

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

2020 Chevrolet Colorado Z71

St. Ignace, MI

UnscoredInsufficient · 0
$31,46740,320 mi

St. Ignace, 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

Newberry, MI

Fair PriceModerate · 29
$31,99577,755 mi

Market: $18,814 – $32,854

Comparison: 29 similar vehicles

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

Newberry, MI

2019 Chevrolet Silverado 1500 High Country

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

2019 Chevrolet Silverado 1500 High Country

Newberry, MI

UnscoredInsufficient · 3
$33,475121,797 mi

Comparison: 3 similar vehicles

Newberry, MI

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

Manistique, MI

Fair PriceRobust · 96
$33,77561,423 mi

Market: $19,495 – $39,998

Comparison: 96 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 70 days listed (based on current market benchmarks)

Manistique, MI

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

St. Ignace, MI

Fair PriceLimited · 14
$33,77691,324 mi

Market: $23,900 – $38,488

Comparison: 14 similar vehicles

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

St. Ignace, 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

Newberry, MI

Fair PriceModerate · 20
$33,785104,995 mi

Market: $23,699 – $37,394

Comparison: 20 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 196 days listed (based on current market benchmarks)

Newberry, MI

2019 Ford F-250 Super Duty XL

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

2019 Ford F-250 Super Duty XL

Hessel, MI

Fair PriceLimited · 14
$34,900119,622 mi

Market: $15,950 – $42,759

Comparison: 14 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 8 days listed (based on current market benchmarks)

Hessel, MI

2021 Chevrolet Silverado 1500 LT Trail Boss

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

2021 Chevrolet Silverado 1500 LT Trail Boss

Manistique, MI

Fair PriceRobust · 52
$35,30991,057 mi

Market: $24,734 – $38,900

Comparison: 52 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 173 days listed (based on current market benchmarks)

Manistique, MI

2021 Chevrolet Silverado 1500 LT

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

2021 Chevrolet Silverado 1500 LT

Manistique, MI

UnscoredLimited · 7
$35,30944,182 mi

Comparison: 7 similar vehicles

Manistique, 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

Manistique, MI

UnscoredInsufficient · 0
$35,48536,050 mi

Manistique, MI

2021 Ford F-150 XLT

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

2021 Ford F-150 XLT

Newberry, MI

Fair PriceModerate · 48
$35,87578,533 mi

Market: $18,950 – $42,998

Comparison: 48 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 50 days listed (based on current market benchmarks)

Newberry, MI

2020 Ford F-150 Lariat

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

2020 Ford F-150 Lariat

Manistique, MI

UnscoredInsufficient · 4
$36,57552,876 mi

Comparison: 4 similar vehicles

Manistique, MI

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

Manistique, MI

Fair PriceModerate · 29
$37,27570,567 mi

Market: $23,900 – $42,399

Comparison: 29 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 75 days listed (based on current market benchmarks)

Manistique, MI

2023 Chevrolet Silverado 1500 RST

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

2023 Chevrolet Silverado 1500 RST

Manistique, MI

Fair PriceModerate · 37
$37,30990,612 mi

Market: $30,807 – $40,489

Comparison: 37 similar vehicles

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

Manistique, MI

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

Newberry, MI

OverpricedLimited · 15
$37,40086,108 mi

Market: $20,814 – $32,844

Comparison: 15 similar vehicles

Priced ~14% above the typical market range for similar vehicles (based on current market benchmarks)

Newberry, MI

2024 Chevrolet Silverado 1500 LT

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

2024 Chevrolet Silverado 1500 LT

Newberry, MI

OverpricedModerate · 22
$37,787102,603 mi

Market: $28,665 – $36,978

Comparison: 22 similar vehicles

Priced ~2% above the typical market range for similar vehicles (based on current market benchmarks)

Newberry, 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

Manistique, MI

UnscoredInsufficient · 4
$38,30952,495 mi

Comparison: 4 similar vehicles

Manistique, MI

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

Manistique, MI

Fair PriceRobust · 90
$39,27527,171 mi

Market: $35,390 – $55,426

Comparison: 90 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 252 days listed (based on current market benchmarks)

Manistique, MI

2023 Chevrolet Silverado 1500 RST

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

2023 Chevrolet Silverado 1500 RST

Manistique, MI

Fair PriceLimited · 14
$39,30959,927 mi

Market: $36,695 – $40,397

Comparison: 14 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 278 days listed (based on current market benchmarks)

Manistique, 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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