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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

1,536 listings found

2003 Chevrolet S-10 LS

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

2003 Chevrolet S-10 LS

Gladwin, MI

UnscoredInsufficient · 0
$2,500192,364 mi

Gladwin, MI

2013 GMC Sierra 1500 Work Truck

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

2013 GMC Sierra 1500 Work Truck

West Branch, MI

UnscoredInsufficient · 0
$8,15857,856 mi

West Branch, 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

West Branch, MI

UnscoredRobust · 144
$9,304221,243 mi

Comparison: 144 similar vehicles

West Branch, MI

2013 RAM 1500 Pickup Laramie

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

2013 RAM 1500 Pickup Laramie

Bay City, MI

UnscoredLimited · 5
$9,708217,146 mi

Comparison: 5 similar vehicles

Bay City, MI

2012 Ford F-150 XLT

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

2012 Ford F-150 XLT

West Branch, MI

UnscoredInsufficient · 4
$9,814137,367 mi

Comparison: 4 similar vehicles

West Branch, 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

Gladwin, MI

Fair PriceRobust · 150
$9,995114,045 mi

Market: $4,130 – $19,995

Comparison: 150 similar vehicles

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

Gladwin, MI

2016 Chevrolet Silverado 1500 1LS

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

2016 Chevrolet Silverado 1500 1LS

Bay City, MI

UnscoredInsufficient · 0
$9,997193,260 mi

Bay City, MI

2012 Chevrolet Silverado 1500 LTZ

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

2012 Chevrolet Silverado 1500 LTZ

Bay City, MI

UnscoredLimited · 5
$9,997176,850 mi

Comparison: 5 similar vehicles

Bay City, 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

West Branch, MI

UnscoredRobust · 129
$10,836162,897 mi

Comparison: 129 similar vehicles

West Branch, MI

2002 Toyota Tundra Limited

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

2002 Toyota Tundra Limited

Bay City, MI

UnscoredInsufficient · 0
$10,900144,283 mi

Bay 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

Standish, MI

UnscoredInsufficient · 3
$10,955255,178 mi

Comparison: 3 similar vehicles

Standish, MI

2008 Chevrolet Silverado 1500 1LT

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

2008 Chevrolet Silverado 1500 1LT

Pinconning, MI

UnscoredModerate · 30
$11,314141,576 mi

Comparison: 30 similar vehicles

Pinconning, MI

2014 Ford F-150 XL

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

2014 Ford F-150 XL

West Branch, MI

UnscoredModerate · 38
$11,614171,557 mi

Comparison: 38 similar vehicles

West Branch, MI

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

Bay City, MI

UnscoredLimited · 13
$11,687187,862 mi

Comparison: 13 similar vehicles

Bay City, 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

2013 Chevrolet Silverado 2500HD Work Truck

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

2013 Chevrolet Silverado 2500HD Work Truck

West Branch, MI

UnscoredInsufficient · 0
$12,014217,764 mi

West Branch, 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

Standish, MI

UnscoredRobust · 68
$12,214199,866 mi

Comparison: 68 similar vehicles

Standish, 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

Pinconning, MI

UnscoredInsufficient · 3
$12,305175,885 mi

Comparison: 3 similar vehicles

Pinconning, MI

2015 Chevrolet Colorado Work Truck

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

2015 Chevrolet Colorado Work Truck

Standish, MI

UnscoredLimited · 7
$12,309128,053 mi

Comparison: 7 similar vehicles

Standish, MI

2017 GMC Canyon SLT

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

2017 GMC Canyon SLT

Bay City, MI

UnscoredInsufficient · 4
$12,390248,742 mi

Comparison: 4 similar vehicles

Bay City, MI

2014 Chevrolet Silverado 1500 Work Truck 2WT

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

2014 Chevrolet Silverado 1500 Work Truck 2WT

Bay City, MI

UnscoredLimited · 5
$12,497115,050 mi

Comparison: 5 similar vehicles

Bay City, MI

2015 Ford F-150 XL

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

2015 Ford F-150 XL

West Branch, MI

UnscoredModerate · 23
$12,564141,163 mi

Comparison: 23 similar vehicles

West Branch, MI

2016 RAM 1500 Pickup Big Horn

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

2016 RAM 1500 Pickup Big Horn

Standish, MI

UnscoredRobust · 68
$12,627179,264 mi

Comparison: 68 similar vehicles

Standish, 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

West Branch, MI

UnscoredLimited · 7
$12,814191,002 mi

Comparison: 7 similar vehicles

West Branch, 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

West Branch, MI

UnscoredLimited · 7
$12,853176,189 mi

Comparison: 7 similar vehicles

West Branch, MI

2015 Chevrolet Silverado 1500 1LT

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

2015 Chevrolet Silverado 1500 1LT

Pinconning, MI

UnscoredInsufficient · 0
$13,214122,587 mi

Pinconning, MI

2015 Ford F-150 XL

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

2015 Ford F-150 XL

Pinconning, MI

UnscoredLimited · 6
$13,31495,746 mi

Comparison: 6 similar vehicles

Pinconning, MI

2014 Chevrolet Silverado 2500HD LT

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

2014 Chevrolet Silverado 2500HD LT

West Branch, MI

UnscoredLimited · 17
$13,315148,298 mi

Comparison: 17 similar vehicles

West Branch, MI

2016 Chevrolet Colorado Z71

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

2016 Chevrolet Colorado Z71

Bay City, MI

UnscoredModerate · 41
$13,763180,677 mi

Comparison: 41 similar vehicles

Bay City, MI

2000 Ford F-350 Super Duty XL

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

2000 Ford F-350 Super Duty XL

Bay City, MI

UnscoredInsufficient · 0
$13,877208,043 mi

Bay City, MI

2014 RAM 1500 Pickup Big Horn/Lone Star

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

2014 RAM 1500 Pickup Big Horn/Lone Star

Kawkawlin, MI

UnscoredInsufficient · 3
$13,997160,925 mi

Comparison: 3 similar vehicles

Kawkawlin, MI

2012 Ford F-150 XLT

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

2012 Ford F-150 XLT

West Branch, MI

UnscoredLimited · 5
$14,211103,951 mi

Comparison: 5 similar vehicles

West Branch, MI

2016 GMC Sierra 1500 Base

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

2016 GMC Sierra 1500 Base

West Branch, MI

Fair PriceModerate · 27
$14,358117,988 mi

Market: $7,214 – $22,650

Comparison: 27 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 7 days listed (based on current market benchmarks)

West Branch, 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

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

Pinconning, MI

UnscoredModerate · 33
$14,814137,562 mi

Comparison: 33 similar vehicles

Pinconning, 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

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

Kawkawlin, MI

UnscoredLimited · 6
$14,997158,227 mi

Comparison: 6 similar vehicles

Kawkawlin, 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

West Branch, MI

UnscoredRobust · 108
$15,051225,118 mi

Comparison: 108 similar vehicles

West Branch, MI

2017 RAM 2500 Pickup Tradesman

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

2017 RAM 2500 Pickup Tradesman

Pinconning, MI

UnscoredLimited · 9
$15,314183,738 mi

Comparison: 9 similar vehicles

Pinconning, 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

Bay City, MI

UnscoredLimited · 15
$15,621196,214 mi

Comparison: 15 similar vehicles

Bay City, MI

2013 Ford F-150 Platinum

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

2013 Ford F-150 Platinum

West Branch, MI

UnscoredLimited · 8
$15,693103,825 mi

Comparison: 8 similar vehicles

West Branch, 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

Bad Axe, MI

UnscoredModerate · 44
$15,775170,192 mi

Comparison: 44 similar vehicles

Bad Axe, 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

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

Kawkawlin, MI

OverpricedLimited · 12
$15,994148,336 mi

Market: $5,999 – $15,499

Comparison: 12 similar vehicles

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

Kawkawlin, 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

2013 RAM 2500 SLT

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

2013 RAM 2500 SLT

Kawkawlin, MI

UnscoredInsufficient · 0
$15,995147,477 mi

Kawkawlin, MI

2015 RAM 1500 Pickup Outdoorsman

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

2015 RAM 1500 Pickup Outdoorsman

Kawkawlin, MI

Fair PriceModerate · 26
$15,99797,736 mi

Market: $4,900 – $19,858

Comparison: 26 similar vehicles

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

Kawkawlin, 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

Kawkawlin, MI

UnscoredLimited · 6
$15,997150,939 mi

Comparison: 6 similar vehicles

Kawkawlin, 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

Pinconning, MI

UnscoredRobust · 74
$16,214123,811 mi

Comparison: 74 similar vehicles

Pinconning, MI

2016 RAM 1500 Pickup Big Horn

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

2016 RAM 1500 Pickup Big Horn

Bay City, MI

UnscoredLimited · 5
$16,247151,316 mi

Comparison: 5 similar vehicles

Bay City, 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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