Skip to main content
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

3,002 listings found

2002 Chevrolet Silverado 1500 LS

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

2002 Chevrolet Silverado 1500 LS

Ravenna, MI

UnscoredModerate · 24
$3,599175,300 mi

Comparison: 24 similar vehicles

Ravenna, MI

2010 Ford F-150 Platinum

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

2010 Ford F-150 Platinum

Howard City, MI

UnscoredLimited · 6
$3,995248,341 mi

Comparison: 6 similar vehicles

Howard City, MI

1999 Dodge Ram Pickup WS

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

1999 Dodge Ram Pickup WS

Cedar Springs, MI

UnscoredInsufficient · 0
$3,995273,000 mi

Cedar Springs, MI

2005 Ford Ranger XLT

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

2005 Ford Ranger XLT

Manistee, MI

UnscoredInsufficient · 0
$4,000270,996 mi

Manistee, MI

2002 Chevrolet Avalanche Base

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

2002 Chevrolet Avalanche Base

Manistee, MI

UnscoredLimited · 7
$4,180212,000 mi

Comparison: 7 similar vehicles

Manistee, MI

2003 Chevrolet Avalanche Base

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

2003 Chevrolet Avalanche Base

Muskegon, MI

UnscoredLimited · 9
$4,295206,359 mi

Comparison: 9 similar vehicles

Muskegon, MI

2006 Ford F-150 XL

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

2006 Ford F-150 XL

Howard City, MI

UnscoredLimited · 6
$4,995241,700 mi

Comparison: 6 similar vehicles

Howard City, MI

2012 GMC Sierra 1500 Work Truck

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

2012 GMC Sierra 1500 Work Truck

Grant, MI

UnscoredInsufficient · 4
$4,999205,397 mi

Comparison: 4 similar vehicles

Grant, MI

2001 GMC Sonoma SL

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

2001 GMC Sonoma SL

Muskegon, MI

UnscoredInsufficient · 0
$4,999117,777 mi

Muskegon, 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

Comstock Park, MI

UnscoredLimited · 16
$5,495258,668 mi

Comparison: 16 similar vehicles

Comstock Park, MI

2013 Ford F-150 Lariat

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

2013 Ford F-150 Lariat

Howard City, MI

UnscoredModerate · 38
$5,495202,455 mi

Comparison: 38 similar vehicles

Howard City, MI

2011 Ford F-150 XL

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

2011 Ford F-150 XL

Comstock Park, MI

UnscoredModerate · 34
$5,495225,143 mi

Comparison: 34 similar vehicles

Comstock Park, MI

2007 Ford F-150 XLT

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

2007 Ford F-150 XLT

North Muskegon, MI

Fair PriceLimited · 17
$5,976105,389 mi

Market: $2,901 – $9,258

Comparison: 17 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 14 days listed (based on current market benchmarks)

North Muskegon, MI

2004 Ford F-150 FX4

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

2004 Ford F-150 FX4

Muskegon, MI

UnscoredInsufficient · 3
$5,988131,552 mi

Comparison: 3 similar vehicles

Muskegon, MI

2004 GMC Sierra 1500 SLE

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

2004 GMC Sierra 1500 SLE

Ravenna, MI

UnscoredLimited · 5
$5,999192,000 mi

Comparison: 5 similar vehicles

Ravenna, MI

2007 Chevrolet Silverado Classic 1500 LT1

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

2007 Chevrolet Silverado Classic 1500 LT1

Manistee, MI

UnscoredInsufficient · 0
$6,000219,301 mi

Manistee, MI

2008 Dodge Ram 1500 Pickup ST

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

2008 Dodge Ram 1500 Pickup ST

Muskegon, MI

UnscoredLimited · 7
$6,500181,493 mi

Comparison: 7 similar vehicles

Muskegon, MI

2002 Chevrolet Silverado 2500HD LS

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

2002 Chevrolet Silverado 2500HD LS

Allendale Charter Township, MI

UnscoredInsufficient · 0
$6,750182,877 mi

Allendale Charter Township, 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

Howard City, MI

UnscoredLimited · 5
$6,995185,390 mi

Comparison: 5 similar vehicles

Howard City, 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

Howard City, MI

UnscoredRobust · 70
$6,995147,062 mi

Comparison: 70 similar vehicles

Howard City, 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

Howard City, MI

UnscoredRobust · 116
$6,995191,965 mi

Comparison: 116 similar vehicles

Howard City, MI

2013 Ford F-150 XLT

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

2013 Ford F-150 XLT

Rockford, MI

UnscoredLimited · 17
$7,164210,569 mi

Comparison: 17 similar vehicles

Rockford, 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

Coopersville, MI

UnscoredModerate · 43
$7,214213,741 mi

Comparison: 43 similar vehicles

Coopersville, MI

2013 Ford F-150 XLT

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

2013 Ford F-150 XLT

Muskegon, MI

UnscoredLimited · 15
$7,245234,070 mi

Comparison: 15 similar vehicles

Muskegon, MI

2010 Toyota Tacoma Base

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

2010 Toyota Tacoma Base

Coopersville, MI

UnscoredLimited · 16
$7,250243,714 mi

Comparison: 16 similar vehicles

Coopersville, MI

2011 Ford F-150 XLT

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

2011 Ford F-150 XLT

Spring Lake, MI

UnscoredRobust · 74
$7,253147,006 mi

Comparison: 74 similar vehicles

Spring Lake, MI

2010 Ford Ranger XL

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

2010 Ford Ranger XL

Stanwood, MI

UnscoredInsufficient · 0
$7,300113,120 mi

Stanwood, MI

2007 Chevrolet Silverado 2500HD Work Truck

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

2007 Chevrolet Silverado 2500HD Work Truck

Howard City, MI

UnscoredLimited · 11
$7,595187,085 mi

Comparison: 11 similar vehicles

Howard City, MI

2012 Chevrolet Avalanche LT

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

2012 Chevrolet Avalanche LT

Ludington, MI

UnscoredLimited · 12
$7,980191,391 mi

Comparison: 12 similar vehicles

Ludington, MI

2012 Ford F-150 Lariat

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

2012 Ford F-150 Lariat

Shelby, MI

UnscoredModerate · 28
$8,900231,878 mi

Comparison: 28 similar vehicles

Shelby, 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

Norton Shores, MI

UnscoredLimited · 15
$8,980210,393 mi

Comparison: 15 similar vehicles

Norton Shores, MI

2017 RAM 1500 Pickup Express

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

2017 RAM 1500 Pickup Express

Muskegon, MI

UnscoredRobust · 78
$8,988203,296 mi

Comparison: 78 similar vehicles

Muskegon, MI

2012 GMC Sierra 3500 Chassis Cab Work Truck

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

2012 GMC Sierra 3500 Chassis Cab Work Truck

Cedar Springs, MI

UnscoredInsufficient · 0
$8,995237,000 mi

Cedar Springs, MI

2011 RAM 1500 Pickup Sport

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

2011 RAM 1500 Pickup Sport

Howard City, MI

UnscoredLimited · 5
$8,995158,119 mi

Comparison: 5 similar vehicles

Howard City, MI

2013 Ford F-150 XLT

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

2013 Ford F-150 XLT

Muskegon Heights, MI

UnscoredLimited · 15
$9,295143,000 mi

Comparison: 15 similar vehicles

Muskegon Heights, 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

Manistee, MI

UnscoredModerate · 21
$9,300166,583 mi

Comparison: 21 similar vehicles

Manistee, 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

Manistee, MI

UnscoredModerate · 35
$9,800190,000 mi

Comparison: 35 similar vehicles

Manistee, MI

2003 Dodge Ram 2500 Pickup ST

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

2003 Dodge Ram 2500 Pickup ST

Ludington, MI

UnscoredInsufficient · 4
$9,988226,520 mi

Comparison: 4 similar vehicles

Ludington, MI

2015 Chevrolet Silverado 1500 Work Truck 1WT

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

2015 Chevrolet Silverado 1500 Work Truck 1WT

Howard City, MI

UnscoredLimited · 17
$9,995148,289 mi

Comparison: 17 similar vehicles

Howard 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

Fremont, MI

UnscoredModerate · 34
$10,309222,551 mi

Comparison: 34 similar vehicles

Fremont, 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

Rockford, MI

UnscoredLimited · 6
$10,614152,823 mi

Comparison: 6 similar vehicles

Rockford, MI

2015 RAM 1500 Pickup Tradesman

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

2015 RAM 1500 Pickup Tradesman

Cedar Springs, MI

UnscoredLimited · 11
$10,950166,991 mi

Comparison: 11 similar vehicles

Cedar Springs, MI

2017 Ford F-150 XL

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

2017 Ford F-150 XL

Twin Lake, MI

UnscoredLimited · 6
$10,972162,312 mi

Comparison: 6 similar vehicles

Twin Lake, MI

2016 Chevrolet Silverado 2500HD Work Truck

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

2016 Chevrolet Silverado 2500HD Work Truck

Muskegon, MI

UnscoredLimited · 7
$10,995116,525 mi

Comparison: 7 similar vehicles

Muskegon, MI

2011 Nissan Frontier SL

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

2011 Nissan Frontier SL

Allendale Charter Township, MI

UnscoredInsufficient · 0
$10,995146,895 mi

Allendale Charter Township, MI

2014 Toyota Tacoma Base

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

2014 Toyota Tacoma Base

Muskegon, MI

UnscoredModerate · 31
$10,997167,083 mi

Comparison: 31 similar vehicles

Muskegon, MI

2002 Chevrolet Silverado 2500HD LT

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

2002 Chevrolet Silverado 2500HD LT

Manistee, MI

UnscoredInsufficient · 0
$11,000159,216 mi

Manistee, MI

2018 Chevrolet Colorado LT

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

2018 Chevrolet Colorado LT

Fremont, MI

UnscoredLimited · 12
$11,080190,467 mi

Comparison: 12 similar vehicles

Fremont, 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

Muskegon, MI

UnscoredRobust · 240
$11,292182,264 mi

Comparison: 240 similar vehicles

Muskegon, MI

2006 Chevrolet Avalanche Base

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

2006 Chevrolet Avalanche Base

Muskegon Heights, MI

Fair PriceLimited · 11
$11,29589,000 mi

Market: $8,000 – $24,995

Comparison: 11 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 35 days listed (based on current market benchmarks)

Muskegon Heights, 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

Explore Popular Markets

Independent, evidence-backed pricing intelligence for every major US metro

We collect personal information as described in our Notice at Collection and Privacy Policy. You may opt out of the sale or sharing of your personal information.