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 15, 2026

5.9M+

Unique vehicles analyzed

as of October 15, 2026

57,000+

US dealerships

Daily

Data pipeline

Comparable

Market-evidence analysis

3.2M new·2.7M used·Listings processed daily

Or explore the market

50,000+ listings found(add a location or filter to narrow results)

2002 Ford F-250 Super Duty XL

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

2002 Ford F-250 Super Duty XL

Flint, MI

UnscoredInsufficient · 0
$1,399254,238 mi

Flint, MI

2004 Ford F-150 XLT

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

2004 Ford F-150 XLT

Grandville, MI

UnscoredLimited · 17
$1,655285,250 mi

Comparison: 17 similar vehicles

Grandville, 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

Flat Rock, MI

UnscoredLimited · 6
$1,995233,000 mi

Comparison: 6 similar vehicles

Flat Rock, MI

2000 Ford Ranger XL

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

2000 Ford Ranger XL

Davison, MI

UnscoredInsufficient · 0
$2,214151,153 mi

Davison, MI

2003 GMC Sonoma SLS

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

2003 GMC Sonoma SLS

Washington, MI

UnscoredInsufficient · 0
$2,275186,569 mi

Washington, MI

2001 Ford F-150 Lariat

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

2001 Ford F-150 Lariat

Rochester Hills, MI

UnscoredInsufficient · 0
$2,311162,973 mi

Rochester Hills, MI

2010 Ford F-150 XLT

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

2010 Ford F-150 XLT

Flat Rock, MI

UnscoredLimited · 16
$2,400230,385 mi

Comparison: 16 similar vehicles

Flat Rock, MI

2011 Ford Ranger XL

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

2011 Ford Ranger XL

Farmington Hills, MI

UnscoredLimited · 8
$2,450218,000 mi

Comparison: 8 similar vehicles

Farmington Hills, MI

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

2004 Nissan Titan LE

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

2004 Nissan Titan LE

Roseville, MI

UnscoredInsufficient · 0
$2,511187,541 mi

Roseville, MI

2003 Ford Explorer Sport Trac XLT

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

2003 Ford Explorer Sport Trac XLT

Clinton Township, MI

UnscoredInsufficient · 0
$2,695205,000 mi

Clinton Township, MI

2005 Chevrolet Silverado 1500 LT

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

2005 Chevrolet Silverado 1500 LT

Bruce Crossing, MI

UnscoredInsufficient · 0
$2,718263,808 mi

Bruce Crossing, MI

2003 Ford F-150 XL

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

2003 Ford F-150 XL

Kalkaska, MI

UnscoredLimited · 8
$2,900168,367 mi

Comparison: 8 similar vehicles

Kalkaska, MI

2001 Toyota Tundra SR5

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

2001 Toyota Tundra SR5

Brandon Township, MI

UnscoredInsufficient · 0
$2,900265,687 mi

Brandon Township, 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

Davison, MI

UnscoredLimited · 15
$2,901163,199 mi

Comparison: 15 similar vehicles

Davison, 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

Roseville, MI

UnscoredModerate · 27
$2,922209,244 mi

Comparison: 27 similar vehicles

Roseville, MI

2010 Honda Ridgeline RTS

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

2010 Honda Ridgeline RTS

Detroit, MI

UnscoredInsufficient · 0
$2,995231,435 mi

Detroit, MI

2006 Dodge Ram 1500 Pickup SLT

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

2006 Dodge Ram 1500 Pickup SLT

Chesaning, MI

UnscoredLimited · 6
$2,995180,663 mi

Comparison: 6 similar vehicles

Chesaning, MI

2005 Ford F-150 Lariat

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

2005 Ford F-150 Lariat

Georgetown Township, MI

UnscoredInsufficient · 3
$2,995210,000 mi

Comparison: 3 similar vehicles

Georgetown Township, MI

2005 Chevrolet Colorado Z85

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

2005 Chevrolet Colorado Z85

Warren, MI

UnscoredLimited · 10
$2,995182,280 mi

Comparison: 10 similar vehicles

Warren, MI

2005 Chevrolet Colorado Z71

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

2005 Chevrolet Colorado Z71

Sandusky, MI

UnscoredInsufficient · 0
$2,995329,209 mi

Sandusky, MI

2006 Ford F-150 XLT

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

2006 Ford F-150 XLT

Roseville, MI

UnscoredInsufficient · 3
$2,999215,554 mi

Comparison: 3 similar vehicles

Roseville, MI

2010 RAM 1500 Pickup SLT

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

2010 RAM 1500 Pickup SLT

Fenton, MI

UnscoredLimited · 8
$3,000269,202 mi

Comparison: 8 similar vehicles

Fenton, MI

2008 Ford F-150 XLT

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

2008 Ford F-150 XLT

Grand Rapids, MI

UnscoredLimited · 12
$3,000219,833 mi

Comparison: 12 similar vehicles

Grand Rapids, MI

2004 Ford Explorer Sport Trac XLT

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

2004 Ford Explorer Sport Trac XLT

Fenton, MI

UnscoredInsufficient · 0
$3,000216,235 mi

Fenton, MI

2004 Chevrolet Avalanche Base

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

2004 Chevrolet Avalanche Base

Grand Rapids, MI

UnscoredLimited · 6
$3,000270,894 mi

Comparison: 6 similar vehicles

Grand Rapids, 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

Howell, MI

Fair PriceModerate · 25
$3,104226,726 mi

Market: $2,922 – $11,095

Comparison: 25 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 15 days listed (based on current market benchmarks)

Howell, MI

2002 Ford F-150 XLT

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

2002 Ford F-150 XLT

Clare, MI

UnscoredInsufficient · 3
$3,275198,802 mi

Comparison: 3 similar vehicles

Clare, MI

2009 Dodge Ram 1500 Pickup ST

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

2009 Dodge Ram 1500 Pickup ST

Roseville, MI

UnscoredInsufficient · 0
$3,333216,144 mi

Roseville, MI

2006 Ford F-150 XLT

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

2006 Ford F-150 XLT

Wayne, MI

UnscoredInsufficient · 3
$3,395220,000 mi

Comparison: 3 similar vehicles

Wayne, MI

2008 Chevrolet Colorado LT

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

2008 Chevrolet Colorado LT

Southfield, MI

UnscoredInsufficient · 0
$3,479186,505 mi

Southfield, MI

2013 Chevrolet Silverado 1500 Work Truck

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

2013 Chevrolet Silverado 1500 Work Truck

Saginaw, MI

UnscoredLimited · 17
$3,495277,211 mi

Comparison: 17 similar vehicles

Saginaw, MI

2009 Dodge Ram 1500 Pickup ST

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

2009 Dodge Ram 1500 Pickup ST

Chesaning, MI

UnscoredInsufficient · 0
$3,495215,157 mi

Chesaning, MI

2005 Ford F-150 XL

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

2005 Ford F-150 XL

Wayne, MI

UnscoredLimited · 6
$3,495130,000 mi

Comparison: 6 similar vehicles

Wayne, MI

2002 Ford Ranger Edge

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

2002 Ford Ranger Edge

Allendale Charter Township, MI

UnscoredInsufficient · 0
$3,495200,000 mi

Allendale Charter Township, MI

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

Flint, MI

UnscoredLimited · 7
$3,498186,599 mi

Comparison: 7 similar vehicles

Flint, MI

2010 Ford F-150 XLT

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

2010 Ford F-150 XLT

Grand Rapids, MI

UnscoredLimited · 7
$3,500217,273 mi

Comparison: 7 similar vehicles

Grand Rapids, MI

2009 Dodge Dakota Big Horn

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

2009 Dodge Dakota Big Horn

Livonia, MI

UnscoredInsufficient · 0
$3,500130,549 mi

Livonia, MI

2009 Chevrolet Silverado 1500 LS

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

2009 Chevrolet Silverado 1500 LS

Gaylord, MI

UnscoredInsufficient · 0
$3,500210,400 mi

Gaylord, 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

Grand Rapids, MI

UnscoredLimited · 5
$3,500153,476 mi

Comparison: 5 similar vehicles

Grand Rapids, MI

2004 Dodge Ram 1500 Pickup ST

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

2004 Dodge Ram 1500 Pickup ST

Livonia, MI

UnscoredLimited · 10
$3,500138,974 mi

Comparison: 10 similar vehicles

Livonia, MI

2004 Ford F-150 XL

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

2004 Ford F-150 XL

Southfield, MI

UnscoredInsufficient · 0
$3,500166,170 mi

Southfield, MI

2003 Ford F-150 XL

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

2003 Ford F-150 XL

Kentwood, MI

UnscoredInsufficient · 3
$3,500Mileage not verified

Comparison: 3 similar vehicles

Kentwood, MI

2013 Chevrolet Silverado 1500 Work Truck

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

2013 Chevrolet Silverado 1500 Work Truck

Flint, MI

Fair PriceLimited · 16
$3,501263,227 mi

Market: $3,495 – $12,900

Comparison: 16 similar vehicles

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

Flint, MI

2007 Ford F-150 Lariat

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

2007 Ford F-150 Lariat

Wayne, MI

UnscoredInsufficient · 3
$3,515162,486 mi

Comparison: 3 similar vehicles

Wayne, MI

2003 Chevrolet Silverado 1500 Base

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

2003 Chevrolet Silverado 1500 Base

Kentwood, MI

UnscoredInsufficient · 3
$3,595200,000 mi

Comparison: 3 similar vehicles

Kentwood, MI

2005 Chevrolet Avalanche Base

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

2005 Chevrolet Avalanche Base

Kalamazoo, MI

Fair PriceLimited · 14
$3,599146,773 mi

Market: $3,495 – $8,995

Comparison: 14 similar vehicles

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

Kalamazoo, MI

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

Fair PriceModerate · 24
$3,599175,300 mi

Market: $3,498 – $27,900

Comparison: 24 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 323 days listed (based on current market benchmarks)

Ravenna, MI

2007 Ford F-150 Lariat

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

2007 Ford F-150 Lariat

Mount Clemens, MI

UnscoredInsufficient · 4
$3,600222,307 mi

Comparison: 4 similar vehicles

Mount Clemens, 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

Imlay City, MI

UnscoredInsufficient · 4
$3,639236,555 mi

Comparison: 4 similar vehicles

Imlay City, 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, and mileage is not used to select comparables or adjust comparable prices, but acts as a reliability check on used vehicles — OAV withholds a verdict when mileage is very high or unreliable, or when a lower price is better explained by higher-than-typical mileage than by a genuine market discount. 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 verdict thresholds are published, thin evidence means Unscored, and dealers cannot pay to change an OAV.io verdict, its eligibility or a listing's placement on OAV.io.

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 manage their profile, 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, exports, and enhanced merchandising.
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.