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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

4,990 listings found

2008 Ford F-150 Lariat

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

2008 Ford F-150 Lariat

Lowellville, OH

UnscoredLimited · 5
$2,995232,037 mi

Comparison: 5 similar vehicles

Lowellville, OH

2009 Ford F-150 XL

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

2009 Ford F-150 XL

Lowellville, OH

UnscoredLimited · 11
$3,995155,420 mi

Comparison: 11 similar vehicles

Lowellville, OH

2005 Ford F-150 XLT

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

2005 Ford F-150 XLT

Lowellville, OH

UnscoredLimited · 15
$3,995227,168 mi

Comparison: 15 similar vehicles

Lowellville, OH

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

Brookfield, OH

UnscoredInsufficient · 3
$4,195107,766 mi

Comparison: 3 similar vehicles

Brookfield, OH

2010 Ford F-150 STX

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

2010 Ford F-150 STX

Butler, PA

UnscoredLimited · 11
$4,500146,159 mi

Comparison: 11 similar vehicles

Butler, PA

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

Brookfield, OH

UnscoredInsufficient · 4
$4,695195,810 mi

Comparison: 4 similar vehicles

Brookfield, OH

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

Lowellville, OH

UnscoredLimited · 5
$4,995293,967 mi

Comparison: 5 similar vehicles

Lowellville, OH

2012 Chevrolet Silverado 1500 Work Truck

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

2012 Chevrolet Silverado 1500 Work Truck

Lowellville, OH

UnscoredLimited · 10
$4,995262,859 mi

Comparison: 10 similar vehicles

Lowellville, OH

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

Lowellville, OH

UnscoredRobust · 70
$4,995196,027 mi

Comparison: 70 similar vehicles

Lowellville, OH

2006 Ford Ranger XL

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

2006 Ford Ranger XL

Youngstown, OH

UnscoredInsufficient · 0
$4,99597,000 mi

Youngstown, OH

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

New Castle, PA

UnscoredLimited · 5
$4,995179,561 mi

Comparison: 5 similar vehicles

New Castle, PA

2004 Ford F-250 Super Duty XL

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

2004 Ford F-250 Super Duty XL

Youngstown, OH

UnscoredLimited · 5
$5,000181,539 mi

Comparison: 5 similar vehicles

Youngstown, OH

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

Youngstown, OH

UnscoredLimited · 5
$5,000158,882 mi

Comparison: 5 similar vehicles

Youngstown, OH

2010 Honda Ridgeline RTL

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

2010 Honda Ridgeline RTL

Youngstown, OH

UnscoredInsufficient · 0
$5,295142,090 mi

Youngstown, OH

2009 Ford F-250 Super Duty XLT

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

2009 Ford F-250 Super Duty XLT

Edinboro, PA

UnscoredInsufficient · 0
$5,394113,999 mi

Edinboro, PA

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

Cranberry, PA

UnscoredInsufficient · 3
$5,485280,150 mi

Comparison: 3 similar vehicles

Cranberry, PA

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

Youngstown, OH

UnscoredModerate · 21
$5,900252,002 mi

Comparison: 21 similar vehicles

Youngstown, OH

2010 Nissan Frontier SE

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

2010 Nissan Frontier SE

Erie, PA

UnscoredInsufficient · 0
$5,977126,744 mi

Erie, PA

2013 Ford F-250 Super Duty XL

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

2013 Ford F-250 Super Duty XL

Girard, OH

UnscoredLimited · 5
$5,995274,663 mi

Comparison: 5 similar vehicles

Girard, OH

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

Youngstown, OH

UnscoredInsufficient · 4
$5,995147,630 mi

Comparison: 4 similar vehicles

Youngstown, OH

2001 Toyota Tundra Limited

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

2001 Toyota Tundra Limited

Youngstown, OH

UnscoredInsufficient · 0
$5,995136,130 mi

Youngstown, OH

2008 Chevrolet Silverado 1500 Work Truck

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

2008 Chevrolet Silverado 1500 Work Truck

Girard, OH

UnscoredInsufficient · 4
$6,400175,312 mi

Comparison: 4 similar vehicles

Girard, OH

No Photo

2011 Chevrolet Silverado 1500 LT

Youngstown, OH

UnscoredLimited · 17
$6,495163,500 mi

Comparison: 17 similar vehicles

Youngstown, OH

No Photo

2011 Chevrolet Silverado 1500 LT

Youngstown, OH

UnscoredLimited · 17
$6,495124,700 mi

Comparison: 17 similar vehicles

Youngstown, OH

2008 Chevrolet Silverado 1500 Work Truck

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

2008 Chevrolet Silverado 1500 Work Truck

Youngstown, OH

UnscoredInsufficient · 4
$6,500288,556 mi

Comparison: 4 similar vehicles

Youngstown, OH

No Photo

2005 Chevrolet Colorado Z85

Youngstown, OH

UnscoredLimited · 5
$6,50066,962 mi

Comparison: 5 similar vehicles

Youngstown, OH

2010 Ford F-150 XL

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

2010 Ford F-150 XL

New Castle, PA

UnscoredInsufficient · 3
$6,988207,347 mi

Comparison: 3 similar vehicles

New Castle, PA

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

Lowellville, OH

UnscoredModerate · 26
$6,995156,650 mi

Comparison: 26 similar vehicles

Lowellville, OH

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

Lowellville, OH

UnscoredLimited · 18
$6,995195,193 mi

Comparison: 18 similar vehicles

Lowellville, OH

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

Youngstown, OH

UnscoredLimited · 18
$6,995271,000 mi

Comparison: 18 similar vehicles

Youngstown, OH

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

Lowellville, OH

UnscoredLimited · 19
$6,995227,236 mi

Comparison: 19 similar vehicles

Lowellville, OH

2007 Honda Ridgeline RTS

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

2007 Honda Ridgeline RTS

Youngstown, OH

UnscoredInsufficient · 0
$6,995164,823 mi

Youngstown, OH

2007 Honda Ridgeline RTL

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

2007 Honda Ridgeline RTL

Youngstown, OH

UnscoredInsufficient · 0
$6,995141,942 mi

Youngstown, OH

2010 RAM 1500 Pickup Sport

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

2010 RAM 1500 Pickup Sport

Youngstown, OH

UnscoredInsufficient · 4
$7,500198,799 mi

Comparison: 4 similar vehicles

Youngstown, OH

2010 RAM 1500 Pickup ST

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

2010 RAM 1500 Pickup ST

Youngstown, OH

UnscoredInsufficient · 0
$7,800192,951 mi

Youngstown, OH

2017 GMC Sierra 1500 Base

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

2017 GMC Sierra 1500 Base

Mercer, PA

UnscoredModerate · 29
$7,900185,253 mi

Comparison: 29 similar vehicles

Mercer, PA

1998 GMC Sonoma SLS

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

1998 GMC Sonoma SLS

Lowellville, OH

UnscoredInsufficient · 0
$7,90096,800 mi

Lowellville, OH

2005 Chevrolet Colorado Z85

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

2005 Chevrolet Colorado Z85

Youngstown, OH

UnscoredLimited · 5
$7,95098,321 mi

Comparison: 5 similar vehicles

Youngstown, OH

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

Sharon, PA

UnscoredModerate · 32
$7,995186,219 mi

Comparison: 32 similar vehicles

Sharon, PA

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

Lowellville, OH

UnscoredModerate · 26
$7,995200,483 mi

Comparison: 26 similar vehicles

Lowellville, OH

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

Youngstown, OH

UnscoredModerate · 35
$7,995138,042 mi

Comparison: 35 similar vehicles

Youngstown, OH

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

Vienna, OH

UnscoredModerate · 21
$7,995179,200 mi

Comparison: 21 similar vehicles

Vienna, OH

2011 GMC Sierra 1500 SLE

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

2011 GMC Sierra 1500 SLE

Youngstown, OH

UnscoredLimited · 6
$7,995202,810 mi

Comparison: 6 similar vehicles

Youngstown, OH

2011 Chevrolet Silverado 1500 LT

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

2011 Chevrolet Silverado 1500 LT

Youngstown, OH

UnscoredLimited · 17
$7,995320,000 mi

Comparison: 17 similar vehicles

Youngstown, OH

2009 Chevrolet Silverado 1500 Work Truck

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

2009 Chevrolet Silverado 1500 Work Truck

Youngstown, OH

UnscoredInsufficient · 3
$7,995218,497 mi

Comparison: 3 similar vehicles

Youngstown, OH

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

Hubbard, OH

UnscoredLimited · 8
$8,17365,214 mi

Comparison: 8 similar vehicles

Hubbard, OH

2012 Ford F-150 XL

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

2012 Ford F-150 XL

Cranberry, PA

Fair PriceModerate · 32
$8,485114,470 mi

Market: $3,900 – $12,393

Comparison: 32 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 199 days listed (based on current market benchmarks)

Cranberry, PA

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

Youngsville, PA

Fair PriceRobust · 189
$8,695Mileage not verified

Market: $5,900 – $108,000

Comparison: 189 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 57 days listed (based on current market benchmarks)

Youngsville, PA

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

Lowellville, OH

UnscoredLimited · 18
$8,955230,944 mi

Comparison: 18 similar vehicles

Lowellville, OH

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

Harrisville, PA

Fair PriceModerate · 34
$8,990106,723 mi

Market: $2,504 – $12,396

Comparison: 34 similar vehicles

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

Harrisville, PA

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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