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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 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

2,364 listings found

2005 Chevrolet Silverado 1500 LS

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

2005 Chevrolet Silverado 1500 LS

Tuscaloosa, AL

UnscoredLimited · 12
$2,653333,344 mi

Comparison: 12 similar vehicles

Tuscaloosa, AL

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

Tuscaloosa, AL

UnscoredLimited · 6
$2,868207,931 mi

Comparison: 6 similar vehicles

Tuscaloosa, AL

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

Tuscaloosa, AL

UnscoredLimited · 5
$3,218289,996 mi

Comparison: 5 similar vehicles

Tuscaloosa, AL

1999 Chevrolet C2500 CHEYENNE

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

1999 Chevrolet C2500 CHEYENNE

Carrollton, AL

UnscoredInsufficient · 0
$3,500173,974 mi

Carrollton, AL

2002 Ford Ranger XL

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

2002 Ford Ranger XL

Tuscaloosa, AL

UnscoredInsufficient · 0
$3,569245,953 mi

Tuscaloosa, AL

2001 Nissan Frontier XE

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

2001 Nissan Frontier XE

Hueytown, AL

UnscoredInsufficient · 0
$4,450294,944 mi

Hueytown, AL

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

Buhl, AL

UnscoredInsufficient · 0
$4,500262,325 mi

Buhl, AL

2012 Ford F-250 Super Duty XL

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

2012 Ford F-250 Super Duty XL

Vance, AL

UnscoredLimited · 9
$5,000320,000 mi

Comparison: 9 similar vehicles

Vance, AL

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

Fayette, AL

UnscoredModerate · 35
$5,900235,927 mi

Comparison: 35 similar vehicles

Fayette, AL

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

Fayette, AL

UnscoredModerate · 35
$5,900275,153 mi

Comparison: 35 similar vehicles

Fayette, AL

2013 Ford F-150 XL

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

2013 Ford F-150 XL

Fayette, AL

UnscoredRobust · 56
$5,900276,312 mi

Comparison: 56 similar vehicles

Fayette, AL

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

Fayette, AL

UnscoredLimited · 18
$5,900270,544 mi

Comparison: 18 similar vehicles

Fayette, AL

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

Fayette, AL

UnscoredModerate · 27
$5,900281,262 mi

Comparison: 27 similar vehicles

Fayette, AL

2002 Ford F-250 Super Duty Lariat

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

2002 Ford F-250 Super Duty Lariat

Tuscaloosa, AL

UnscoredInsufficient · 0
$5,977199,365 mi

Tuscaloosa, AL

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

Bessemer, AL

UnscoredLimited · 5
$5,994314,352 mi

Comparison: 5 similar vehicles

Bessemer, AL

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

Fayette, AL

UnscoredInsufficient · 3
$6,900279,178 mi

Comparison: 3 similar vehicles

Fayette, AL

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

Fayette, AL

UnscoredInsufficient · 3
$6,900303,611 mi

Comparison: 3 similar vehicles

Fayette, AL

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

Fayette, AL

UnscoredInsufficient · 3
$6,900301,051 mi

Comparison: 3 similar vehicles

Fayette, AL

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

Fayette, AL

UnscoredInsufficient · 3
$6,900298,164 mi

Comparison: 3 similar vehicles

Fayette, AL

2008 Ford F-150 XL

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

2008 Ford F-150 XL

Tuscaloosa, AL

Fair PriceLimited · 18
$6,950Mileage not verified

Market: $3,399 – $12,990

Comparison: 18 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 390 days listed (based on current market benchmarks)

Tuscaloosa, AL

1999 Chevrolet Silverado LS

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

1999 Chevrolet Silverado LS

Northport, AL

UnscoredInsufficient · 3
$6,950323,262 mi

Comparison: 3 similar vehicles

Northport, AL

2003 Dodge Ram 1500 Pickup SLT

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

2003 Dodge Ram 1500 Pickup SLT

Northport, AL

UnscoredInsufficient · 0
$6,977180,000 mi

Northport, AL

2002 Chevrolet Silverado 1500 LT

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

2002 Chevrolet Silverado 1500 LT

Bessemer, AL

UnscoredInsufficient · 0
$7,075296,333 mi

Bessemer, AL

2016 Nissan Frontier SV

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

2016 Nissan Frontier SV

Hueytown, AL

UnscoredModerate · 34
$7,440223,597 mi

Comparison: 34 similar vehicles

Hueytown, AL

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

Bessemer, AL

UnscoredInsufficient · 0
$7,450218,381 mi

Bessemer, AL

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

Bessemer, AL

UnscoredLimited · 6
$7,500208,455 mi

Comparison: 6 similar vehicles

Bessemer, AL

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

Tuscaloosa, AL

UnscoredInsufficient · 4
$7,803231,193 mi

Comparison: 4 similar vehicles

Tuscaloosa, AL

2006 Chevrolet Silverado 1500 LT3

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

2006 Chevrolet Silverado 1500 LT3

Bessemer, AL

UnscoredInsufficient · 0
$7,950252,754 mi

Bessemer, AL

2006 Nissan Frontier SE

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

2006 Nissan Frontier SE

Tuscaloosa, AL

UnscoredInsufficient · 0
$7,977206,014 mi

Tuscaloosa, AL

2005 Dodge Ram 1500 Pickup SLT

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

2005 Dodge Ram 1500 Pickup SLT

Tuscaloosa, AL

UnscoredInsufficient · 3
$7,977204,645 mi

Comparison: 3 similar vehicles

Tuscaloosa, AL

2002 Dodge Ram 1500 Pickup SLT

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

2002 Dodge Ram 1500 Pickup SLT

Bessemer, AL

UnscoredInsufficient · 3
$7,990229,920 mi

Comparison: 3 similar vehicles

Bessemer, AL

2014 Toyota Tacoma Base

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

2014 Toyota Tacoma Base

Hueytown, AL

UnscoredLimited · 6
$8,450236,802 mi

Comparison: 6 similar vehicles

Hueytown, AL

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

Northport, AL

UnscoredRobust · 69
$8,750261,010 mi

Comparison: 69 similar vehicles

Northport, AL

2008 Toyota Tundra Grade

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

2008 Toyota Tundra Grade

Hueytown, AL

UnscoredInsufficient · 4
$8,975184,024 mi

Comparison: 4 similar vehicles

Hueytown, AL

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

Hueytown, AL

UnscoredInsufficient · 0
$8,975369,797 mi

Hueytown, AL

2008 GMC Sierra 1500 Work Truck

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

2008 GMC Sierra 1500 Work Truck

Tuscaloosa, AL

UnscoredLimited · 8
$8,977292,295 mi

Comparison: 8 similar vehicles

Tuscaloosa, AL

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

Bessemer, AL

UnscoredLimited · 10
$8,990289,499 mi

Comparison: 10 similar vehicles

Bessemer, AL

2012 Chevrolet Silverado 2500HD LT

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

2012 Chevrolet Silverado 2500HD LT

Tuscaloosa, AL

UnscoredInsufficient · 0
$9,023228,815 mi

Tuscaloosa, AL

2006 Nissan Frontier Nismo

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

2006 Nissan Frontier Nismo

Tuscaloosa, AL

UnscoredInsufficient · 0
$9,593201,312 mi

Tuscaloosa, AL

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

Hueytown, AL

UnscoredLimited · 12
$9,800191,611 mi

Comparison: 12 similar vehicles

Hueytown, AL

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

Northport, AL

UnscoredLimited · 12
$9,850210,675 mi

Comparison: 12 similar vehicles

Northport, AL

2008 Chevrolet Silverado 2500HD Work Truck

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

2008 Chevrolet Silverado 2500HD Work Truck

Hueytown, AL

UnscoredInsufficient · 0
$9,975335,650 mi

Hueytown, AL

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

Tuscaloosa, AL

UnscoredModerate · 38
$9,977230,408 mi

Comparison: 38 similar vehicles

Tuscaloosa, AL

No Photo

2012 Chevrolet Silverado 1500 LT

Bessemer, AL

UnscoredInsufficient · 4
$9,990203,869 mi

Comparison: 4 similar vehicles

Bessemer, AL

2006 Ford F-250 Super Duty XLT

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

2006 Ford F-250 Super Duty XLT

Bessemer, AL

UnscoredInsufficient · 0
$9,99099,409 mi

Bessemer, AL

2002 Dodge Ram 1500 Pickup SLT

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

2002 Dodge Ram 1500 Pickup SLT

Bessemer, AL

UnscoredInsufficient · 0
$10,00096,289 mi

Bessemer, AL

2016 Nissan Frontier SV

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

2016 Nissan Frontier SV

Tuscaloosa, AL

UnscoredLimited · 19
$10,093212,819 mi

Comparison: 19 similar vehicles

Tuscaloosa, AL

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

Fayette, AL

UnscoredRobust · 108
$10,900246,672 mi

Comparison: 108 similar vehicles

Fayette, AL

2010 Chevrolet Silverado 1500 LT

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

2010 Chevrolet Silverado 1500 LT

Tuscaloosa, AL

UnscoredModerate · 26
$10,916120,035 mi

Comparison: 26 similar vehicles

Tuscaloosa, AL

2005 Toyota Tacoma PreRunner

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

2005 Toyota Tacoma PreRunner

Tuscaloosa, AL

UnscoredLimited · 7
$10,977147,206 mi

Comparison: 7 similar vehicles

Tuscaloosa, AL

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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