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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

5,716 listings found

2006 Ford F-150 STX

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

2006 Ford F-150 STX

Pell City, AL

UnscoredLimited · 5
$2,500Mileage not verified

Comparison: 5 similar vehicles

Pell City, AL

2003 Ford F-150 XLT

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

2003 Ford F-150 XLT

Pell City, AL

Fair PriceLimited · 10
$3,725Mileage not verified

Market: $3,599 – $10,995

Comparison: 10 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 2 days listed (based on current market benchmarks)

Pell City, AL

2007 Nissan Titan SE

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

2007 Nissan Titan SE

Bremen, GA

UnscoredLimited · 12
$4,550222,016 mi

Comparison: 12 similar vehicles

Bremen, GA

2006 Chevrolet Colorado LT

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

2006 Chevrolet Colorado LT

Rome, GA

UnscoredInsufficient · 0
$5,225183,885 mi

Rome, GA

2004 Chevrolet Silverado 1500 LS

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

2004 Chevrolet Silverado 1500 LS

Bremen, GA

UnscoredInsufficient · 4
$5,250184,025 mi

Comparison: 4 similar vehicles

Bremen, GA

2008 GMC Canyon WT

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

2008 GMC Canyon WT

Fort Payne, AL

UnscoredInsufficient · 0
$5,500162,471 mi

Fort Payne, AL

2006 Honda Ridgeline RTL

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

2006 Honda Ridgeline RTL

Cedartown, GA

UnscoredInsufficient · 4
$5,500282,426 mi

Comparison: 4 similar vehicles

Cedartown, GA

2003 Ford Explorer Sport Trac XLS

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

2003 Ford Explorer Sport Trac XLS

Rome, GA

UnscoredInsufficient · 0
$5,500Mileage not verified

Rome, GA

2007 Toyota Tundra SR5

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

2007 Toyota Tundra SR5

Trussville, AL

UnscoredInsufficient · 4
$5,875315,403 mi

Comparison: 4 similar vehicles

Trussville, 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

Fort Payne, AL

UnscoredModerate · 21
$5,900161,808 mi

Comparison: 21 similar vehicles

Fort Payne, AL

2008 Ford Explorer Sport Trac Limited

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

2008 Ford Explorer Sport Trac Limited

Rome, GA

UnscoredInsufficient · 4
$5,995217,000 mi

Comparison: 4 similar vehicles

Rome, GA

2008 Toyota Tundra Grade

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

2008 Toyota Tundra Grade

Fort Payne, AL

UnscoredLimited · 5
$5,995316,474 mi

Comparison: 5 similar vehicles

Fort Payne, AL

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

Fyffe, AL

Fair PriceLimited · 12
$5,995Mileage not verified

Market: $2,653 – $16,900

Comparison: 12 similar vehicles

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

Fyffe, AL

2012 RAM 1500 Pickup ST

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

2012 RAM 1500 Pickup ST

Fort Payne, AL

UnscoredModerate · 20
$6,000236,693 mi

Comparison: 20 similar vehicles

Fort Payne, AL

2002 Nissan Frontier XE

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

2002 Nissan Frontier XE

Riverside, AL

UnscoredInsufficient · 4
$6,543241,246 mi

Comparison: 4 similar vehicles

Riverside, AL

2008 Ford F-350 Super Duty Chassis Cab XL

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

2008 Ford F-350 Super Duty Chassis Cab XL

Rome, GA

UnscoredLimited · 9
$6,800Mileage not verified

Comparison: 9 similar vehicles

Rome, GA

2007 Dodge Ram 1500 Pickup SLT

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

2007 Dodge Ram 1500 Pickup SLT

Albertville, AL

Salvage title
$6,900175,377 mi

Albertville, AL

2006 Honda Ridgeline RTL

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

2006 Honda Ridgeline RTL

Boaz, AL

UnscoredInsufficient · 4
$6,900193,284 mi

Comparison: 4 similar vehicles

Boaz, AL

2010 Ford F-150 Lariat

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

2010 Ford F-150 Lariat

Moody, AL

UnscoredLimited · 18
$6,950240,022 mi

Comparison: 18 similar vehicles

Moody, AL

2004 Chevrolet Silverado 2500HD LS

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

2004 Chevrolet Silverado 2500HD LS

Boaz, AL

UnscoredLimited · 5
$6,990350,735 mi

Comparison: 5 similar vehicles

Boaz, AL

2001 Ford F-150 King Ranch

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

2001 Ford F-150 King Ranch

Anniston, AL

UnscoredInsufficient · 0
$6,990Mileage not verified

Anniston, AL

No Photo

2015 Ford F-150 Lariat

Attalla, AL

UnscoredInsufficient · 3
$6,995173,485 mi

Comparison: 3 similar vehicles

Attalla, AL

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

Albertville, AL

UnscoredModerate · 21
$6,995258,315 mi

Comparison: 21 similar vehicles

Albertville, AL

1999 Chevrolet S-10 LS

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

1999 Chevrolet S-10 LS

Anniston, AL

UnscoredInsufficient · 0
$6,995253,290 mi

Anniston, AL

2001 Chevrolet Silverado LS

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

2001 Chevrolet Silverado LS

Gadsden, AL

UnscoredLimited · 6
$6,997277,196 mi

Comparison: 6 similar vehicles

Gadsden, AL

2001 Chevrolet Silverado LS

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

2001 Chevrolet Silverado LS

Bremen, GA

UnscoredLimited · 7
$6,999222,909 mi

Comparison: 7 similar vehicles

Bremen, GA

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

Summerville, GA

UnscoredLimited · 8
$7,198272,864 mi

Comparison: 8 similar vehicles

Summerville, GA

2011 RAM 1500 Pickup ST

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

2011 RAM 1500 Pickup ST

Rome, GA

Fair PriceLimited · 12
$7,500Mileage not verified

Market: $5,995 – $15,995

Comparison: 12 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 84 days listed (based on current market benchmarks)

Rome, GA

2011 Chevrolet Avalanche LT

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

2011 Chevrolet Avalanche LT

Cedartown, GA

UnscoredLimited · 5
$7,500307,569 mi

Comparison: 5 similar vehicles

Cedartown, GA

2000 Dodge Dakota SPORT

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

2000 Dodge Dakota SPORT

Rome, GA

UnscoredInsufficient · 3
$7,500222,075 mi

Comparison: 3 similar vehicles

Rome, GA

2004 Ford Ranger Edge

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

2004 Ford Ranger Edge

Moody, AL

UnscoredInsufficient · 0
$7,950210,702 mi

Moody, AL

2012 Honda Ridgeline RTS

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

2012 Honda Ridgeline RTS

Rome, GA

UnscoredInsufficient · 0
$7,954197,024 mi

Rome, GA

2008 Chevrolet Avalanche LTZ

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

2008 Chevrolet Avalanche LTZ

Boaz, AL

UnscoredInsufficient · 0
$7,990203,890 mi

Boaz, AL

2014 Nissan Frontier S

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

2014 Nissan Frontier S

Anniston, AL

UnscoredLimited · 8
$7,995243,183 mi

Comparison: 8 similar vehicles

Anniston, AL

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

Cedartown, GA

UnscoredModerate · 21
$8,000278,873 mi

Comparison: 21 similar vehicles

Cedartown, GA

2006 Chevrolet Silverado 1500 Work Truck

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

2006 Chevrolet Silverado 1500 Work Truck

Heflin, AL

UnscoredInsufficient · 0
$8,45187,420 mi

Heflin, AL

2004 Toyota Tacoma Base

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

2004 Toyota Tacoma Base

Cedartown, GA

UnscoredInsufficient · 4
$8,500305,708 mi

Comparison: 4 similar vehicles

Cedartown, GA

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

Pinson, AL

UnscoredInsufficient · 3
$8,89999,821 mi

Comparison: 3 similar vehicles

Pinson, AL

2017 Ford F-150 XLT

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

2017 Ford F-150 XLT

Albertville, AL

UnscoredLimited · 8
$8,900276,319 mi

Comparison: 8 similar vehicles

Albertville, AL

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

Boaz, AL

UnscoredLimited · 14
$8,900194,000 mi

Comparison: 14 similar vehicles

Boaz, AL

2004 Ford F-150 Lariat

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

2004 Ford F-150 Lariat

Rome, GA

UnscoredLimited · 7
$8,900158,000 mi

Comparison: 7 similar vehicles

Rome, GA

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

Arab, AL

UnscoredModerate · 44
$8,944243,405 mi

Comparison: 44 similar vehicles

Arab, 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

Albertville, AL

UnscoredInsufficient · 3
$8,995142,148 mi

Comparison: 3 similar vehicles

Albertville, 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

Albertville, AL

UnscoredLimited · 10
$8,995163,114 mi

Comparison: 10 similar vehicles

Albertville, AL

2003 Ford F-250 Super Duty XL

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

2003 Ford F-250 Super Duty XL

Moody, AL

UnscoredLimited · 8
$8,995241,086 mi

Comparison: 8 similar vehicles

Moody, AL

2002 Nissan Frontier XE

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

2002 Nissan Frontier XE

Munford, AL

UnscoredInsufficient · 4
$8,995Mileage not verified

Comparison: 4 similar vehicles

Munford, AL

2017 RAM 1500 Pickup Tradesman

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

2017 RAM 1500 Pickup Tradesman

Trafford, AL

UnscoredModerate · 24
$9,000185,361 mi

Comparison: 24 similar vehicles

Trafford, 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

Albertville, AL

UnscoredLimited · 7
$9,000187,187 mi

Comparison: 7 similar vehicles

Albertville, AL

2010 Chevrolet Silverado 1500 LS

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

2010 Chevrolet Silverado 1500 LS

Summerville, GA

UnscoredInsufficient · 0
$9,198292,312 mi

Summerville, GA

2009 GMC Sierra 1500 SL

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

2009 GMC Sierra 1500 SL

Summerville, GA

UnscoredLimited · 17
$9,198276,340 mi

Comparison: 17 similar vehicles

Summerville, GA

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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