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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

4,910 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

Prattville, AL

UnscoredLimited · 9
$3,599167,000 mi

Comparison: 9 similar vehicles

Prattville, 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

No Photo

2005 Ford F-150 STX

Montgomery, AL

UnscoredInsufficient · 0
$4,000Mileage not verified

Montgomery, AL

2004 Dodge Dakota SLT

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

2004 Dodge Dakota SLT

Montgomery, AL

Salvage title
$4,449191,000 mi

Montgomery, AL

No Photo

2010 Ford F-150 XL

Montgomery, AL

UnscoredModerate · 34
$4,500Mileage not verified

Comparison: 34 similar vehicles

Montgomery, AL

2007 Chevrolet Avalanche LS

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

2007 Chevrolet Avalanche LS

Auburn, AL

UnscoredInsufficient · 0
$4,500209,164 mi

Auburn, AL

2004 Ford Ranger Edge

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

2004 Ford Ranger Edge

Montgomery, AL

UnscoredInsufficient · 0
$4,699130,091 mi

Montgomery, AL

2004 Ford Explorer Sport Trac Adrenalin

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

2004 Ford Explorer Sport Trac Adrenalin

Montgomery, AL

UnscoredInsufficient · 0
$4,995138,713 mi

Montgomery, AL

2000 Chevrolet Silverado LT

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

2000 Chevrolet Silverado LT

Jemison, AL

UnscoredInsufficient · 0
$4,995282,470 mi

Jemison, AL

1999 Chevrolet Silverado LT

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

1999 Chevrolet Silverado LT

Jemison, AL

UnscoredInsufficient · 3
$4,995218,569 mi

Comparison: 3 similar vehicles

Jemison, AL

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

Auburn, AL

UnscoredLimited · 10
$5,677185,332 mi

Comparison: 10 similar vehicles

Auburn, AL

2007 Chevrolet Silverado 1500 Work Truck

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

2007 Chevrolet Silverado 1500 Work Truck

Childersburg, AL

UnscoredLimited · 9
$5,768221,165 mi

Comparison: 9 similar vehicles

Childersburg, AL

2010 Ford Explorer Sport Trac XLT

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

2010 Ford Explorer Sport Trac XLT

Montgomery, AL

UnscoredInsufficient · 0
$6,399162,878 mi

Montgomery, 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

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

Jemison, AL

UnscoredLimited · 9
$6,995212,298 mi

Comparison: 9 similar vehicles

Jemison, AL

2001 Ford Ranger XLT Appearance

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

2001 Ford Ranger XLT Appearance

Wetumpka, AL

UnscoredInsufficient · 0
$6,995209,854 mi

Wetumpka, AL

2007 Ford F-150 XL

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

2007 Ford F-150 XL

Columbiana, AL

UnscoredLimited · 6
$7,249167,382 mi

Comparison: 6 similar vehicles

Columbiana, AL

No Photo

2011 Ford F-150 Lariat

Prattville, AL

UnscoredLimited · 13
$7,499229,499 mi

Comparison: 13 similar vehicles

Prattville, AL

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

Montgomery, AL

UnscoredLimited · 9
$7,950230,036 mi

Comparison: 9 similar vehicles

Montgomery, AL

No Photo

2005 GMC Sierra 1500 SLE

Jemison, AL

UnscoredInsufficient · 4
$7,995260,920 mi

Comparison: 4 similar vehicles

Jemison, AL

2007 Toyota Tundra SR5

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

2007 Toyota Tundra SR5

Harpersville, AL

UnscoredInsufficient · 3
$8,000237,520 mi

Comparison: 3 similar vehicles

Harpersville, AL

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

Opelika, AL

UnscoredInsufficient · 3
$8,500216,326 mi

Comparison: 3 similar vehicles

Opelika, 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

Westover, AL

UnscoredModerate · 21
$8,950217,286 mi

Comparison: 21 similar vehicles

Westover, AL

2016 Toyota Tacoma SR

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

2016 Toyota Tacoma SR

Montgomery, AL

UnscoredLimited · 15
$8,991207,162 mi

Comparison: 15 similar vehicles

Montgomery, 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

2009 Chevrolet Silverado 1500 1LT

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

2009 Chevrolet Silverado 1500 1LT

Auburn, AL

UnscoredModerate · 20
$8,999166,980 mi

Comparison: 20 similar vehicles

Auburn, AL

2005 GMC Canyon Z71 SLE/SE

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

2005 GMC Canyon Z71 SLE/SE

Montgomery, AL

UnscoredInsufficient · 0
$8,999126,300 mi

Montgomery, AL

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

Montgomery, AL

UnscoredInsufficient · 0
$9,000321,146 mi

Montgomery, AL

2007 Ford F-350 Super Duty Lariat

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

2007 Ford F-350 Super Duty Lariat

Pell City, AL

UnscoredInsufficient · 0
$9,500Mileage not verified

Pell City, AL

2006 Dodge Dakota SLT

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

2006 Dodge Dakota SLT

Sylacauga, AL

UnscoredInsufficient · 3
$9,500151,001 mi

Comparison: 3 similar vehicles

Sylacauga, 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

Prattville, AL

UnscoredLimited · 8
$9,800143,968 mi

Comparison: 8 similar vehicles

Prattville, AL

2013 Nissan Frontier Desert Runner

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

2013 Nissan Frontier Desert Runner

Prattville, AL

UnscoredInsufficient · 0
$9,865199,908 mi

Prattville, AL

2016 GMC Canyon Base

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

2016 GMC Canyon Base

Lanett, AL

UnscoredInsufficient · 4
$9,985150,992 mi

Comparison: 4 similar vehicles

Lanett, 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

Montgomery, AL

UnscoredLimited · 9
$9,990222,408 mi

Comparison: 9 similar vehicles

Montgomery, AL

No Photo

2013 RAM 1500 Pickup Sport

Montgomery, AL

UnscoredLimited · 5
$9,995230,882 mi

Comparison: 5 similar vehicles

Montgomery, AL

2016 RAM 1500 Pickup Lone Star

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

2016 RAM 1500 Pickup Lone Star

Prattville, AL

UnscoredLimited · 8
$10,000158,036 mi

Comparison: 8 similar vehicles

Prattville, 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

Sylacauga, AL

UnscoredLimited · 11
$10,176260,000 mi

Comparison: 11 similar vehicles

Sylacauga, AL

2007 Ford F-150 FX4

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

2007 Ford F-150 FX4

Sylacauga, AL

UnscoredInsufficient · 3
$10,250170,696 mi

Comparison: 3 similar vehicles

Sylacauga, AL

No Photo

2015 RAM 1500 Pickup Tradesman

Montgomery, AL

Fair PriceLimited · 13
$10,500Mileage not verified

Market: $6,995 – $19,998

Comparison: 13 similar vehicles

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

Montgomery, 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

Montgomery, AL

UnscoredLimited · 7
$10,686189,205 mi

Comparison: 7 similar vehicles

Montgomery, 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

Notasulga, AL

UnscoredInsufficient · 3
$10,699266,146 mi

Comparison: 3 similar vehicles

Notasulga, AL

2013 RAM 1500 Pickup Tradesman

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

2013 RAM 1500 Pickup Tradesman

Montgomery, AL

UnscoredLimited · 11
$10,900170,744 mi

Comparison: 11 similar vehicles

Montgomery, 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

Wetumpka, AL

UnscoredModerate · 43
$10,900141,860 mi

Comparison: 43 similar vehicles

Wetumpka, AL

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

Columbiana, AL

UnscoredModerate · 49
$10,950217,648 mi

Comparison: 49 similar vehicles

Columbiana, 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

Alexander City, AL

UnscoredModerate · 39
$10,990179,856 mi

Comparison: 39 similar vehicles

Alexander City, AL

No Photo

2018 Ford F-150 XL

Montgomery, AL

UnscoredLimited · 7
$10,991151,126 mi

Comparison: 7 similar vehicles

Montgomery, AL

2015 Toyota Tundra SR5

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

2015 Toyota Tundra SR5

Columbiana, AL

UnscoredInsufficient · 4
$10,995227,192 mi

Comparison: 4 similar vehicles

Columbiana, AL

No Photo

2012 Ford F-150 FX4

Jemison, AL

UnscoredLimited · 18
$10,995260,934 mi

Comparison: 18 similar vehicles

Jemison, AL

2010 Nissan Titan SE

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

2010 Nissan Titan SE

Jemison, AL

UnscoredInsufficient · 0
$10,995190,567 mi

Jemison, 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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