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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 19, 2026

6M+

Unique vehicles analyzed

as of October 18, 2026

56,000+

US dealerships

Daily

Data pipeline

Comparable

Market-evidence analysis

3.3M new·2.8M used·Listings processed daily

Or explore the market

27,458 listings found

No Photo

2006 Ford F-150 STX

Birmingham, AL

UnscoredLimited · 5
$1,750Mileage not verified

Comparison: 5 similar vehicles

Birmingham, AL

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

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

UnscoredModerate · 21
$2,653333,344 mi

Comparison: 21 similar vehicles

Tuscaloosa, AL

2011 Chevrolet Silverado 1500 Work Truck

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

2011 Chevrolet Silverado 1500 Work Truck

Alabaster, AL

UnscoredModerate · 22
$2,800258,957 mi

Comparison: 22 similar vehicles

Alabaster, 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 · 12
$2,868207,931 mi

Comparison: 12 similar vehicles

Tuscaloosa, AL

No Photo

2004 Dodge Ram 1500 Pickup ST

Jasper, AL

UnscoredLimited · 8
$2,990231,985 mi

Comparison: 8 similar vehicles

Jasper, AL

2007 Nissan Titan XE

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

2007 Nissan Titan XE

New Brockton, AL

UnscoredInsufficient · 0
$2,995337,963 mi

New Brockton, 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

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 · 8
$3,599167,000 mi

Comparison: 8 similar vehicles

Prattville, AL

1999 Ford Ranger XLT

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

1999 Ford Ranger XLT

Ardmore, AL

UnscoredInsufficient · 3
$3,600202,814 mi

Comparison: 3 similar vehicles

Ardmore, 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

Bay Minette, AL

UnscoredInsufficient · 4
$3,899287,444 mi

Comparison: 4 similar vehicles

Bay Minette, AL

2005 Dodge Ram 1500 Pickup ST

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

2005 Dodge Ram 1500 Pickup ST

Boaz, AL

UnscoredLimited · 6
$3,990197,573 mi

Comparison: 6 similar vehicles

Boaz, AL

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

Mobile, AL

UnscoredInsufficient · 3
$3,995280,000 mi

Comparison: 3 similar vehicles

Mobile, AL

2009 Chevrolet Silverado 1500 LTZ

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

2009 Chevrolet Silverado 1500 LTZ

Repton, AL

UnscoredInsufficient · 0
$4,000208,653 mi

Repton, AL

2008 Ford F-150 FX4

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

2008 Ford F-150 FX4

Repton, AL

UnscoredLimited · 8
$4,000159,795 mi

Comparison: 8 similar vehicles

Repton, AL

No Photo

2005 Ford F-150 STX

Montgomery, AL

UnscoredLimited · 11
$4,000Mileage not verified

Comparison: 11 similar vehicles

Montgomery, AL

2002 Dodge Ram 1500 Pickup ST

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

2002 Dodge Ram 1500 Pickup ST

Robertsdale, AL

UnscoredInsufficient · 0
$4,000276,590 mi

Robertsdale, AL

1999 Chevrolet Silverado BASE

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

1999 Chevrolet Silverado BASE

Foley, AL

UnscoredInsufficient · 0
$4,003262,579 mi

Foley, AL

No Photo

2002 Ford F-150 XL

Jasper, AL

UnscoredLimited · 10
$4,200Mileage not verified

Comparison: 10 similar vehicles

Jasper, AL

1997 Ford Ranger SPLASH

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

1997 Ford Ranger SPLASH

Birmingham, AL

UnscoredInsufficient · 0
$4,244267,994 mi

Birmingham, 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

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

No Photo

2010 Ford F-150 XL

Montgomery, AL

UnscoredModerate · 36
$4,500Mileage not verified

Comparison: 36 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

2007 Toyota Tundra SR5

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

2007 Toyota Tundra SR5

Robertsdale, AL

UnscoredInsufficient · 4
$4,500253,000 mi

Comparison: 4 similar vehicles

Robertsdale, AL

2004 Ford F-150 FX4

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

2004 Ford F-150 FX4

Phenix City, AL

UnscoredInsufficient · 0
$4,500429,037 mi

Phenix 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

Calera, AL

UnscoredLimited · 8
$4,500213,155 mi

Comparison: 8 similar vehicles

Calera, AL

2002 Toyota Tundra SR5

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

2002 Toyota Tundra SR5

Phenix City, AL

UnscoredInsufficient · 4
$4,500286,810 mi

Comparison: 4 similar vehicles

Phenix City, AL

2007 Chevrolet Silverado Classic 1500 LT1

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

2007 Chevrolet Silverado Classic 1500 LT1

Phenix City, AL

UnscoredLimited · 5
$4,600262,060 mi

Comparison: 5 similar vehicles

Phenix City, 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

2006 Toyota Tacoma PreRunner

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

2006 Toyota Tacoma PreRunner

Phenix City, AL

UnscoredLimited · 16
$4,800330,000 mi

Comparison: 16 similar vehicles

Phenix City, 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

Bay Minette, AL

UnscoredModerate · 24
$4,899225,399 mi

Comparison: 24 similar vehicles

Bay Minette, AL

1999 Toyota Tacoma PRERUNNER

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

1999 Toyota Tacoma PRERUNNER

Jasper, AL

UnscoredInsufficient · 0
$4,990311,597 mi

Jasper, AL

2004 Dodge Ram 1500 Pickup Laramie

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

2004 Dodge Ram 1500 Pickup Laramie

Madison, AL

UnscoredInsufficient · 0
$4,995272,486 mi

Madison, 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

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

Mobile, AL

UnscoredInsufficient · 3
$4,995288,000 mi

Comparison: 3 similar vehicles

Mobile, 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

2002 Toyota Tacoma Prerunner

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

2002 Toyota Tacoma Prerunner

Jasper, AL

UnscoredInsufficient · 0
$4,999228,299 mi

Jasper, 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

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

Birmingham, AL

Great DealModerate · 21
$5,00073,237 mi

Market: $5,900 – $13,995

Comparison: 21 similar vehicles

Competitively priced ~15% below the typical range compared to similar vehicles · 21 days listed (based on current market benchmarks)

Birmingham, AL

2011 Ford F-150 STX

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

2011 Ford F-150 STX

Phenix City, AL

UnscoredInsufficient · 0
$5,000220,384 mi

Phenix City, AL

2010 Ford F-150 FX2

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

2010 Ford F-150 FX2

Phenix City, AL

UnscoredInsufficient · 4
$5,000275,000 mi

Comparison: 4 similar vehicles

Phenix City, AL

2008 Chevrolet Silverado 1500 LS

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

2008 Chevrolet Silverado 1500 LS

Phenix City, AL

UnscoredInsufficient · 0
$5,000350,702 mi

Phenix City, 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

Fort Payne, AL

UnscoredLimited · 13
$5,000299,854 mi

Comparison: 13 similar vehicles

Fort Payne, AL

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

Haleyville, AL

Salvage title
$5,000Mileage not verified

Haleyville, AL

2002 GMC Sierra 1500 SL

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

2002 GMC Sierra 1500 SL

Haleyville, AL

UnscoredInsufficient · 3
$5,000350,000 mi

Comparison: 3 similar vehicles

Haleyville, 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

Troy, AL

UnscoredLimited · 5
$5,390250,984 mi

Comparison: 5 similar vehicles

Troy, 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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