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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 18, 2026

6M+

Unique vehicles analyzed

as of October 17, 2026

57,000+

US dealerships

Daily

Data pipeline

Comparable

Market-evidence analysis

3.3M new·2.8M used·Listings processed daily

Or explore the market

44,304 listings found

2018 Kia RIO LX

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

2018 Kia RIO LX

Greenville, SC

UnscoredLimited · 8
$1,500119,847 mi

Comparison: 8 similar vehicles

Greenville, SC

2015 Chevrolet Equinox 1LT

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

2015 Chevrolet Equinox 1LT

Greenville, SC

UnscoredLimited · 10
$1,800132,866 mi

Comparison: 10 similar vehicles

Greenville, SC

2013 Chevrolet Impala 2FL

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

2013 Chevrolet Impala 2FL

Gaffney, SC

Salvage title
$1,800152,327 mi

Gaffney, SC

2002 Honda Odyssey EX

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

2002 Honda Odyssey EX

Union, SC

UnscoredInsufficient · 3
$1,800273,954 mi

Comparison: 3 similar vehicles

Union, SC

2010 Ford Focus SE

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

2010 Ford Focus SE

Gaffney, SC

Salvage title
$1,900221,690 mi

Gaffney, SC

2006 Subaru Forester X

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

2006 Subaru Forester X

Union, SC

UnscoredInsufficient · 0
$1,900225,913 mi

Union, SC

1999 Buick Park Avenue ULTRA

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

1999 Buick Park Avenue ULTRA

Gaffney, SC

UnscoredInsufficient · 0
$1,900185,970 mi

Gaffney, SC

2001 Chrysler PT Cruiser Base

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

2001 Chrysler PT Cruiser Base

Greenville, SC

UnscoredLimited · 6
$1,950266,085 mi

Comparison: 6 similar vehicles

Greenville, SC

1985 Honda Unknown

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

1985 Honda Unknown

Hickory, NC

UnscoredInsufficient · 0
$1,99531,511 mi

Hickory, NC

2010 Buick Lucerne CXL

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

2010 Buick Lucerne CXL

Stanley, NC

UnscoredInsufficient · 4
$2,000153,790 mi

Comparison: 4 similar vehicles

Stanley, NC

2001 Daewoo Leganza

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

2001 Daewoo Leganza

Hickory, NC

UnscoredInsufficient · 0
$2,00076,819 mi

Hickory, NC

2000 Chevrolet Blazer LS

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

2000 Chevrolet Blazer LS

Lenoir, NC

UnscoredInsufficient · 3
$2,299206,642 mi

Comparison: 3 similar vehicles

Lenoir, NC

2012 Volvo XC90 3.2

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

2012 Volvo XC90 3.2

Hendersonville, NC

UnscoredInsufficient · 3
$2,300271,725 mi

Comparison: 3 similar vehicles

Hendersonville, NC

2004 Mitsubishi Lancer ES

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

2004 Mitsubishi Lancer ES

Greenville, SC

UnscoredInsufficient · 0
$2,300221,385 mi

Greenville, SC

2001 Pontiac Montana Base

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

2001 Pontiac Montana Base

Shelby, NC

UnscoredInsufficient · 0
$2,350171,500 mi

Shelby, NC

2001 Chrysler Town & Country LIMITED

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

2001 Chrysler Town & Country LIMITED

Hickory, NC

UnscoredInsufficient · 0
$2,45089,367 mi

Hickory, NC

No Photo

2005 Saturn ION 3

Lenoir, NC

UnscoredInsufficient · 0
$2,488159,087 mi

Lenoir, NC

No Photo

2004 Pontiac Grand Prix GT1

Lenoir, NC

UnscoredInsufficient · 0
$2,488327,899 mi

Lenoir, NC

2002 Dodge Grand Caravan SE

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

2002 Dodge Grand Caravan SE

Asheville, NC

UnscoredInsufficient · 0
$2,495162,817 mi

Asheville, NC

1994 Ford Ranger XL

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

1994 Ford Ranger XL

Lenoir, NC

UnscoredInsufficient · 0
$2,499230,288 mi

Lenoir, NC

2013 Volkswagen Golf Base

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

2013 Volkswagen Golf Base

Gaffney, SC

UnscoredInsufficient · 3
$2,500240,490 mi

Comparison: 3 similar vehicles

Gaffney, SC

2005 Ford Escape Hybrid

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

2005 Ford Escape Hybrid

Gaffney, SC

UnscoredInsufficient · 0
$2,500308,854 mi

Gaffney, SC

2005 Toyota Matrix XR

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

2005 Toyota Matrix XR

Union, SC

UnscoredInsufficient · 4
$2,500278,504 mi

Comparison: 4 similar vehicles

Union, SC

2003 Ford Focus ZX3

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

2003 Ford Focus ZX3

Newton, NC

UnscoredInsufficient · 0
$2,500117,352 mi

Newton, NC

2000 Honda Accord

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

2000 Honda Accord

Hickory, NC

UnscoredInsufficient · 0
$2,500287,314 mi

Hickory, NC

1995 Ford Thunderbird

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

1995 Ford Thunderbird

Hickory, NC

UnscoredInsufficient · 0
$2,500123,197 mi

Hickory, NC

No Photo

2006 Hyundai Sonata LX

Lenoir, NC

UnscoredLimited · 11
$2,588227,144 mi

Comparison: 11 similar vehicles

Lenoir, NC

2007 Hyundai Sonata GLS

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

2007 Hyundai Sonata GLS

Greenville, SC

UnscoredInsufficient · 0
$2,590207,725 mi

Greenville, SC

2005 INFINITI G35 Base

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

2005 INFINITI G35 Base

Landrum, SC

UnscoredLimited · 6
$2,600156,563 mi

Comparison: 6 similar vehicles

Landrum, SC

2005 Ford Escape XLT

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

2005 Ford Escape XLT

Shelby, NC

UnscoredInsufficient · 3
$2,650244,212 mi

Comparison: 3 similar vehicles

Shelby, NC

2000 Ford Explorer XLS

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

2000 Ford Explorer XLS

Stanley, NC

Salvage title
$2,650122,900 mi

Stanley, NC

2009 Audi A4 Premium

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

2009 Audi A4 Premium

Greenville, SC

UnscoredLimited · 6
$2,687121,441 mi

Comparison: 6 similar vehicles

Greenville, SC

2003 Chevrolet Cavalier Base

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

2003 Chevrolet Cavalier Base

Greenville, SC

UnscoredInsufficient · 0
$2,700139,385 mi

Greenville, SC

2006 Toyota Sienna LE

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

2006 Toyota Sienna LE

Lenoir, NC

UnscoredLimited · 11
$2,750240,000 mi

Comparison: 11 similar vehicles

Lenoir, NC

2017 Kia Rio LX

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

2017 Kia Rio LX

Gaffney, SC

UnscoredRobust · 54
$2,800112,000 mi

Comparison: 54 similar vehicles

Gaffney, SC

2015 Mitsubishi Mirage DE

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

2015 Mitsubishi Mirage DE

Gaffney, SC

UnscoredLimited · 5
$2,800133,504 mi

Comparison: 5 similar vehicles

Gaffney, SC

2005 Pontiac Grand Prix

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

2005 Pontiac Grand Prix

Gaffney, SC

UnscoredInsufficient · 0
$2,800274,449 mi

Gaffney, SC

No Photo

2007 Subaru Outback I Limited

Gaffney, SC

UnscoredInsufficient · 0
$2,850208,335 mi

Gaffney, SC

2008 Kia Sedona LX

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

2008 Kia Sedona LX

Greenville, SC

UnscoredInsufficient · 0
$2,877200,999 mi

Greenville, SC

2008 Ford Expedition Limited

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

2008 Ford Expedition Limited

Union, SC

UnscoredLimited · 7
$2,900306,414 mi

Comparison: 7 similar vehicles

Union, SC

2008 Kia Sedona EX

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

2008 Kia Sedona EX

Union, SC

UnscoredInsufficient · 0
$2,900245,150 mi

Union, SC

2005 Nissan Sentra 1.8 S

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

2005 Nissan Sentra 1.8 S

Hudson, NC

UnscoredInsufficient · 0
$2,900180,000 mi

Hudson, NC

1999 Toyota Camry LE

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

1999 Toyota Camry LE

Landrum, SC

UnscoredInsufficient · 0
$2,900199,345 mi

Landrum, SC

1995 Chevrolet Unknown

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

1995 Chevrolet Unknown

Conover, NC

UnscoredInsufficient · 0
$2,900198,000 mi

Conover, NC

2004 Ford F-150 Heritage XL

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

2004 Ford F-150 Heritage XL

Forest City, NC

UnscoredInsufficient · 0
$2,925276,144 mi

Forest City, NC

2008 GMC Acadia SLE

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

2008 GMC Acadia SLE

Stanley, NC

UnscoredInsufficient · 0
$2,950197,200 mi

Stanley, NC

2007 Ford Focus ZX3 SE

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

2007 Ford Focus ZX3 SE

Greenville, SC

UnscoredInsufficient · 0
$2,950204,185 mi

Greenville, SC

2006 Saturn VUE Base

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

2006 Saturn VUE Base

Lenoir, NC

UnscoredInsufficient · 3
$2,950194,367 mi

Comparison: 3 similar vehicles

Lenoir, NC

2006 Ford Escape XLT

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

2006 Ford Escape XLT

Greenville, SC

UnscoredInsufficient · 0
$2,988333,780 mi

Greenville, SC

2017 Hyundai Accent SE

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

2017 Hyundai Accent SE

Spartanburg, SC

UnscoredModerate · 32
$2,995199,750 mi

Comparison: 32 similar vehicles

Spartanburg, SC

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 manage their profile, 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, exports, and enhanced merchandising.
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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