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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

50,000+ listings found(add a location or filter to narrow results)

1993 Chevrolet Corvette

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

1993 Chevrolet Corvette

Melbourne, FL

UnscoredInsufficient · 0
$1,27856,974 mi

Melbourne, FL

2014 Chevrolet Equinox LS

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

2014 Chevrolet Equinox LS

Cocoa, FL

UnscoredLimited · 8
$1,395Mileage not verified

Comparison: 8 similar vehicles

Cocoa, FL

2015 Chevrolet Cruze 2LT

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

2015 Chevrolet Cruze 2LT

Kissimmee, FL

UnscoredInsufficient · 3
$1,500204,000 mi

Comparison: 3 similar vehicles

Kissimmee, FL

2014 Chevrolet Cruze LTZ

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

2014 Chevrolet Cruze LTZ

Orlando, FL

UnscoredInsufficient · 3
$1,500137,376 mi

Comparison: 3 similar vehicles

Orlando, FL

2013 Chevrolet Sonic LS

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

2013 Chevrolet Sonic LS

Melbourne, FL

UnscoredInsufficient · 3
$1,50099,670 mi

Comparison: 3 similar vehicles

Melbourne, FL

2013 Hyundai Sonata GLS

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

2013 Hyundai Sonata GLS

Orlando, FL

UnscoredModerate · 20
$1,500163,755 mi

Comparison: 20 similar vehicles

Orlando, FL

2011 Nissan Murano S

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

2011 Nissan Murano S

Orlando, FL

UnscoredInsufficient · 3
$1,500149,784 mi

Comparison: 3 similar vehicles

Orlando, FL

2010 Ford Escape Limited

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

2010 Ford Escape Limited

Orlando, FL

UnscoredLimited · 5
$1,500205,597 mi

Comparison: 5 similar vehicles

Orlando, FL

2009 Lincoln MKZ Base

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

2009 Lincoln MKZ Base

Orlando, FL

UnscoredLimited · 5
$1,500190,617 mi

Comparison: 5 similar vehicles

Orlando, FL

No Photo

2006 Jeep Liberty Sport

Melbourne, FL

UnscoredLimited · 6
$1,500128,650 mi

Comparison: 6 similar vehicles

Melbourne, FL

2005 Ford Focus ZX4 S

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

2005 Ford Focus ZX4 S

Melbourne, FL

UnscoredInsufficient · 0
$1,500102,088 mi

Melbourne, FL

2015 Nissan Rogue Select S

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

2015 Nissan Rogue Select S

Cocoa, FL

UnscoredLimited · 10
$1,595Mileage not verified

Comparison: 10 similar vehicles

Cocoa, FL

2008 Toyota Corolla CE

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

2008 Toyota Corolla CE

Melbourne, FL

UnscoredLimited · 16
$1,600196,219 mi

Comparison: 16 similar vehicles

Melbourne, FL

2013 Nissan Altima Sedan SV

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

2013 Nissan Altima Sedan SV

Orlando, FL

UnscoredInsufficient · 4
$1,680166,902 mi

Comparison: 4 similar vehicles

Orlando, FL

2001 Hyundai Santa Fe GLS

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

2001 Hyundai Santa Fe GLS

Longwood, FL

UnscoredInsufficient · 0
$1,695152,356 mi

Longwood, FL

2003 GMC Envoy SLT

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

2003 GMC Envoy SLT

Melbourne, FL

UnscoredInsufficient · 4
$1,800295,552 mi

Comparison: 4 similar vehicles

Melbourne, FL

2003 Mazda Protege DX

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

2003 Mazda Protege DX

Melbourne, FL

UnscoredInsufficient · 0
$1,800151,893 mi

Melbourne, FL

2003 Lexus ES 300

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

2003 Lexus ES 300

Orlando, FL

UnscoredInsufficient · 3
$1,800190,092 mi

Comparison: 3 similar vehicles

Orlando, FL

2016 Ford Escape S

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

2016 Ford Escape S

Orlando, FL

UnscoredInsufficient · 4
$1,900108,687 mi

Comparison: 4 similar vehicles

Orlando, FL

2014 Kia Soul Base

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

2014 Kia Soul Base

Orlando, FL

UnscoredLimited · 14
$1,900174,854 mi

Comparison: 14 similar vehicles

Orlando, FL

2007 Ford Focus ZX4 S

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

2007 Ford Focus ZX4 S

Orlando, FL

UnscoredInsufficient · 0
$1,900166,750 mi

Orlando, FL

2004 Buick LeSabre Custom

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

2004 Buick LeSabre Custom

Melbourne, FL

UnscoredInsufficient · 3
$1,900128,558 mi

Comparison: 3 similar vehicles

Melbourne, FL

2004 Honda Odyssey EX

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

2004 Honda Odyssey EX

Melbourne, FL

UnscoredLimited · 5
$1,900176,266 mi

Comparison: 5 similar vehicles

Melbourne, FL

2002 Ford Escort

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

2002 Ford Escort

Melbourne, FL

UnscoredInsufficient · 0
$1,90079,831 mi

Melbourne, FL

2017 Kia Optima LX

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

2017 Kia Optima LX

Orlando, FL

UnscoredLimited · 17
$1,990134,000 mi

Comparison: 17 similar vehicles

Orlando, FL

2007 Mazda MAZDA3 s

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

2007 Mazda MAZDA3 s

St. Cloud, FL

UnscoredInsufficient · 0
$1,990196,126 mi

St. Cloud, FL

2016 Chevrolet Malibu 1LT

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

2016 Chevrolet Malibu 1LT

Cocoa, FL

UnscoredInsufficient · 4
$1,995Mileage not verified

Comparison: 4 similar vehicles

Cocoa, FL

2015 Chrysler 200 Limited

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

2015 Chrysler 200 Limited

Kissimmee, FL

UnscoredLimited · 14
$1,995137,689 mi

Comparison: 14 similar vehicles

Kissimmee, FL

2003 Pontiac Grand Am SE1

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

2003 Pontiac Grand Am SE1

Longwood, FL

UnscoredInsufficient · 0
$1,995187,383 mi

Longwood, FL

2002 Chrysler Sebring LX

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

2002 Chrysler Sebring LX

Melbourne, FL

UnscoredInsufficient · 0
$1,99969,000 mi

Melbourne, FL

2008 Cadillac CTS 3.6

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

2008 Cadillac CTS 3.6

Orlando, FL

UnscoredLimited · 8
$2,000200,544 mi

Comparison: 8 similar vehicles

Orlando, FL

2008 Subaru Outback 2.5i

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

2008 Subaru Outback 2.5i

Orlando, FL

UnscoredInsufficient · 0
$2,000141,500 mi

Orlando, FL

2007 Ford Edge SEL Plus

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

2007 Ford Edge SEL Plus

Melbourne, FL

UnscoredLimited · 7
$2,000169,682 mi

Comparison: 7 similar vehicles

Melbourne, FL

No Photo

1997 Jeep Cherokee SPORT

Melbourne, FL

UnscoredInsufficient · 0
$2,000296,922 mi

Melbourne, FL

2012 Hyundai Sonata GLS

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

2012 Hyundai Sonata GLS

Cocoa, FL

UnscoredModerate · 29
$2,200258,647 mi

Comparison: 29 similar vehicles

Cocoa, FL

2006 Cadillac CTS 2.8

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

2006 Cadillac CTS 2.8

Melbourne, FL

UnscoredInsufficient · 0
$2,200250,000 mi

Melbourne, FL

2005 Hyundai Elantra GLS

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

2005 Hyundai Elantra GLS

Cocoa, FL

UnscoredInsufficient · 0
$2,200121,909 mi

Cocoa, FL

2007 Ford Focus ZX4 SES

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

2007 Ford Focus ZX4 SES

Cocoa, FL

UnscoredInsufficient · 0
$2,250206,122 mi

Cocoa, FL

2010 Hyundai Santa Fe GLS

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

2010 Hyundai Santa Fe GLS

Orlando, FL

UnscoredLimited · 5
$2,290197,748 mi

Comparison: 5 similar vehicles

Orlando, FL

2015 Nissan Altima SV

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

2015 Nissan Altima SV

Orlando, FL

Salvage title
$2,300257,005 mi

Orlando, FL

2017 Chevrolet Equinox LS

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

2017 Chevrolet Equinox LS

Cocoa, FL

UnscoredLimited · 11
$2,395Mileage not verified

Comparison: 11 similar vehicles

Cocoa, FL

2016 Ford Fusion SE

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

2016 Ford Fusion SE

Cocoa, FL

UnscoredModerate · 20
$2,395Mileage not verified

Comparison: 20 similar vehicles

Cocoa, FL

2016 Kia Forte LX

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

2016 Kia Forte LX

Cocoa, FL

UnscoredLimited · 14
$2,395Mileage not verified

Comparison: 14 similar vehicles

Cocoa, FL

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

Cocoa, FL

UnscoredLimited · 12
$2,395Mileage not verified

Comparison: 12 similar vehicles

Cocoa, FL

2002 Chrysler PT Cruiser Touring Edition

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

2002 Chrysler PT Cruiser Touring Edition

Kissimmee, FL

UnscoredInsufficient · 0
$2,395119,421 mi

Kissimmee, FL

2008 Scion xB Base

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

2008 Scion xB Base

Orlando, FL

UnscoredLimited · 8
$2,400182,142 mi

Comparison: 8 similar vehicles

Orlando, FL

2004 Ford Focus SE

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

2004 Ford Focus SE

Orlando, FL

UnscoredInsufficient · 3
$2,40094,725 mi

Comparison: 3 similar vehicles

Orlando, FL

2003 Honda Accord EX

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

2003 Honda Accord EX

Melbourne, FL

UnscoredLimited · 12
$2,400150,000 mi

Comparison: 12 similar vehicles

Melbourne, FL

2012 Nissan Sentra S

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

2012 Nissan Sentra S

Orlando, FL

UnscoredLimited · 10
$2,489229,802 mi

Comparison: 10 similar vehicles

Orlando, FL

2000 Honda Accord

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

2000 Honda Accord

Orlando, FL

UnscoredInsufficient · 0
$2,489232,497 mi

Orlando, FL

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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