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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 17, 2026

5.9M+

Unique vehicles analyzed

as of October 16, 2026

57,000+

US dealerships

Daily

Data pipeline

Comparable

Market-evidence analysis

3.2M new·2.8M used·Listings processed daily

Or explore the market

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

2010 Kia Forte EX

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

2010 Kia Forte EX

Oakland Park, FL

UnscoredInsufficient · 3
$1,350242,057 mi

Comparison: 3 similar vehicles

Oakland Park, FL

2007 Ford Five Hundred SEL

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

2007 Ford Five Hundred SEL

Sarasota, FL

UnscoredInsufficient · 0
$1,495204,488 mi

Sarasota, FL

2010 Nissan Sentra SL

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

2010 Nissan Sentra SL

Orlando, FL

UnscoredInsufficient · 0
$1,499132,000 mi

Orlando, FL

2012 Kia Forte EX

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

2012 Kia Forte EX

Fort Walton Beach, FL

UnscoredInsufficient · 3
$1,500153,016 mi

Comparison: 3 similar vehicles

Fort Walton Beach, FL

2011 Ford Fiesta SE

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

2011 Ford Fiesta SE

Fort Myers, FL

UnscoredLimited · 18
$1,500176,958 mi

Comparison: 18 similar vehicles

Fort Myers, FL

2007 Hyundai Sonata GLS

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

2007 Hyundai Sonata GLS

Tampa, FL

UnscoredInsufficient · 3
$1,500167,130 mi

Comparison: 3 similar vehicles

Tampa, FL

2013 Chevrolet Sonic LT

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

2013 Chevrolet Sonic LT

Oakland Park, FL

UnscoredLimited · 9
$1,550158,936 mi

Comparison: 9 similar vehicles

Oakland Park, FL

2004 Chevrolet Malibu LT

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

2004 Chevrolet Malibu LT

Punta Gorda, FL

UnscoredInsufficient · 0
$1,552173,207 mi

Punta Gorda, FL

2002 Honda Accord LX

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

2002 Honda Accord LX

Mulberry, FL

UnscoredInsufficient · 0
$1,595157,343 mi

Mulberry, FL

2000 Mercury Sable LS PREMIUM

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

2000 Mercury Sable LS PREMIUM

Deland, FL

UnscoredInsufficient · 0
$1,595100,645 mi

Deland, FL

2007 Volkswagen Jetta Wolfsburg Edition

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

2007 Volkswagen Jetta Wolfsburg Edition

Pompano Beach, FL

UnscoredInsufficient · 0
$1,599152,292 mi

Pompano Beach, 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 · 7
$1,600196,219 mi

Comparison: 7 similar vehicles

Melbourne, FL

2003 Chevrolet Cavalier Base

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

2003 Chevrolet Cavalier Base

North Fort Myers, FL

UnscoredInsufficient · 0
$1,600170,000 mi

North Fort Myers, FL

2004 Mitsubishi Galant LS V6

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

2004 Mitsubishi Galant LS V6

Longwood, FL

UnscoredInsufficient · 0
$1,700179,000 mi

Longwood, FL

2010 Nissan Altima Base

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

2010 Nissan Altima Base

Tampa, FL

Salvage title
$1,750170,000 mi

Tampa, FL

2013 Chevrolet Sonic LT

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

2013 Chevrolet Sonic LT

Hialeah, FL

UnscoredInsufficient · 3
$1,790106,273 mi

Comparison: 3 similar vehicles

Hialeah, FL

2012 Chevrolet Sonic 2LT

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

2012 Chevrolet Sonic 2LT

Winter Haven, FL

UnscoredInsufficient · 4
$1,800Mileage not verified

Comparison: 4 similar vehicles

Winter Haven, FL

2009 Hyundai Accent GLS

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

2009 Hyundai Accent GLS

Winter Haven, FL

UnscoredInsufficient · 3
$1,800170,153 mi

Comparison: 3 similar vehicles

Winter Haven, FL

2007 Volkswagen Jetta Wolfsburg Edition

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

2007 Volkswagen Jetta Wolfsburg Edition

Winter Haven, FL

UnscoredInsufficient · 0
$1,800152,465 mi

Winter Haven, FL

2000 Mercury Grand Marquis LS

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

2000 Mercury Grand Marquis LS

Fort Lauderdale, FL

UnscoredInsufficient · 0
$1,800Mileage not verified

Fort Lauderdale, FL

2010 Hyundai Elantra GLS

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

2010 Hyundai Elantra GLS

Tampa, FL

UnscoredInsufficient · 3
$1,850260,000 mi

Comparison: 3 similar vehicles

Tampa, FL

2009 Hyundai Elantra GLS

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

2009 Hyundai Elantra GLS

Tampa, FL

UnscoredLimited · 6
$1,850201,000 mi

Comparison: 6 similar vehicles

Tampa, FL

2000 Mercedes-Benz C-Class C230 Kompressor

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

2000 Mercedes-Benz C-Class C230 Kompressor

Fort Myers, FL

UnscoredInsufficient · 0
$1,895103,925 mi

Fort Myers, FL

2004 BMW 3 Series 325

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

2004 BMW 3 Series 325

Miami, FL

UnscoredLimited · 6
$1,899Mileage not verified

Comparison: 6 similar vehicles

Miami, FL

2013 Hyundai Accent GLS

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

2013 Hyundai Accent GLS

Hialeah, FL

Salvage title
$1,900181,656 mi

Hialeah, FL

2008 Audi A6 Base

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

2008 Audi A6 Base

Miami, FL

Salvage title
$1,900190,962 mi

Miami, 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

2006 Volvo S60 2.5T

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

2006 Volvo S60 2.5T

Pompano Beach, FL

UnscoredInsufficient · 0
$1,900120,675 mi

Pompano Beach, FL

2005 Cadillac STS Base

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

2005 Cadillac STS Base

Orlando, FL

UnscoredInsufficient · 0
$1,900180,625 mi

Orlando, FL

2013 Nissan Altima Sedan S

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

2013 Nissan Altima Sedan S

Tampa, FL

UnscoredLimited · 10
$1,950187,000 mi

Comparison: 10 similar vehicles

Tampa, FL

2012 Ford Fusion SE

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

2012 Ford Fusion SE

Tampa, FL

UnscoredInsufficient · 3
$1,950160,000 mi

Comparison: 3 similar vehicles

Tampa, FL

2010 Ford Focus SE

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

2010 Ford Focus SE

Tampa, FL

UnscoredInsufficient · 3
$1,950199,000 mi

Comparison: 3 similar vehicles

Tampa, FL

2008 Mercury Milan Base

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

2008 Mercury Milan Base

Tampa, FL

UnscoredInsufficient · 0
$1,950189,000 mi

Tampa, FL

2007 Saturn Aura XE

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

2007 Saturn Aura XE

Tampa, FL

UnscoredLimited · 5
$1,950158,000 mi

Comparison: 5 similar vehicles

Tampa, FL

2015 Ford Fiesta SE

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

2015 Ford Fiesta SE

Orlando, FL

UnscoredLimited · 11
$1,963160,000 mi

Comparison: 11 similar vehicles

Orlando, FL

2008 Ford Fusion SE

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

2008 Ford Fusion SE

Bradenton, FL

UnscoredInsufficient · 3
$1,985155,452 mi

Comparison: 3 similar vehicles

Bradenton, FL

2009 Nissan Maxima SV

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

2009 Nissan Maxima SV

Kenneth City, FL

UnscoredInsufficient · 3
$1,988190,000 mi

Comparison: 3 similar vehicles

Kenneth City, FL

2008 Ford Fusion SE

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

2008 Ford Fusion SE

Vero Beach, FL

UnscoredInsufficient · 3
$1,988155,718 mi

Comparison: 3 similar vehicles

Vero Beach, FL

2008 Saab 9-5 Base

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

2008 Saab 9-5 Base

Fort Lauderdale, FL

UnscoredInsufficient · 0
$1,990260,000 mi

Fort Lauderdale, 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

2011 Ford Focus SE

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

2011 Ford Focus SE

Jacksonville, FL

UnscoredLimited · 7
$1,995207,685 mi

Comparison: 7 similar vehicles

Jacksonville, FL

2011 Volkswagen Jetta SE

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

2011 Volkswagen Jetta SE

Bunnell, FL

UnscoredLimited · 17
$1,995170,764 mi

Comparison: 17 similar vehicles

Bunnell, FL

2010 Ford Focus SE

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

2010 Ford Focus SE

Miami, FL

UnscoredInsufficient · 3
$1,995Mileage not verified

Comparison: 3 similar vehicles

Miami, FL

2010 Chevrolet Impala LT

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

2010 Chevrolet Impala LT

Deland, FL

UnscoredLimited · 6
$1,995Mileage not verified

Comparison: 6 similar vehicles

Deland, FL

2010 Hyundai Elantra GLS

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

2010 Hyundai Elantra GLS

Naples, FL

UnscoredModerate · 41
$1,995225,980 mi

Comparison: 41 similar vehicles

Naples, FL

2007 Honda Civic LX

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

2007 Honda Civic LX

Davie, FL

UnscoredInsufficient · 3
$1,995220,635 mi

Comparison: 3 similar vehicles

Davie, FL

2007 Kia Spectra EX

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

2007 Kia Spectra EX

Leesburg, FL

UnscoredInsufficient · 0
$1,995140,553 mi

Leesburg, FL

2001 BMW 3 Series Base

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

2001 BMW 3 Series Base

Tampa, FL

UnscoredLimited · 8
$1,995148,483 mi

Comparison: 8 similar vehicles

Tampa, FL

1998 Toyota Corolla CE

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

1998 Toyota Corolla CE

Mulberry, FL

UnscoredInsufficient · 0
$1,995111,787 mi

Mulberry, 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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