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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

538 listings found

2004 Chevrolet Malibu LT

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

2004 Chevrolet Malibu LT

LaBelle, FL

UnscoredInsufficient · 0
$1,552173,207 mi

LaBelle, FL

2006 Nissan Maxima SE

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

2006 Nissan Maxima SE

Belle Glade, FL

UnscoredInsufficient · 0
$2,368158,104 mi

Belle Glade, FL

2006 Chevrolet Malibu LT

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

2006 Chevrolet Malibu LT

Lehigh Acres, FL

UnscoredInsufficient · 0
$2,484137,537 mi

Lehigh Acres, FL

2012 Kia Optima LX

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

2012 Kia Optima LX

LaBelle, FL

UnscoredLimited · 6
$3,152241,864 mi

Comparison: 6 similar vehicles

LaBelle, FL

2010 Chevrolet Impala Police Sedan

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

2010 Chevrolet Impala Police Sedan

Belle Glade, FL

UnscoredInsufficient · 0
$3,452172,235 mi

Belle Glade, FL

2007 Hyundai Sonata SE

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

2007 Hyundai Sonata SE

Okeechobee, FL

UnscoredInsufficient · 0
$3,495168,438 mi

Okeechobee, FL

2017 Hyundai Elantra SE

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

2017 Hyundai Elantra SE

Lehigh Acres, FL

UnscoredInsufficient · 4
$3,800Mileage not verified

Comparison: 4 similar vehicles

Lehigh Acres, FL

2004 Volvo S60 2.5T

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

2004 Volvo S60 2.5T

Okeechobee, FL

UnscoredInsufficient · 0
$3,995145,000 mi

Okeechobee, FL

2011 Chevrolet Cruze LS

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

2011 Chevrolet Cruze LS

Belle Glade, FL

UnscoredInsufficient · 3
$3,999139,398 mi

Comparison: 3 similar vehicles

Belle Glade, FL

2014 Chevrolet Malibu 1LS

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

2014 Chevrolet Malibu 1LS

LaBelle, FL

UnscoredLimited · 15
$4,052161,318 mi

Comparison: 15 similar vehicles

LaBelle, FL

2013 Toyota Corolla L

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

2013 Toyota Corolla L

LaBelle, FL

UnscoredModerate · 21
$4,052170,250 mi

Comparison: 21 similar vehicles

LaBelle, FL

2012 Nissan Altima S

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

2012 Nissan Altima S

Okeechobee, FL

UnscoredModerate · 40
$4,495142,000 mi

Comparison: 40 similar vehicles

Okeechobee, FL

2004 BMW 7 Series 745Li

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

2004 BMW 7 Series 745Li

Okeechobee, FL

UnscoredInsufficient · 0
$4,495130,000 mi

Okeechobee, FL

2018 Kia FORTE LX

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

2018 Kia FORTE LX

LaBelle, FL

UnscoredRobust · 53
$4,552158,880 mi

Comparison: 53 similar vehicles

LaBelle, FL

2015 Ford Taurus SEL

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

2015 Ford Taurus SEL

Belle Glade, FL

Great DealLimited · 10
$4,55292,644 mi

Market: $5,450 – $15,299

Comparison: 10 similar vehicles

Competitively priced ~16% below the typical range compared to similar vehicles · 20 days listed (based on current market benchmarks)

Belle Glade, FL

2010 Mercury Milan Base

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

2010 Mercury Milan Base

LaBelle, FL

UnscoredInsufficient · 0
$4,552104,683 mi

LaBelle, FL

2018 Nissan Altima S

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

2018 Nissan Altima S

Lehigh Acres, FL

UnscoredModerate · 47
$4,800140,684 mi

Comparison: 47 similar vehicles

Lehigh Acres, FL

2013 INFINITI G Sedan 37x

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

2013 INFINITI G Sedan 37x

Lehigh Acres, FL

UnscoredLimited · 7
$4,800Mileage not verified

Comparison: 7 similar vehicles

Lehigh Acres, FL

2016 Ford Fusion S

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

2016 Ford Fusion S

Lehigh Acres, FL

UnscoredLimited · 8
$4,900160,675 mi

Comparison: 8 similar vehicles

Lehigh Acres, FL

2011 Mitsubishi Lancer ES

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

2011 Mitsubishi Lancer ES

Okeechobee, FL

UnscoredInsufficient · 0
$4,995120,000 mi

Okeechobee, FL

1998 Toyota Camry LE

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

1998 Toyota Camry LE

Okeechobee, FL

UnscoredInsufficient · 0
$4,995Mileage not verified

Okeechobee, FL

2020 Chevrolet Sonic Premier

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

2020 Chevrolet Sonic Premier

Lehigh Acres, FL

UnscoredInsufficient · 0
$5,00096,939 mi

Lehigh Acres, FL

2013 Hyundai Elantra Limited

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

2013 Hyundai Elantra Limited

Lehigh Acres, FL

UnscoredRobust · 50
$5,000130,622 mi

Comparison: 50 similar vehicles

Lehigh Acres, FL

2010 Toyota Corolla Base

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

2010 Toyota Corolla Base

LaBelle, FL

UnscoredModerate · 20
$5,052215,827 mi

Comparison: 20 similar vehicles

LaBelle, FL

2017 Ford Fusion SE

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

2017 Ford Fusion SE

LaBelle, FL

UnscoredInsufficient · 3
$5,552129,257 mi

Comparison: 3 similar vehicles

LaBelle, FL

2013 Toyota Corolla LE

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

2013 Toyota Corolla LE

Belle Glade, FL

UnscoredRobust · 52
$5,552220,732 mi

Comparison: 52 similar vehicles

Belle Glade, FL

2011 BMW 3 Series 328i

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

2011 BMW 3 Series 328i

LaBelle, FL

UnscoredRobust · 63
$5,552129,587 mi

Comparison: 63 similar vehicles

LaBelle, FL

2002 Jaguar S-Type V6

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

2002 Jaguar S-Type V6

LaBelle, FL

UnscoredInsufficient · 0
$5,950152,275 mi

LaBelle, FL

2015 Chrysler 200 C

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

2015 Chrysler 200 C

LaBelle, FL

UnscoredInsufficient · 4
$5,984191,835 mi

Comparison: 4 similar vehicles

LaBelle, FL

2013 Volvo S60 T5 Premier

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

2013 Volvo S60 T5 Premier

Okeechobee, FL

UnscoredInsufficient · 0
$5,995137,000 mi

Okeechobee, FL

2012 Volkswagen Passat SEL

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

2012 Volkswagen Passat SEL

Okeechobee, FL

UnscoredInsufficient · 4
$5,995116,000 mi

Comparison: 4 similar vehicles

Okeechobee, FL

2004 Cadillac CTS Base

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

2004 Cadillac CTS Base

Okeechobee, FL

UnscoredInsufficient · 0
$5,995152,275 mi

Okeechobee, FL

2009 Toyota Camry LE

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

2009 Toyota Camry LE

Okeechobee, FL

UnscoredLimited · 7
$6,050Mileage not verified

Comparison: 7 similar vehicles

Okeechobee, FL

2011 Suzuki Kizashi Sport SLS

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

2011 Suzuki Kizashi Sport SLS

Belle Glade, FL

UnscoredInsufficient · 0
$6,168100,500 mi

Belle Glade, 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

LaBelle, FL

UnscoredInsufficient · 4
$6,25095,384 mi

Comparison: 4 similar vehicles

LaBelle, FL

2012 Toyota Corolla LE

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

2012 Toyota Corolla LE

Royal Palm Beach, FL

UnscoredLimited · 16
$6,300173,050 mi

Comparison: 16 similar vehicles

Royal Palm Beach, FL

2008 Chrysler 300 Touring

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

2008 Chrysler 300 Touring

LaBelle, FL

UnscoredInsufficient · 0
$6,950192,491 mi

LaBelle, FL

2011 Buick LaCrosse CXS

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

2011 Buick LaCrosse CXS

LaBelle, FL

UnscoredInsufficient · 0
$7,250123,234 mi

LaBelle, FL

2009 Toyota Camry LE

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

2009 Toyota Camry LE

Royal Palm Beach, FL

UnscoredModerate · 22
$7,250120,500 mi

Comparison: 22 similar vehicles

Royal Palm Beach, FL

2010 Buick LaCrosse CXL

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

2010 Buick LaCrosse CXL

Okeechobee, FL

UnscoredLimited · 9
$7,495157,854 mi

Comparison: 9 similar vehicles

Okeechobee, FL

2017 Mazda Mazda3 Sport

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

2017 Mazda Mazda3 Sport

Royal Palm Beach, FL

UnscoredLimited · 12
$7,900141,220 mi

Comparison: 12 similar vehicles

Royal Palm Beach, FL

2017 Ford Fusion SE

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

2017 Ford Fusion SE

LaBelle, FL

UnscoredInsufficient · 3
$8,252109,830 mi

Comparison: 3 similar vehicles

LaBelle, FL

2015 Chevrolet Impala Limited 2FL

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

2015 Chevrolet Impala Limited 2FL

Okeechobee, FL

UnscoredLimited · 7
$8,49596,554 mi

Comparison: 7 similar vehicles

Okeechobee, FL

2007 INFINITI M 35 Sport

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

2007 INFINITI M 35 Sport

Okeechobee, FL

UnscoredInsufficient · 0
$8,495163,761 mi

Okeechobee, FL

2006 Honda Accord 3.0 EX

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

2006 Honda Accord 3.0 EX

Okeechobee, FL

UnscoredLimited · 7
$8,495200,776 mi

Comparison: 7 similar vehicles

Okeechobee, FL

2020 Ford Fusion SE

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

2020 Ford Fusion SE

LaBelle, FL

Fair PriceLimited · 18
$8,552101,114 mi

Market: $4,700 – $15,000

Comparison: 18 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 57 days listed (based on current market benchmarks)

LaBelle, FL

2017 Hyundai Elantra SE

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

2017 Hyundai Elantra SE

LaBelle, FL

UnscoredInsufficient · 4
$8,552114,711 mi

Comparison: 4 similar vehicles

LaBelle, FL

2013 Cadillac XTS Premium

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

2013 Cadillac XTS Premium

LaBelle, FL

UnscoredInsufficient · 0
$8,552103,901 mi

LaBelle, FL

2010 Toyota Corolla LE

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

2010 Toyota Corolla LE

LaBelle, FL

Fair PriceModerate · 26
$8,55276,320 mi

Market: $3,500 – $9,800

Comparison: 26 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 58 days listed (based on current market benchmarks)

LaBelle, FL

2012 Kia Optima Hybrid

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

2012 Kia Optima Hybrid

LaBelle, FL

UnscoredLimited · 6
$8,55895,962 mi

Comparison: 6 similar vehicles

LaBelle, FL

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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