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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 30, 2026

6M+

Unique vehicles analyzed

as of October 29, 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

371 listings found

2010 Mercedes-Benz E-Class E350 Luxury

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

2010 Mercedes-Benz E-Class E350 Luxury

Miramar, FL

UnscoredInsufficient · 3
$3,097216,332 mi

Comparison: 3 similar vehicles

Miramar, FL

2013 Hyundai Sonata GLS

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

2013 Hyundai Sonata GLS

Miramar, FL

Unscored
$3,991202,792 mi

Comparison: 16 similar vehicles

Miramar, FL

2006 Chevrolet Silverado 2500HD Work

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

2006 Chevrolet Silverado 2500HD Work

Miramar, FL

UnscoredInsufficient · 4
$3,991238,443 mi

Comparison: 4 similar vehicles

Miramar, FL

2012 Honda Civic EX

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

2012 Honda Civic EX

Miramar, FL

Unscored
$3,995152,899 mi

Comparison: 5 similar vehicles

Miramar, FL

2007 Honda Accord LX

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

2007 Honda Accord LX

Miramar, FL

Unscored
$4,350131,233 mi

Comparison: 5 similar vehicles

Miramar, FL

2015 Hyundai Sonata Sport

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

2015 Hyundai Sonata Sport

Miramar, FL

Fair PriceLimited · 11
$4,991112,454 mi

Market: $3,877 – $10,990

Comparison: 11 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 153 days listed (based on current market benchmarks)

Miramar, 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

Miramar, FL

Salvage title
$4,991123,135 mi

Miramar, FL

2012 BMW X3 xDrive35i

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

2012 BMW X3 xDrive35i

Miramar, FL

UnscoredInsufficient · 0
$4,991158,128 mi

Miramar, FL

2008 Land Rover Range Rover Sport Supercharged

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

2008 Land Rover Range Rover Sport Supercharged

Miramar, FL

Salvage title
$4,991213,336 mi

Miramar, FL

2010 Subaru Forester X Limited

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

2010 Subaru Forester X Limited

Miramar, FL

UnscoredInsufficient · 0
$4,999154,037 mi

Miramar, FL

2016 Hyundai Tucson SE

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

2016 Hyundai Tucson SE

Miramar, FL

Unscored
$5,991139,803 mi

Comparison: 12 similar vehicles

Miramar, FL

2015 Honda Civic LX

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

2015 Honda Civic LX

Miramar, FL

Unscored
$5,991172,334 mi

Comparison: 40 similar vehicles

Miramar, FL

2015 MINI Countryman S

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

2015 MINI Countryman S

Miramar, FL

Unscored
$5,99181,569 mi

Comparison: 5 similar vehicles

Miramar, FL

2012 Ford E-Series Econoline Van Commercial

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

2012 Ford E-Series Econoline Van Commercial

Miramar, FL

Unscored
$5,995278,460 mi

Comparison: 9 similar vehicles

Miramar, FL

2012 Honda Odyssey Touring

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

2012 Honda Odyssey Touring

Miramar, FL

UnscoredInsufficient · 3
$5,998Mileage not verified

Comparison: 3 similar vehicles

Miramar, FL

2013 Chevrolet Express Cargo Work Van

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

2013 Chevrolet Express Cargo Work Van

Miramar, FL

Unscored
$5,999237,986 mi

Comparison: 10 similar vehicles

Miramar, FL

2018 Hyundai Accent SEL

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

2018 Hyundai Accent SEL

Miramar, FL

UnscoredInsufficient · 4
$6,000106,800 mi

Comparison: 4 similar vehicles

Miramar, FL

2009 Nissan Murano S

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

2009 Nissan Murano S

Miramar, FL

Unscored
$6,900109,137 mi

Comparison: 6 similar vehicles

Miramar, FL

2016 Chevrolet Malibu 1LS

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

2016 Chevrolet Malibu 1LS

Miramar, FL

Unscored
$6,991103,006 mi

Comparison: 6 similar vehicles

Miramar, FL

2014 Chevrolet Express Cargo Work Van

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

2014 Chevrolet Express Cargo Work Van

Miramar, FL

Unscored
$6,991271,786 mi

Comparison: 17 similar vehicles

Miramar, FL

2006 Ford Econoline Van Commercial

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

2006 Ford Econoline Van Commercial

Miramar, FL

UnscoredInsufficient · 4
$6,991204,067 mi

Comparison: 4 similar vehicles

Miramar, FL

2018 Toyota Corolla LE

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

2018 Toyota Corolla LE

Miramar, FL

Unscored
$7,995164,880 mi

Comparison: 31 similar vehicles

Miramar, FL

2019 Nissan Rogue SV

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

2019 Nissan Rogue SV

Miramar, FL

Unscored
$7,999134,393 mi

Comparison: 29 similar vehicles

Miramar, FL

2016 Nissan Rogue SV

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

2016 Nissan Rogue SV

Miramar, FL

Fair PriceModerate · 35
$7,999108,631 mi

Market: $5,995 – $13,395

Comparison: 35 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 63 days listed (based on current market benchmarks)

Miramar, FL

2014 Chevrolet Camaro 2LS

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

2014 Chevrolet Camaro 2LS

Miramar, FL

UnscoredInsufficient · 3
$7,999125,650 mi

Comparison: 3 similar vehicles

Miramar, FL

2009 INFINITI FX 35

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

2009 INFINITI FX 35

Miramar, FL

UnscoredInsufficient · 0
$8,900118,388 mi

Miramar, FL

2021 Chevrolet Express Cargo Work Van

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

2021 Chevrolet Express Cargo Work Van

Miramar, FL

Unscored
$8,991232,028 mi

Comparison: 21 similar vehicles

Miramar, FL

2017 Chrysler 300 C

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

2017 Chrysler 300 C

Miramar, FL

UnscoredInsufficient · 0
$8,991108,505 mi

Miramar, FL

2016 Honda HR-V EX-L

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

2016 Honda HR-V EX-L

Miramar, FL

Salvage title
$8,991176,951 mi

Miramar, FL

2013 Honda Accord Sport

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

2013 Honda Accord Sport

Miramar, FL

Unscored
$8,991128,548 mi

Comparison: 7 similar vehicles

Miramar, FL

2020 Nissan NV Cargo S

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

2020 Nissan NV Cargo S

Miramar, FL

UnscoredInsufficient · 0
$8,995196,058 mi

Miramar, FL

2016 RAM Promaster City Tradesman

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

2016 RAM Promaster City Tradesman

Miramar, FL

Unscored
$8,995178,821 mi

Comparison: 8 similar vehicles

Miramar, FL

2015 Ford Transit Base

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

2015 Ford Transit Base

Miramar, FL

Unscored
$8,995194,461 mi

Comparison: 40 similar vehicles

Miramar, FL

2015 Ford Transit Base

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

2015 Ford Transit Base

Miramar, FL

Unscored
$8,995249,573 mi

Comparison: 40 similar vehicles

Miramar, FL

2015 RAM ProMaster Cargo Van Base

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

2015 RAM ProMaster Cargo Van Base

Miramar, FL

Unscored
$8,995311,210 mi

Comparison: 10 similar vehicles

Miramar, FL

2020 Nissan NV Cargo SV

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

2020 Nissan NV Cargo SV

Miramar, FL

Unscored
$8,999292,700 mi

Comparison: 11 similar vehicles

Miramar, FL

2017 INFINITI QX60 Base

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

2017 INFINITI QX60 Base

Miramar, FL

Unscored
$8,999113,619 mi

Comparison: 5 similar vehicles

Miramar, FL

2016 Hyundai Tucson Sport

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

2016 Hyundai Tucson Sport

Miramar, FL

Unscored
$8,999121,306 mi

Comparison: 5 similar vehicles

Miramar, FL

2015 Chevrolet Express Cargo Work Van

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

2015 Chevrolet Express Cargo Work Van

Miramar, FL

Unscored
$8,999207,809 mi

Comparison: 9 similar vehicles

Miramar, FL

2015 Nissan Frontier SV

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

2015 Nissan Frontier SV

Miramar, FL

Unscored
$8,999176,703 mi

Comparison: 9 similar vehicles

Miramar, FL

2013 Toyota RAV4 LE

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

2013 Toyota RAV4 LE

Miramar, FL

UnscoredInsufficient · 4
$8,999154,204 mi

Comparison: 4 similar vehicles

Miramar, FL

2014 Toyota RAV4 XLE

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

2014 Toyota RAV4 XLE

Miramar, FL

Unscored
$9,500155,287 mi

Comparison: 15 similar vehicles

Miramar, FL

2023 Chevrolet Malibu 1LS

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

2023 Chevrolet Malibu 1LS

Miramar, FL

Unscored
$9,991169,464 mi

Comparison: 18 similar vehicles

Miramar, FL

2023 Chevrolet Equinox 2FL

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

2023 Chevrolet Equinox 2FL

Miramar, FL

UnscoredInsufficient · 0
$9,991201,625 mi

Miramar, FL

2022 Chevrolet Malibu 1LT

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

2022 Chevrolet Malibu 1LT

Miramar, FL

Salvage title
$9,99183,593 mi

Miramar, FL

2020 Ford Escape SE

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

2020 Ford Escape SE

Miramar, FL

Fair PriceLimited · 13
$9,99196,349 mi

Market: $5,999 – $16,830

Comparison: 13 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 36 days listed (based on current market benchmarks)

Miramar, FL

2017 Nissan Maxima SV

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

2017 Nissan Maxima SV

Miramar, FL

Unscored
$9,99179,830 mi

Comparison: 9 similar vehicles

Miramar, FL

2016 Chevrolet Express Passenger LS

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

2016 Chevrolet Express Passenger LS

Miramar, FL

UnscoredInsufficient · 0
$9,995193,440 mi

Miramar, FL

2015 Ford Transit Base

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

2015 Ford Transit Base

Miramar, FL

Unscored
$9,995278,608 mi

Comparison: 40 similar vehicles

Miramar, FL

2017 Ford Transit Van Base

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

2017 Ford Transit Van Base

Miramar, FL

Unscored
$9,998234,992 mi

Comparison: 43 similar vehicles

Miramar, 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 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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