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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 · November 2, 2026

6.1M+

Unique vehicles analyzed

as of November 2, 2026

56,000+

US dealerships

Daily

Data pipeline

Comparable

Market-evidence analysis

3.3M new·2.8M used·Listings processed daily

Or explore the market

338 listings found

2002 Jeep Grand Cherokee LIMITED

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

2002 Jeep Grand Cherokee LIMITED

Pacific, MO

UnscoredInsufficient · 0
$3,490154,185 mi

Pacific, MO

2016 Jeep Patriot Latitude

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

2016 Jeep Patriot Latitude

Pacific, MO

Unscored
$3,950189,000 mi

Comparison: 6 similar vehicles

Pacific, MO

2009 Ford Focus SEL

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

2009 Ford Focus SEL

Pacific, MO

UnscoredInsufficient · 0
$4,250196,000 mi

Pacific, MO

2010 Dodge Grand Caravan SXT

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

2010 Dodge Grand Caravan SXT

Pacific, MO

Unscored
$4,450233,000 mi

Comparison: 6 similar vehicles

Pacific, MO

2008 Ford Ranger XL

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

2008 Ford Ranger XL

Pacific, MO

UnscoredInsufficient · 0
$4,495194,500 mi

Pacific, MO

2012 Nissan Pathfinder SV

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

2012 Nissan Pathfinder SV

Pacific, MO

UnscoredInsufficient · 0
$4,900163,268 mi

Pacific, MO

2006 Kia Sportage EX

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

2006 Kia Sportage EX

Pacific, MO

UnscoredInsufficient · 0
$4,950184,000 mi

Pacific, MO

2012 Hyundai Sonata GLS

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

2012 Hyundai Sonata GLS

Pacific, MO

UnscoredInsufficient · 4
$4,995160,100 mi

Comparison: 4 similar vehicles

Pacific, MO

2017 Dodge Grand Caravan SXT

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

2017 Dodge Grand Caravan SXT

Pacific, MO

Unscored
$5,995151,680 mi

Comparison: 5 similar vehicles

Pacific, MO

2013 Chrysler 200 Touring

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

2013 Chrysler 200 Touring

Pacific, MO

Unscored
$6,900153,775 mi

Comparison: 17 similar vehicles

Pacific, MO

2006 Volvo XC90 2.5T

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

2006 Volvo XC90 2.5T

Pacific, MO

UnscoredInsufficient · 0
$6,900131,609 mi

Pacific, MO

2020 Nissan Rogue SV

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

2020 Nissan Rogue SV

Pacific, MO

Unscored
$6,995152,380 mi

Comparison: 18 similar vehicles

Pacific, MO

2016 Chevrolet Traverse 1LT

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

2016 Chevrolet Traverse 1LT

Pacific, MO

Unscored
$6,995154,580 mi

Comparison: 5 similar vehicles

Pacific, MO

2016 BMW 5 Series 535i

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

2016 BMW 5 Series 535i

Pacific, MO

UnscoredInsufficient · 0
$6,995159,280 mi

Pacific, MO

2017 Jeep Renegade Latitude

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

2017 Jeep Renegade Latitude

Pacific, MO

Unscored
$7,495112,580 mi

Comparison: 8 similar vehicles

Pacific, MO

2019 Buick Envision Essence

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

2019 Buick Envision Essence

Pacific, MO

Unscored
$7,995187,880 mi

Comparison: 10 similar vehicles

Pacific, MO

2015 Chevrolet Suburban LT

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

2015 Chevrolet Suburban LT

Pacific, MO

Unscored
$7,995201,785 mi

Comparison: 23 similar vehicles

Pacific, MO

2014 Audi Q5 Premium

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

2014 Audi Q5 Premium

Pacific, MO

UnscoredInsufficient · 0
$7,995112,380 mi

Pacific, MO

2015 Ford Fusion S

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

2015 Ford Fusion S

Pacific, MO

Unscored
$8,400138,136 mi

Comparison: 5 similar vehicles

Pacific, MO

2020 Chrysler Pacifica Touring

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

2020 Chrysler Pacifica Touring

Pacific, MO

Unscored
$8,495151,600 mi

Comparison: 6 similar vehicles

Pacific, MO

2018 RAM ProMaster Cargo Van Base

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

2018 RAM ProMaster Cargo Van Base

Pacific, MO

Unscored
$8,495201,880 mi

Comparison: 12 similar vehicles

Pacific, MO

2016 Ford Explorer Limited

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

2016 Ford Explorer Limited

Pacific, MO

Unscored
$8,495165,380 mi

Comparison: 38 similar vehicles

Pacific, MO

2010 Subaru Forester X Premium

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

2010 Subaru Forester X Premium

Pacific, MO

Unscored
$8,869131,472 mi

Comparison: 6 similar vehicles

Pacific, MO

2014 Kia Sorento LX

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

2014 Kia Sorento LX

Pacific, MO

OverpricedModerate · 26
$8,900134,122 mi

Market: $5,372 – $8,052

Comparison: 26 similar vehicles

Priced ~11% above the typical market range for similar vehicles (based on current market benchmarks)

Pacific, MO

2013 Hyundai Veloster Base

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

2013 Hyundai Veloster Base

Pacific, MO

Unscored
$8,900103,319 mi

Comparison: 9 similar vehicles

Pacific, MO

2012 Chrysler 200 Limited

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

2012 Chrysler 200 Limited

Pacific, MO

UnscoredInsufficient · 3
$8,90089,421 mi

Comparison: 3 similar vehicles

Pacific, MO

2015 Hyundai Sonata SE

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

2015 Hyundai Sonata SE

Pacific, MO

Fair PriceModerate · 27
$8,995116,959 mi

Market: $4,649 – $16,084

Comparison: 27 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 240 days listed (based on current market benchmarks)

Pacific, MO

2008 Volkswagen Eos Komfort

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

2008 Volkswagen Eos Komfort

Pacific, MO

UnscoredInsufficient · 0
$8,99571,433 mi

Pacific, MO

2016 Jeep Patriot Latitude

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

2016 Jeep Patriot Latitude

Pacific, MO

Unscored
$9,099128,977 mi

Comparison: 7 similar vehicles

Pacific, MO

2017 Chevrolet Cruze LT

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

2017 Chevrolet Cruze LT

Pacific, MO

Unscored
$9,900132,104 mi

Comparison: 12 similar vehicles

Pacific, MO

2017 Hyundai Santa Fe Sport

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

2017 Hyundai Santa Fe Sport

Pacific, MO

Unscored
$9,900135,704 mi

Comparison: 12 similar vehicles

Pacific, MO

2017 Nissan Rogue S

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

2017 Nissan Rogue S

Pacific, MO

Unscored
$9,900128,801 mi

Comparison: 33 similar vehicles

Pacific, MO

2016 Chevrolet Equinox LT

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

2016 Chevrolet Equinox LT

Pacific, MO

Unscored
$9,900138,038 mi

Comparison: 5 similar vehicles

Pacific, MO

2015 Chevrolet Traverse LS

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

2015 Chevrolet Traverse LS

Pacific, MO

Unscored
$9,900131,208 mi

Comparison: 6 similar vehicles

Pacific, MO

2015 Chevrolet Traverse 1LT

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

2015 Chevrolet Traverse 1LT

Pacific, MO

Fair PriceLimited · 18
$9,90099,153 mi

Market: $4,995 – $12,595

Comparison: 18 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 60 days listed (based on current market benchmarks)

Pacific, MO

2015 Chevrolet Traverse 2LT

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

2015 Chevrolet Traverse 2LT

Pacific, MO

UnscoredInsufficient · 3
$9,90094,450 mi

Comparison: 3 similar vehicles

Pacific, MO

2015 GMC Terrain SLE-1

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

2015 GMC Terrain SLE-1

Pacific, MO

Fair PriceLimited · 13
$9,900112,272 mi

Market: $5,988 – $9,995

Comparison: 13 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 82 days listed (based on current market benchmarks)

Pacific, MO

2019 Ford Fusion SE

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

2019 Ford Fusion SE

Pacific, MO

Salvage title
$9,95099,000 mi

Pacific, MO

2012 Subaru Forester X

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

2012 Subaru Forester X

Pacific, MO

UnscoredInsufficient · 0
$9,950135,512 mi

Pacific, MO

1986 Chevrolet Corvette

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

1986 Chevrolet Corvette

Pacific, MO

UnscoredInsufficient · 0
$9,95058,462 mi

Pacific, MO

2015 RAM 1500 Pickup Big Horn/Lone Star

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

2015 RAM 1500 Pickup Big Horn/Lone Star

Pacific, MO

Unscored
$9,995187,800 mi

Comparison: 14 similar vehicles

Pacific, MO

2015 Kia Soul +

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

2015 Kia Soul +

Pacific, MO

UnscoredInsufficient · 3
$10,09984,823 mi

Comparison: 3 similar vehicles

Pacific, MO

2014 Chevrolet Silverado 1500 Work Truck 1WT

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

2014 Chevrolet Silverado 1500 Work Truck 1WT

Pacific, MO

Unscored
$10,099171,797 mi

Comparison: 12 similar vehicles

Pacific, MO

2015 Chrysler 200 S

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

2015 Chrysler 200 S

Pacific, MO

UnscoredInsufficient · 3
$10,500129,223 mi

Comparison: 3 similar vehicles

Pacific, MO

2014 Subaru Legacy 2.5i Premium

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

2014 Subaru Legacy 2.5i Premium

Pacific, MO

UnscoredInsufficient · 0
$10,700101,872 mi

Pacific, MO

2017 Dodge Journey SE

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

2017 Dodge Journey SE

Pacific, MO

Unscored
$10,900104,838 mi

Comparison: 5 similar vehicles

Pacific, MO

2015 Volvo S60 T5 Platinum

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

2015 Volvo S60 T5 Platinum

Pacific, MO

UnscoredInsufficient · 0
$10,900127,217 mi

Pacific, MO

2014 Nissan Rogue SL

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

2014 Nissan Rogue SL

Pacific, MO

Unscored
$10,900136,257 mi

Comparison: 8 similar vehicles

Pacific, MO

2012 GMC Acadia Denali

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

2012 GMC Acadia Denali

Pacific, MO

UnscoredInsufficient · 4
$10,900123,705 mi

Comparison: 4 similar vehicles

Pacific, MO

2014 Chrysler Town & Country Touring

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

2014 Chrysler Town & Country Touring

Pacific, MO

UnscoredInsufficient · 4
$10,97497,902 mi

Comparison: 4 similar vehicles

Pacific, MO

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.
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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