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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 31, 2026

6M+

Unique vehicles analyzed

as of October 30, 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

139 listings found

2016 Dodge Dart SXT

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

2016 Dodge Dart SXT

Zimmerman, MN

UnscoredInsufficient · 0
$3,849160,827 mi

Zimmerman, MN

2009 Chevrolet Traverse 1LT

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

2009 Chevrolet Traverse 1LT

Zimmerman, MN

UnscoredInsufficient · 0
$4,027201,522 mi

Zimmerman, MN

2007 Toyota Camry XLE

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

2007 Toyota Camry XLE

Zimmerman, MN

UnscoredInsufficient · 0
$4,127320,077 mi

Zimmerman, MN

2014 Kia Soul +

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

2014 Kia Soul +

Zimmerman, MN

UnscoredInsufficient · 4
$4,349153,000 mi

Comparison: 4 similar vehicles

Zimmerman, MN

2001 Toyota Rav4 Base

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

2001 Toyota Rav4 Base

Zimmerman, MN

UnscoredInsufficient · 0
$5,200167,921 mi

Zimmerman, MN

2004 Volvo S80 2.5T AWD A

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

2004 Volvo S80 2.5T AWD A

Zimmerman, MN

UnscoredInsufficient · 0
$5,827160,846 mi

Zimmerman, MN

2012 Nissan Armada SL

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

2012 Nissan Armada SL

Zimmerman, MN

Salvage title
$6,349138,361 mi

Zimmerman, MN

2016 Chevrolet Malibu 1FL

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

2016 Chevrolet Malibu 1FL

Zimmerman, MN

UnscoredInsufficient · 0
$6,849116,721 mi

Zimmerman, MN

2014 Acura MDX Technology & Entertainment Package

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

2014 Acura MDX Technology & Entertainment Package

Zimmerman, MN

UnscoredInsufficient · 0
$7,794215,393 mi

Zimmerman, MN

2016 Chevrolet Traverse LTZ

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

2016 Chevrolet Traverse LTZ

Zimmerman, MN

Unscored
$7,849126,362 mi

Comparison: 10 similar vehicles

Zimmerman, MN

2013 Nissan Pathfinder SV

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

2013 Nissan Pathfinder SV

Zimmerman, MN

UnscoredInsufficient · 0
$8,000137,920 mi

Zimmerman, MN

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

Zimmerman, MN

UnscoredInsufficient · 0
$8,127242,681 mi

Zimmerman, MN

2017 RAM Promaster City SLT

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

2017 RAM Promaster City SLT

Zimmerman, MN

UnscoredInsufficient · 0
$8,249135,106 mi

Zimmerman, MN

2008 Hummer H3

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

2008 Hummer H3

Zimmerman, MN

UnscoredInsufficient · 0
$8,500152,626 mi

Zimmerman, MN

2011 BMW X3 xDrive35i

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

2011 BMW X3 xDrive35i

Zimmerman, MN

UnscoredInsufficient · 0
$8,580157,008 mi

Zimmerman, MN

2017 Nissan Rogue SV

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

2017 Nissan Rogue SV

Zimmerman, MN

Fair PriceLimited · 17
$8,683118,398 mi

Market: $7,995 – $14,700

Comparison: 17 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 115 days listed (based on current market benchmarks)

Zimmerman, MN

2014 Nissan Murano SL

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

2014 Nissan Murano SL

Zimmerman, MN

Fair PriceLimited · 13
$8,82795,702 mi

Market: $4,995 – $11,599

Comparison: 13 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 45 days listed (based on current market benchmarks)

Zimmerman, MN

2015 Dodge Grand Caravan SE

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

2015 Dodge Grand Caravan SE

Zimmerman, MN

Unscored
$8,849221,000 mi

Comparison: 7 similar vehicles

Zimmerman, MN

2016 Ford C-Max SEL

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

2016 Ford C-Max SEL

Zimmerman, MN

UnscoredInsufficient · 0
$8,927114,753 mi

Zimmerman, MN

2018 Ford Fusion SE

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

2018 Ford Fusion SE

Zimmerman, MN

Unscored
$8,999105,705 mi

Comparison: 6 similar vehicles

Zimmerman, MN

2015 Nissan Murano S

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

2015 Nissan Murano S

Zimmerman, MN

UnscoredInsufficient · 0
$9,127118,172 mi

Zimmerman, MN

2015 Volvo S60 T5 Premier

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

2015 Volvo S60 T5 Premier

Zimmerman, MN

UnscoredInsufficient · 4
$9,127101,381 mi

Comparison: 4 similar vehicles

Zimmerman, MN

2006 Buick Lucerne CXS

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

2006 Buick Lucerne CXS

Zimmerman, MN

UnscoredInsufficient · 0
$9,12756,174 mi

Zimmerman, MN

2013 INFINITI JX Base

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

2013 INFINITI JX Base

Zimmerman, MN

Unscored
$9,200121,060 mi

Comparison: 7 similar vehicles

Zimmerman, MN

2016 RAM 1500 Pickup Big Horn

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

2016 RAM 1500 Pickup Big Horn

Zimmerman, MN

Unscored
$9,220190,899 mi

Comparison: 9 similar vehicles

Zimmerman, MN

2015 Jeep Cherokee Trailhawk

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

2015 Jeep Cherokee Trailhawk

Zimmerman, MN

UnscoredInsufficient · 3
$9,349132,117 mi

Comparison: 3 similar vehicles

Zimmerman, MN

2014 Ford F-150 XLT

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

2014 Ford F-150 XLT

Zimmerman, MN

Unscored
$9,349191,328 mi

Comparison: 14 similar vehicles

Zimmerman, MN

2011 Lexus RX 350

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

2011 Lexus RX 350

Zimmerman, MN

UnscoredInsufficient · 4
$9,349251,022 mi

Comparison: 4 similar vehicles

Zimmerman, MN

2008 Ford F-450 Super Duty Chassis Cab XLT

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

2008 Ford F-450 Super Duty Chassis Cab XLT

Zimmerman, MN

UnscoredInsufficient · 0
$9,349258,979 mi

Zimmerman, MN

2015 Nissan Altima S

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

2015 Nissan Altima S

Zimmerman, MN

Unscored
$9,72772,429 mi

Comparison: 7 similar vehicles

Zimmerman, MN

2011 Honda Pilot EX-L

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

2011 Honda Pilot EX-L

Zimmerman, MN

Unscored
$9,827146,322 mi

Comparison: 9 similar vehicles

Zimmerman, MN

2017 Chevrolet Traverse 1LT

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

2017 Chevrolet Traverse 1LT

Zimmerman, MN

Fair PriceLimited · 11
$10,327102,793 mi

Market: $6,995 – $13,340

Comparison: 11 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 13 days listed (based on current market benchmarks)

Zimmerman, MN

2013 Lexus RX 350

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

2013 Lexus RX 350

Zimmerman, MN

UnscoredInsufficient · 4
$10,327198,645 mi

Comparison: 4 similar vehicles

Zimmerman, MN

2011 Lexus RX 350

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

2011 Lexus RX 350

Zimmerman, MN

UnscoredInsufficient · 4
$10,347174,047 mi

Comparison: 4 similar vehicles

Zimmerman, MN

2013 BMW X5 xDrive35i Premium

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

2013 BMW X5 xDrive35i Premium

Zimmerman, MN

UnscoredInsufficient · 0
$10,550124,214 mi

Zimmerman, MN

2011 Honda CR-V SE

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

2011 Honda CR-V SE

Zimmerman, MN

UnscoredInsufficient · 4
$10,727127,843 mi

Comparison: 4 similar vehicles

Zimmerman, MN

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

Zimmerman, MN

UnscoredInsufficient · 0
$10,827124,198 mi

Zimmerman, MN

2018 Jeep Compass Latitude

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

2018 Jeep Compass Latitude

Zimmerman, MN

Fair PriceLimited · 17
$10,84989,027 mi

Market: $6,995 – $17,495

Comparison: 17 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 106 days listed (based on current market benchmarks)

Zimmerman, MN

2018 Ford F-150 XL

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

2018 Ford F-150 XL

Zimmerman, MN

Unscored
$10,999131,770 mi

Comparison: 23 similar vehicles

Zimmerman, MN

2019 Mazda CX-5 Grand Touring

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

2019 Mazda CX-5 Grand Touring

Zimmerman, MN

Unscored
$11,127192,402 mi

Comparison: 19 similar vehicles

Zimmerman, MN

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

Zimmerman, MN

UnscoredInsufficient · 0
$11,12785,377 mi

Zimmerman, MN

2016 Honda CR-V EX

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

2016 Honda CR-V EX

Zimmerman, MN

Unscored
$11,194186,726 mi

Comparison: 5 similar vehicles

Zimmerman, MN

2020 RAM 1500 Classic Tradesman

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

2020 RAM 1500 Classic Tradesman

Zimmerman, MN

UnscoredInsufficient · 0
$11,349109,213 mi

Zimmerman, MN

2020 Volkswagen Jetta S

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

2020 Volkswagen Jetta S

Zimmerman, MN

UnscoredInsufficient · 3
$11,34999,491 mi

Comparison: 3 similar vehicles

Zimmerman, MN

2016 Ford Transit Base

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

2016 Ford Transit Base

Zimmerman, MN

Unscored
$11,349155,880 mi

Comparison: 6 similar vehicles

Zimmerman, MN

2013 Porsche Cayenne Base

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

2013 Porsche Cayenne Base

Zimmerman, MN

UnscoredInsufficient · 0
$11,500150,826 mi

Zimmerman, MN

2014 Ford F-150 XLT

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

2014 Ford F-150 XLT

Zimmerman, MN

Unscored
$11,925182,193 mi

Comparison: 14 similar vehicles

Zimmerman, MN

2015 Toyota Camry XLE

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

2015 Toyota Camry XLE

Zimmerman, MN

UnscoredInsufficient · 3
$12,127152,544 mi

Comparison: 3 similar vehicles

Zimmerman, MN

2015 INFINITI Q70L 3.7

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

2015 INFINITI Q70L 3.7

Zimmerman, MN

UnscoredInsufficient · 0
$12,127155,492 mi

Zimmerman, MN

2013 Jeep Wrangler Unlimited Sahara

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

2013 Jeep Wrangler Unlimited Sahara

Zimmerman, MN

Unscored
$12,127150,109 mi

Comparison: 7 similar vehicles

Zimmerman, MN

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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