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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 11, 2026

7.3M+

Vehicles tracked nationwide

6M+ searchable on oav.io

60,000+

US dealerships

Daily

Data pipeline

Comparable

Market-evidence analysis

New and used·Listings processed daily

Or explore the market

70 listings found

2004 Chrysler PT Cruiser Touring Edition

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

2004 Chrysler PT Cruiser Touring Edition

Merrill, IA

UnscoredInsufficient · 0
$3,900108,120 mi

Merrill, IA

2014 Nissan Sentra SR

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

2014 Nissan Sentra SR

Merrill, IA

UnscoredInsufficient · 0
$4,900147,821 mi

Merrill, IA

2007 Nissan Maxima SE

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

2007 Nissan Maxima SE

Merrill, IA

UnscoredInsufficient · 0
$4,900150,933 mi

Merrill, IA

1997 Jeep Grand Cherokee LIMITED

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

1997 Jeep Grand Cherokee LIMITED

Merrill, IA

UnscoredInsufficient · 0
$4,900120,530 mi

Merrill, IA

2014 Dodge Avenger SE

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

2014 Dodge Avenger SE

Merrill, IA

UnscoredInsufficient · 3
$5,400144,210 mi

Comparison: 3 similar vehicles

Merrill, IA

2001 Chevrolet Blazer LS

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

2001 Chevrolet Blazer LS

Merrill, IA

UnscoredInsufficient · 0
$5,400127,521 mi

Merrill, IA

2009 Honda Accord EX-L

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

2009 Honda Accord EX-L

Merrill, IA

Unscored
$5,500204,992 mi

Comparison: 6 similar vehicles

Merrill, IA

2007 Honda CR-V EX

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

2007 Honda CR-V EX

Merrill, IA

UnscoredInsufficient · 0
$5,500219,842 mi

Merrill, IA

2016 Jeep Cherokee Latitude

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

2016 Jeep Cherokee Latitude

Merrill, IA

Unscored
$5,900185,418 mi

Comparison: 24 similar vehicles

Merrill, IA

2013 Ford Fusion SE

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

2013 Ford Fusion SE

Merrill, IA

Unscored
$5,900147,296 mi

Comparison: 22 similar vehicles

Merrill, IA

2010 Buick Enclave CXL-1

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

2010 Buick Enclave CXL-1

Merrill, IA

Unscored
$5,900137,931 mi

Comparison: 5 similar vehicles

Merrill, IA

2008 Mercury Mariner V6

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

2008 Mercury Mariner V6

Merrill, IA

UnscoredInsufficient · 0
$5,90083,226 mi

Merrill, IA

1995 Chevrolet Lumina

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

1995 Chevrolet Lumina

Merrill, IA

UnscoredInsufficient · 0
$5,995129,364 mi

Merrill, IA

2004 Ford Mustang Standard

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

2004 Ford Mustang Standard

Merrill, IA

UnscoredInsufficient · 0
$6,000165,525 mi

Merrill, IA

2018 RAM Promaster City Tradesman

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

2018 RAM Promaster City Tradesman

Merrill, IA

UnscoredInsufficient · 0
$6,295194,847 mi

Merrill, IA

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

Merrill, IA

Unscored
$7,300213,812 mi

Comparison: 7 similar vehicles

Merrill, IA

2015 Nissan Rogue Select S

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

2015 Nissan Rogue Select S

Merrill, IA

Fair PriceLimited · 14
$7,40099,185 mi

Market: $5,500 – $12,294

Comparison: 14 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 38 days listed (based on current market benchmarks)

Merrill, IA

2012 Subaru Forester X

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

2012 Subaru Forester X

Merrill, IA

UnscoredInsufficient · 0
$7,400100,111 mi

Merrill, IA

2018 Chevrolet Cruze LT

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

2018 Chevrolet Cruze LT

Merrill, IA

Fair PriceModerate · 22
$7,500119,031 mi

Market: $6,990 – $11,950

Comparison: 22 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 3 days listed (based on current market benchmarks)

Merrill, IA

2018 Subaru Impreza Premium

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

2018 Subaru Impreza Premium

Merrill, IA

UnscoredInsufficient · 4
$7,900122,660 mi

Comparison: 4 similar vehicles

Merrill, IA

2017 Subaru Outback Limited

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

2017 Subaru Outback Limited

Merrill, IA

Unscored
$7,900182,892 mi

Comparison: 20 similar vehicles

Merrill, IA

2013 Ford Edge Limited

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

2013 Ford Edge Limited

Merrill, IA

UnscoredInsufficient · 4
$7,900119,995 mi

Comparison: 4 similar vehicles

Merrill, IA

2018 Ford Escape SE

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

2018 Ford Escape SE

Merrill, IA

UnscoredInsufficient · 4
$8,500137,677 mi

Comparison: 4 similar vehicles

Merrill, IA

2007 Hummer H3

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

2007 Hummer H3

Merrill, IA

Unscored
$8,500153,718 mi

Comparison: 6 similar vehicles

Merrill, IA

2011 Chevrolet Silverado 1500 LT

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

2011 Chevrolet Silverado 1500 LT

Merrill, IA

UnscoredInsufficient · 3
$8,900183,605 mi

Comparison: 3 similar vehicles

Merrill, IA

2007 Chevrolet Silverado 1500 Work Truck

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

2007 Chevrolet Silverado 1500 Work Truck

Merrill, IA

Unscored
$8,900163,349 mi

Comparison: 6 similar vehicles

Merrill, IA

2003 Dodge Ram 1500 Pickup SLT

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

2003 Dodge Ram 1500 Pickup SLT

Merrill, IA

UnscoredInsufficient · 0
$8,900101,280 mi

Merrill, IA

2012 Honda CR-V EX-L

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

2012 Honda CR-V EX-L

Merrill, IA

UnscoredInsufficient · 3
$9,500177,508 mi

Comparison: 3 similar vehicles

Merrill, IA

2013 Chevrolet Silverado 1500 LT

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

2013 Chevrolet Silverado 1500 LT

Merrill, IA

Unscored
$9,900175,714 mi

Comparison: 11 similar vehicles

Merrill, IA

2011 GMC Canyon SLE

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

2011 GMC Canyon SLE

Merrill, IA

UnscoredInsufficient · 0
$9,900152,142 mi

Merrill, IA

2007 Toyota FJ Cruiser Base

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

2007 Toyota FJ Cruiser Base

Merrill, IA

Unscored
$9,900177,894 mi

Comparison: 23 similar vehicles

Merrill, IA

2017 GMC Savana Cargo Work Van

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

2017 GMC Savana Cargo Work Van

Merrill, IA

UnscoredInsufficient · 0
$10,900155,925 mi

Merrill, IA

2017 Dodge Grand Caravan GT

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

2017 Dodge Grand Caravan GT

Merrill, IA

Fair PriceLimited · 14
$10,900102,851 mi

Market: $6,899 – $18,995

Comparison: 14 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 7 days listed (based on current market benchmarks)

Merrill, IA

2008 Nissan Frontier SE

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

2008 Nissan Frontier SE

Merrill, IA

UnscoredInsufficient · 0
$10,90099,031 mi

Merrill, IA

2018 Nissan NV200 SV

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

2018 Nissan NV200 SV

Merrill, IA

UnscoredInsufficient · 0
$10,995105,113 mi

Merrill, IA

2018 Honda Civic EX-T

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

2018 Honda Civic EX-T

Merrill, IA

UnscoredInsufficient · 0
$11,500158,203 mi

Merrill, IA

2015 Jeep Grand Cherokee Limited

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

2015 Jeep Grand Cherokee Limited

Merrill, IA

UnscoredInsufficient · 3
$11,500116,712 mi

Comparison: 3 similar vehicles

Merrill, IA

2014 RAM 1500 Pickup Express

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

2014 RAM 1500 Pickup Express

Merrill, IA

Unscored
$11,500172,147 mi

Comparison: 12 similar vehicles

Merrill, IA

2014 Chevrolet Silverado 1500 LT

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

2014 Chevrolet Silverado 1500 LT

Merrill, IA

Unscored
$11,500170,110 mi

Comparison: 8 similar vehicles

Merrill, IA

2011 Jeep Wrangler Unlimited Sport

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

2011 Jeep Wrangler Unlimited Sport

Merrill, IA

Unscored
$11,500135,410 mi

Comparison: 14 similar vehicles

Merrill, IA

2018 Chevrolet Traverse 3LT

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

2018 Chevrolet Traverse 3LT

Merrill, IA

Unscored
$11,900142,869 mi

Comparison: 19 similar vehicles

Merrill, IA

2020 Ford Edge SEL

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

2020 Ford Edge SEL

Merrill, IA

UnscoredInsufficient · 3
$12,500104,785 mi

Comparison: 3 similar vehicles

Merrill, IA

2020 Mitsubishi Outlander Sport GT

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

2020 Mitsubishi Outlander Sport GT

Merrill, IA

UnscoredInsufficient · 0
$12,90088,415 mi

Merrill, IA

2018 Volvo S90 Momentum

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

2018 Volvo S90 Momentum

Merrill, IA

UnscoredInsufficient · 0
$12,995102,341 mi

Merrill, IA

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

Merrill, IA

UnscoredInsufficient · 0
$13,50054,223 mi

Merrill, IA

2016 Toyota Highlander Limited

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

2016 Toyota Highlander Limited

Merrill, IA

Unscored
$13,500215,785 mi

Comparison: 6 similar vehicles

Merrill, IA

2018 Chevrolet Express Passenger LT

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

2018 Chevrolet Express Passenger LT

Merrill, IA

UnscoredInsufficient · 0
$13,900148,088 mi

Merrill, IA

2018 GMC Acadia Denali

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

2018 GMC Acadia Denali

Merrill, IA

UnscoredInsufficient · 3
$13,900150,130 mi

Comparison: 3 similar vehicles

Merrill, IA

2013 RAM 1500 Pickup Tradesman

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

2013 RAM 1500 Pickup Tradesman

Merrill, IA

Unscored
$13,90080,574 mi

Comparison: 5 similar vehicles

Merrill, IA

2019 Ford Explorer XLT

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

2019 Ford Explorer XLT

Merrill, IA

Unscored
$14,400113,003 mi

Comparison: 5 similar vehicles

Merrill, IA

Trust signal layer

Demand-Verified Deals™

The Demand-Verified badge is sell-through evidence — the matched cohort of similar vehicles whose listings recently came off the market is leaving the market faster than its market baseline, and this listing has not been listed longer than the cohort’s typical time on market. A listing coming off the market is not always a sale. 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 time on market, 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 cohort of similar vehicles whose listings recently came off the market is leaving the market faster than its market baseline, the cohort meets minimum-sample and freshness requirements, and this specific listing has not been listed longer than the cohort's typical time on market. 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 recently 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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