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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 21, 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

565 listings found

2009 Dodge Journey SXT

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

2009 Dodge Journey SXT

Aitkin, MN

UnscoredInsufficient · 0
$2,349233,374 mi

Aitkin, MN

2005 Jeep Grand Cherokee Limited

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

2005 Jeep Grand Cherokee Limited

Aitkin, MN

UnscoredLimited · 5
$2,349234,148 mi

Comparison: 5 similar vehicles

Aitkin, MN

2011 Ford Escape Limited

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

2011 Ford Escape Limited

Pequot Lakes, MN

UnscoredLimited · 6
$2,999215,483 mi

Comparison: 6 similar vehicles

Pequot Lakes, MN

2007 GMC Acadia SLT2

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

2007 GMC Acadia SLT2

Chisholm, MN

UnscoredInsufficient · 0
$3,500165,000 mi

Chisholm, MN

2014 Ford Expedition Limited

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

2014 Ford Expedition Limited

Merrifield, MN

UnscoredLimited · 9
$4,495260,111 mi

Comparison: 9 similar vehicles

Merrifield, MN

2007 GMC Acadia SLT2

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

2007 GMC Acadia SLT2

Merrifield, MN

UnscoredInsufficient · 0
$4,995213,443 mi

Merrifield, MN

2017 Chevrolet Trax LS

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

2017 Chevrolet Trax LS

Pine River, MN

UnscoredLimited · 6
$5,250154,351 mi

Comparison: 6 similar vehicles

Pine River, MN

2012 Chevrolet Traverse 1LT

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

2012 Chevrolet Traverse 1LT

Hibbing, MN

UnscoredLimited · 5
$5,341181,734 mi

Comparison: 5 similar vehicles

Hibbing, MN

2007 Lincoln MKX Base

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

2007 Lincoln MKX Base

Hibbing, MN

UnscoredInsufficient · 0
$5,349138,349 mi

Hibbing, MN

2014 Jeep Grand Cherokee Overland

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

2014 Jeep Grand Cherokee Overland

Pequot Lakes, MN

UnscoredModerate · 21
$5,599219,538 mi

Comparison: 21 similar vehicles

Pequot Lakes, MN

2015 Ford Escape Titanium

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

2015 Ford Escape Titanium

Grand Rapids, MN

UnscoredLimited · 18
$5,954198,112 mi

Comparison: 18 similar vehicles

Grand Rapids, MN

2017 Jeep Renegade Latitude

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

2017 Jeep Renegade Latitude

Pequot Lakes, MN

UnscoredLimited · 14
$5,999189,453 mi

Comparison: 14 similar vehicles

Pequot Lakes, MN

2012 Nissan Rogue S

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

2012 Nissan Rogue S

Pequot Lakes, MN

UnscoredInsufficient · 0
$5,999149,173 mi

Pequot Lakes, MN

2015 Chevrolet Equinox 1LT

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

2015 Chevrolet Equinox 1LT

Grand Rapids, MN

UnscoredModerate · 31
$6,330183,258 mi

Comparison: 31 similar vehicles

Grand Rapids, MN

2012 Chevrolet Traverse 1LT

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

2012 Chevrolet Traverse 1LT

Hibbing, MN

UnscoredLimited · 6
$7,119143,218 mi

Comparison: 6 similar vehicles

Hibbing, MN

2015 Ford Expedition XLT

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

2015 Ford Expedition XLT

Aitkin, MN

UnscoredLimited · 5
$7,190213,030 mi

Comparison: 5 similar vehicles

Aitkin, MN

2013 Kia Sorento LX

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

2013 Kia Sorento LX

Aitkin, MN

UnscoredLimited · 8
$7,190119,618 mi

Comparison: 8 similar vehicles

Aitkin, MN

2012 Ford Escape XLT

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

2012 Ford Escape XLT

Hibbing, MN

Fair PriceLimited · 10
$7,341118,647 mi

Market: $3,495 – $9,988

Comparison: 10 similar vehicles

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

Hibbing, MN

2011 Jeep Liberty Sport

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

2011 Jeep Liberty Sport

Hibbing, MN

UnscoredInsufficient · 4
$7,34587,780 mi

Comparison: 4 similar vehicles

Hibbing, MN

2014 Nissan Pathfinder SL

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

2014 Nissan Pathfinder SL

Pine River, MN

UnscoredLimited · 5
$7,999126,315 mi

Comparison: 5 similar vehicles

Pine River, MN

2013 GMC Acadia SLT2

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

2013 GMC Acadia SLT2

Chisholm, MN

UnscoredInsufficient · 0
$7,999168,497 mi

Chisholm, MN

2018 Ford Explorer Utility Police Interceptor

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

2018 Ford Explorer Utility Police Interceptor

Aitkin, MN

UnscoredInsufficient · 4
$8,190147,429 mi

Comparison: 4 similar vehicles

Aitkin, MN

2016 Ford Escape SE

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

2016 Ford Escape SE

Hibbing, MN

UnscoredModerate · 48
$8,651121,259 mi

Comparison: 48 similar vehicles

Hibbing, MN

2020 Chevrolet Equinox LT

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

2020 Chevrolet Equinox LT

Pine River, MN

UnscoredInsufficient · 3
$8,750194,463 mi

Comparison: 3 similar vehicles

Pine River, MN

2016 Chevrolet Traverse 2LT

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

2016 Chevrolet Traverse 2LT

Hibbing, MN

UnscoredInsufficient · 0
$8,941131,417 mi

Hibbing, MN

2022 Ford Escape SE

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

2022 Ford Escape SE

Hibbing, MN

UnscoredModerate · 21
$9,341176,125 mi

Comparison: 21 similar vehicles

Hibbing, MN

2020 Volkswagen Tiguan SE

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

2020 Volkswagen Tiguan SE

Hibbing, MN

UnscoredLimited · 6
$9,345140,751 mi

Comparison: 6 similar vehicles

Hibbing, MN

2014 Toyota RAV4 Limited

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

2014 Toyota RAV4 Limited

Hill City, MN

UnscoredLimited · 8
$9,995191,058 mi

Comparison: 8 similar vehicles

Hill City, MN

2017 INFINITI QX60 Base

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

2017 INFINITI QX60 Base

Pequot Lakes, MN

UnscoredLimited · 8
$9,999134,611 mi

Comparison: 8 similar vehicles

Pequot Lakes, MN

2017 GMC Terrain SLT

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

2017 GMC Terrain SLT

Chisholm, MN

UnscoredLimited · 9
$10,999103,300 mi

Comparison: 9 similar vehicles

Chisholm, MN

2018 GMC Terrain Denali

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

2018 GMC Terrain Denali

Pequot Lakes, MN

UnscoredLimited · 14
$11,995140,670 mi

Comparison: 14 similar vehicles

Pequot Lakes, MN

2017 Jeep Cherokee Limited

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

2017 Jeep Cherokee Limited

Pequot Lakes, MN

UnscoredLimited · 12
$11,995124,210 mi

Comparison: 12 similar vehicles

Pequot Lakes, MN

No Photo

2016 Ford Expedition Platinum

Pequot Lakes, MN

UnscoredLimited · 12
$11,995162,015 mi

Comparison: 12 similar vehicles

Pequot Lakes, MN

2017 Ford Escape SE

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

2017 Ford Escape SE

Aitkin, MN

Fair PriceRobust · 98
$12,30696,876 mi

Market: $5,900 – $16,690

Comparison: 98 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 35 days listed (based on current market benchmarks)

Aitkin, MN

2020 Ford Escape SE

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

2020 Ford Escape SE

Pine River, MN

Fair PriceRobust · 84
$12,308105,440 mi

Market: $9,599 – $20,997

Comparison: 84 similar vehicles

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

Pine River, MN

2017 Jeep Grand Cherokee Overland

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

2017 Jeep Grand Cherokee Overland

Hibbing, MN

UnscoredLimited · 7
$12,341159,839 mi

Comparison: 7 similar vehicles

Hibbing, MN

2012 Jeep Wrangler Unlimited Sahara

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

2012 Jeep Wrangler Unlimited Sahara

Cohasset, MN

UnscoredLimited · 13
$12,342168,750 mi

Comparison: 13 similar vehicles

Cohasset, MN

2017 Ford Expedition Limited

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

2017 Ford Expedition Limited

Pine River, MN

UnscoredModerate · 20
$12,349154,970 mi

Comparison: 20 similar vehicles

Pine River, MN

2017 Chevrolet Equinox LT

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

2017 Chevrolet Equinox LT

Grand Rapids, MN

Fair PriceModerate · 44
$12,660105,965 mi

Market: $5,345 – $15,470

Comparison: 44 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 52 days listed (based on current market benchmarks)

Grand Rapids, MN

2020 Chevrolet Equinox LT

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

2020 Chevrolet Equinox LT

Pine River, MN

UnscoredRobust · 100
$12,732124,067 mi

Comparison: 100 similar vehicles

Pine River, MN

2016 Chevrolet Equinox LT

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

2016 Chevrolet Equinox LT

Grand Rapids, MN

Fair PriceModerate · 34
$12,83082,298 mi

Market: $4,350 – $12,999

Comparison: 34 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 11 days listed (based on current market benchmarks)

Grand Rapids, MN

2015 Buick Encore Convenience

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

2015 Buick Encore Convenience

Pine River, MN

UnscoredLimited · 6
$12,90073,037 mi

Comparison: 6 similar vehicles

Pine River, MN

2020 Jeep Cherokee Latitude Plus

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

2020 Jeep Cherokee Latitude Plus

Grand Rapids, MN

UnscoredInsufficient · 0
$13,325120,215 mi

Grand Rapids, MN

2019 Chevrolet Traverse 1LT

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

2019 Chevrolet Traverse 1LT

Cohasset, MN

UnscoredModerate · 39
$13,342121,239 mi

Comparison: 39 similar vehicles

Cohasset, MN

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

Aitkin, MN

UnscoredLimited · 7
$14,069128,476 mi

Comparison: 7 similar vehicles

Aitkin, MN

2019 Ford Escape SEL

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

2019 Ford Escape SEL

Pine River, MN

Fair PriceModerate · 29
$14,10291,901 mi

Market: $7,838 – $15,466

Comparison: 29 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 31 days listed (based on current market benchmarks)

Pine River, MN

2017 Ford Edge SEL

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

2017 Ford Edge SEL

Hibbing, MN

Fair PriceLimited · 15
$14,32492,000 mi

Market: $8,999 – $17,850

Comparison: 15 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 69 days listed (based on current market benchmarks)

Hibbing, MN

2018 Audi Q5 Premium

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

2018 Audi Q5 Premium

Grand Rapids, MN

UnscoredInsufficient · 0
$14,830105,048 mi

Grand Rapids, MN

2008 Toyota FJ Cruiser Base

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

2008 Toyota FJ Cruiser Base

Aitkin, MN

UnscoredInsufficient · 0
$14,880115,902 mi

Aitkin, MN

2019 Mitsubishi Eclipse Cross SEL

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

2019 Mitsubishi Eclipse Cross SEL

Hibbing, MN

UnscoredInsufficient · 0
$14,94195,034 mi

Hibbing, MN

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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