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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 22, 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

201 listings found

2006 Ford Escape XLT

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

2006 Ford Escape XLT

Bagley, MN

UnscoredInsufficient · 0
$2,995197,312 mi

Bagley, MN

2005 Ford Escape XLS

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

2005 Ford Escape XLS

Bagley, MN

UnscoredInsufficient · 0
$2,995197,595 mi

Bagley, MN

2005 Ford Explorer XLS Sport

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

2005 Ford Explorer XLS Sport

Bagley, MN

UnscoredInsufficient · 0
$2,995245,494 mi

Bagley, MN

2007 Hyundai Santa Fe Limited

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

2007 Hyundai Santa Fe Limited

Bagley, MN

UnscoredInsufficient · 0
$3,995228,994 mi

Bagley, MN

2017 Jeep Cherokee Latitude

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

2017 Jeep Cherokee Latitude

Bagley, MN

UnscoredLimited · 12
$4,995238,051 mi

Comparison: 12 similar vehicles

Bagley, MN

2016 Nissan Rogue S

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

2016 Nissan Rogue S

Bagley, MN

UnscoredLimited · 9
$4,995252,240 mi

Comparison: 9 similar vehicles

Bagley, MN

2013 Ford Edge Limited

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

2013 Ford Edge Limited

Bagley, MN

UnscoredLimited · 12
$4,995204,424 mi

Comparison: 12 similar vehicles

Bagley, MN

2011 Ford Edge Limited

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

2011 Ford Edge Limited

Bagley, MN

UnscoredLimited · 8
$4,995200,919 mi

Comparison: 8 similar vehicles

Bagley, MN

2010 Ford Expedition Limited

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

2010 Ford Expedition Limited

Bagley, MN

UnscoredInsufficient · 0
$4,995269,035 mi

Bagley, MN

2010 Ford Edge Limited

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

2010 Ford Edge Limited

Bagley, MN

UnscoredLimited · 5
$4,995205,651 mi

Comparison: 5 similar vehicles

Bagley, MN

2003 Toyota Highlander Limited

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

2003 Toyota Highlander Limited

Bemidji, MN

UnscoredInsufficient · 0
$5,500220,000 mi

Bemidji, MN

2009 Subaru Forester 2.5X

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

2009 Subaru Forester 2.5X

Bemidji, MN

UnscoredInsufficient · 0
$5,950225,000 mi

Bemidji, MN

2017 Ford Escape Titanium

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

2017 Ford Escape Titanium

Bemidji, MN

UnscoredModerate · 39
$5,995176,000 mi

Comparison: 39 similar vehicles

Bemidji, MN

2012 Ford Edge Limited

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

2012 Ford Edge Limited

Bemidji, MN

UnscoredLimited · 6
$6,127129,343 mi

Comparison: 6 similar vehicles

Bemidji, MN

2014 Chevrolet Equinox LS

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

2014 Chevrolet Equinox LS

Bigfork, MN

UnscoredInsufficient · 4
$6,490Mileage not verified

Comparison: 4 similar vehicles

Bigfork, MN

2008 Chevrolet TrailBlazer 2FL

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

2008 Chevrolet TrailBlazer 2FL

Bemidji, MN

UnscoredInsufficient · 4
$6,950180,000 mi

Comparison: 4 similar vehicles

Bemidji, MN

2011 Ford Edge Sport

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

2011 Ford Edge Sport

Bemidji, MN

UnscoredInsufficient · 0
$6,995187,000 mi

Bemidji, MN

2009 Toyota Highlander Limited

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

2009 Toyota Highlander Limited

Bagley, MN

UnscoredInsufficient · 0
$6,995140,284 mi

Bagley, MN

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

Bemidji, MN

UnscoredInsufficient · 3
$6,995202,000 mi

Comparison: 3 similar vehicles

Bemidji, MN

2015 Ford Expedition XLT

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

2015 Ford Expedition XLT

Bemidji, MN

UnscoredInsufficient · 3
$7,349151,490 mi

Comparison: 3 similar vehicles

Bemidji, MN

2014 Jeep Grand Cherokee Limited

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

2014 Jeep Grand Cherokee Limited

Bemidji, MN

UnscoredModerate · 34
$7,950201,000 mi

Comparison: 34 similar vehicles

Bemidji, MN

2016 Nissan Rogue S

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

2016 Nissan Rogue S

Bagley, MN

UnscoredLimited · 9
$7,995137,577 mi

Comparison: 9 similar vehicles

Bagley, MN

2013 Ford Edge Limited

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

2013 Ford Edge Limited

Bagley, MN

UnscoredLimited · 12
$7,995126,452 mi

Comparison: 12 similar vehicles

Bagley, MN

2008 Toyota Highlander Sport

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

2008 Toyota Highlander Sport

Bemidji, MN

UnscoredInsufficient · 0
$8,400203,999 mi

Bemidji, MN

2012 Chevrolet Suburban LT

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

2012 Chevrolet Suburban LT

Bagley, MN

UnscoredInsufficient · 4
$8,995195,065 mi

Comparison: 4 similar vehicles

Bagley, MN

2010 Honda Element EX

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

2010 Honda Element EX

Bemidji, MN

UnscoredInsufficient · 3
$8,995168,000 mi

Comparison: 3 similar vehicles

Bemidji, MN

2007 Cadillac Escalade Base

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

2007 Cadillac Escalade Base

Bemidji, MN

UnscoredInsufficient · 0
$8,995191,000 mi

Bemidji, MN

2014 Honda CR-V EX-L

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

2014 Honda CR-V EX-L

Bemidji, MN

UnscoredModerate · 24
$9,345196,343 mi

Comparison: 24 similar vehicles

Bemidji, MN

2014 Honda CR-V LX

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

2014 Honda CR-V LX

Bemidji, MN

UnscoredLimited · 7
$9,450180,000 mi

Comparison: 7 similar vehicles

Bemidji, MN

2007 GMC Yukon XL Denali

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

2007 GMC Yukon XL Denali

Bemidji, MN

UnscoredInsufficient · 0
$9,995177,000 mi

Bemidji, MN

2014 Ford Explorer XLT

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

2014 Ford Explorer XLT

Bemidji, MN

UnscoredModerate · 34
$10,250140,000 mi

Comparison: 34 similar vehicles

Bemidji, MN

2017 Chevrolet Trax LS

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

2017 Chevrolet Trax LS

Bemidji, MN

UnscoredInsufficient · 4
$10,34994,841 mi

Comparison: 4 similar vehicles

Bemidji, MN

2017 Toyota RAV4 Limited

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

2017 Toyota RAV4 Limited

Bemidji, MN

UnscoredLimited · 7
$10,450215,000 mi

Comparison: 7 similar vehicles

Bemidji, MN

2015 Nissan Rogue SV

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

2015 Nissan Rogue SV

Kelliher, MN

UnscoredLimited · 5
$10,50083,000 mi

Comparison: 5 similar vehicles

Kelliher, MN

2013 Toyota RAV4 Limited

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

2013 Toyota RAV4 Limited

Bemidji, MN

UnscoredLimited · 6
$10,750190,000 mi

Comparison: 6 similar vehicles

Bemidji, MN

2016 Kia Sorento EX

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

2016 Kia Sorento EX

Bigfork, MN

UnscoredInsufficient · 3
$10,900Mileage not verified

Comparison: 3 similar vehicles

Bigfork, MN

2014 Subaru XV Crosstrek Limited

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

2014 Subaru XV Crosstrek Limited

Bemidji, MN

UnscoredLimited · 12
$10,995180,000 mi

Comparison: 12 similar vehicles

Bemidji, MN

2015 Honda CR-V EX-L

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

2015 Honda CR-V EX-L

Bemidji, MN

UnscoredModerate · 24
$11,995183,000 mi

Comparison: 24 similar vehicles

Bemidji, MN

2014 Toyota Highlander Limited

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

2014 Toyota Highlander Limited

Bemidji, MN

UnscoredInsufficient · 0
$12,349195,252 mi

Bemidji, MN

2017 Ford Explorer Base

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

2017 Ford Explorer Base

Bemidji, MN

UnscoredLimited · 8
$12,500160,000 mi

Comparison: 8 similar vehicles

Bemidji, MN

2015 Toyota RAV4 XLE

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

2015 Toyota RAV4 XLE

Bemidji, MN

UnscoredLimited · 14
$12,750167,000 mi

Comparison: 14 similar vehicles

Bemidji, MN

2016 Chevrolet Equinox LT

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

2016 Chevrolet Equinox LT

Bagley, MN

OverpricedModerate · 27
$12,99568,166 mi

Market: $4,350 – $12,830

Comparison: 27 similar vehicles

Priced ~1% above the typical market range for similar vehicles (based on current market benchmarks)

Bagley, MN

2021 Nissan Kicks SV

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

2021 Nissan Kicks SV

Bemidji, MN

UnscoredInsufficient · 0
$13,34576,783 mi

Bemidji, MN

2013 Toyota RAV4 XLE

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

2013 Toyota RAV4 XLE

Bemidji, MN

Fair PriceLimited · 11
$13,995107,000 mi

Market: $9,495 – $16,345

Comparison: 11 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 29 days listed (based on current market benchmarks)

Bemidji, MN

2014 GMC Yukon Denali

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

2014 GMC Yukon Denali

Bemidji, MN

UnscoredInsufficient · 0
$14,800157,000 mi

Bemidji, MN

2016 Chevrolet Traverse LTZ

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

2016 Chevrolet Traverse LTZ

Bigfork, MN

UnscoredInsufficient · 0
$14,900Mileage not verified

Bigfork, MN

2017 Chevrolet Traverse 1LT

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

2017 Chevrolet Traverse 1LT

Bagley, MN

OverpricedLimited · 15
$14,99574,099 mi

Market: $6,480 – $13,340

Comparison: 15 similar vehicles

Priced ~12% above the typical market range for similar vehicles (based on current market benchmarks)

Bagley, MN

2016 Toyota RAV4 LE

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

2016 Toyota RAV4 LE

Bemidji, MN

UnscoredInsufficient · 3
$15,250117,000 mi

Comparison: 3 similar vehicles

Bemidji, MN

2018 Chevrolet Equinox LT

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

2018 Chevrolet Equinox LT

Bemidji, MN

Fair PriceRobust · 63
$15,34974,465 mi

Market: $7,345 – $17,299

Comparison: 63 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 76 days listed (based on current market benchmarks)

Bemidji, MN

2021 Honda Pilot EX-L

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

2021 Honda Pilot EX-L

Bemidji, MN

UnscoredLimited · 12
$15,750171,000 mi

Comparison: 12 similar vehicles

Bemidji, 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. 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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