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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 20, 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

134 listings found

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 Subaru Outback Premium

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

2012 Subaru Outback Premium

Pine River, MN

UnscoredInsufficient · 0
$6,400152,516 mi

Pine River, 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

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

2013 Chevrolet Silverado 2500HD LT

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

2013 Chevrolet Silverado 2500HD LT

Pine River, MN

UnscoredLimited · 10
$8,900300,923 mi

Comparison: 10 similar vehicles

Pine River, MN

2001 Dodge Ram Pickup ST

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

2001 Dodge Ram Pickup ST

Pine River, MN

UnscoredInsufficient · 0
$8,900228,395 mi

Pine River, MN

2007 GMC Sierra 2500HD SLT

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

2007 GMC Sierra 2500HD SLT

Pine River, MN

UnscoredInsufficient · 0
$9,049188,500 mi

Pine River, MN

2012 Lincoln MKZ Hybrid

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

2012 Lincoln MKZ Hybrid

Pine River, MN

UnscoredInsufficient · 0
$9,50082,977 mi

Pine River, MN

1998 Ford Ranger SPLASH

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

1998 Ford Ranger SPLASH

Pine River, MN

UnscoredInsufficient · 0
$9,700148,865 mi

Pine River, MN

2008 Ford F-350 Super Duty

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

2008 Ford F-350 Super Duty

Pine River, MN

UnscoredInsufficient · 0
$9,900224,181 mi

Pine River, 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 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

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

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

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

2008 Ford Mustang GT Deluxe

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

2008 Ford Mustang GT Deluxe

Pine River, MN

UnscoredInsufficient · 0
$14,34995,918 mi

Pine River, MN

2016 Chevrolet Impala Limited 1LZ

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

2016 Chevrolet Impala Limited 1LZ

Pine River, MN

UnscoredInsufficient · 0
$16,25038,900 mi

Pine River, MN

1986 Chevrolet K10

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

1986 Chevrolet K10

Pine River, MN

UnscoredInsufficient · 0
$17,19071,904 mi

Pine River, MN

2018 Chevrolet Silverado 3500HD LT

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

2018 Chevrolet Silverado 3500HD LT

Pine River, MN

UnscoredLimited · 7
$17,900196,195 mi

Comparison: 7 similar vehicles

Pine River, MN

2020 Ford Explorer Limited

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

2020 Ford Explorer Limited

Pine River, MN

UnscoredModerate · 25
$18,231134,779 mi

Comparison: 25 similar vehicles

Pine River, MN

2022 Subaru Crosstrek Sport

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

2022 Subaru Crosstrek Sport

Pine River, MN

UnscoredInsufficient · 0
$18,629149,609 mi

Pine River, MN

2018 Lincoln MKX Reserve

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

2018 Lincoln MKX Reserve

Pine River, MN

UnscoredLimited · 5
$18,64177,618 mi

Comparison: 5 similar vehicles

Pine River, MN

2021 Chevrolet Trailblazer LT

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

2021 Chevrolet Trailblazer LT

Pine River, MN

UnscoredInsufficient · 0
$20,33310,310 mi

Pine River, MN

2018 Porsche Macan S

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

2018 Porsche Macan S

Pine River, MN

UnscoredInsufficient · 0
$21,56785,469 mi

Pine River, MN

2018 Ford F-150 XLT

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

2018 Ford F-150 XLT

Pine River, MN

Fair PriceLimited · 17
$21,900115,151 mi

Market: $13,610 – $22,999

Comparison: 17 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 21 days listed (based on current market benchmarks)

Pine River, MN

2018 Ford F-150 Lariat

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

2018 Ford F-150 Lariat

Pine River, MN

UnscoredRobust · 109
$22,534143,381 mi

Comparison: 109 similar vehicles

Pine River, MN

2022 Ford Escape Titanium

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

2022 Ford Escape Titanium

Pine River, MN

UnscoredInsufficient · 4
$22,82344,086 mi

Comparison: 4 similar vehicles

Pine River, MN

2016 RAM 1500 Pickup Rebel

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

2016 RAM 1500 Pickup Rebel

Pine River, MN

UnscoredLimited · 8
$22,841108,585 mi

Comparison: 8 similar vehicles

Pine River, MN

2024 Jeep Compass Limited

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

2024 Jeep Compass Limited

Pine River, MN

Fair PriceModerate · 22
$22,98930,310 mi

Market: $22,500 – $26,150

Comparison: 22 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 84 days listed (based on current market benchmarks)

Pine River, MN

2020 Lincoln Nautilus Reserve

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

2020 Lincoln Nautilus Reserve

Pine River, MN

Fair PriceLimited · 16
$23,07481,558 mi

Market: $12,338 – $26,998

Comparison: 16 similar vehicles

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

Pine River, MN

2011 Ford F-150 SVT Raptor

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

2011 Ford F-150 SVT Raptor

Pine River, MN

UnscoredInsufficient · 0
$23,568121,967 mi

Pine River, MN

2023 Ford Escape ST-Line

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

2023 Ford Escape ST-Line

Pine River, MN

Fair PriceLimited · 10
$23,84127,879 mi

Market: $23,832 – $26,398

Comparison: 10 similar vehicles

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

Pine River, MN

2023 Ford Escape Platinum

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

2023 Ford Escape Platinum

Pine River, MN

UnscoredLimited · 6
$24,26840,689 mi

Comparison: 6 similar vehicles

Pine River, MN

2019 Lincoln Navigator Reserve

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

2019 Lincoln Navigator Reserve

Pine River, MN

UnscoredLimited · 16
$24,931123,303 mi

Comparison: 16 similar vehicles

Pine River, MN

2023 Ford Bronco Sport Big Bend

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

2023 Ford Bronco Sport Big Bend

Pine River, MN

UnscoredInsufficient · 4
$25,34525,849 mi

Comparison: 4 similar vehicles

Pine River, MN

2024 Ford Edge SEL

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

2024 Ford Edge SEL

Pine River, MN

UnscoredLimited · 6
$26,21129,373 mi

Comparison: 6 similar vehicles

Pine River, MN

2022 Hyundai Palisade Calligraphy

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

2022 Hyundai Palisade Calligraphy

Pine River, MN

Fair PriceLimited · 19
$26,374105,209 mi

Market: $18,868 – $31,493

Comparison: 19 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 27 days listed (based on current market benchmarks)

Pine River, MN

2018 Toyota 4Runner SR5

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

2018 Toyota 4Runner SR5

Pine River, MN

UnscoredLimited · 9
$27,175131,227 mi

Comparison: 9 similar vehicles

Pine River, MN

2024 Ford Edge SEL

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

2024 Ford Edge SEL

Pine River, MN

UnscoredLimited · 6
$27,30822,926 mi

Comparison: 6 similar vehicles

Pine River, MN

2024 Ford Edge SEL

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

2024 Ford Edge SEL

Pine River, MN

UnscoredLimited · 6
$27,33524,269 mi

Comparison: 6 similar vehicles

Pine River, MN

2024 Ford Edge SEL

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

2024 Ford Edge SEL

Pine River, MN

UnscoredLimited · 6
$27,79921,505 mi

Comparison: 6 similar vehicles

Pine River, MN

2024 Ford Escape ST-Line Select

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

2024 Ford Escape ST-Line Select

Pine River, MN

UnscoredInsufficient · 0
$27,93030,990 mi

Pine River, MN

2024 Ford Edge SEL

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

2024 Ford Edge SEL

Pine River, MN

Fair PriceLimited · 10
$27,93916,887 mi

Comparison: 10 similar vehicles

Pine River, MN

2023 Ford Explorer XLT

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

2023 Ford Explorer XLT

Pine River, MN

Fair PriceModerate · 24
$28,14356,456 mi

Market: $25,499 – $29,998

Comparison: 24 similar vehicles

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

Pine River, MN

2024 Ford Edge SEL

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

2024 Ford Edge SEL

Pine River, MN

Fair PriceLimited · 10
$28,29212,725 mi

Market: $27,939 – $29,266

Comparison: 10 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 21 days listed (based on current market benchmarks)

Pine River, MN

2024 Ford Edge SEL

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

2024 Ford Edge SEL

Pine River, MN

Fair PriceLimited · 10
$28,30414,849 mi

Market: $27,939 – $29,266

Comparison: 10 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 21 days listed (based on current market benchmarks)

Pine River, MN

2024 Ford Edge SEL

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

2024 Ford Edge SEL

Pine River, MN

Fair PriceLimited · 10
$28,34516,800 mi

Market: $27,939 – $29,266

Comparison: 10 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 54 days listed (based on current market benchmarks)

Pine River, MN

2022 RAM 2500 Pickup Big Horn

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

2022 RAM 2500 Pickup Big Horn

Pine River, MN

UnscoredModerate · 20
$28,740177,269 mi

Comparison: 20 similar vehicles

Pine River, MN

2024 Ford Edge ST-Line

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

2024 Ford Edge ST-Line

Pine River, MN

Fair PriceLimited · 15
$31,97924,184 mi

Market: $29,340 – $32,349

Comparison: 15 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 54 days listed (based on current market benchmarks)

Pine River, MN

2022 MINI Countryman S E PHEV

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

2022 MINI Countryman S E PHEV

Pine River, MN

UnscoredInsufficient · 0
$31,97918,866 mi

Pine River, 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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