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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

186 listings found

2017 Chevrolet Traverse 1LT

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

2017 Chevrolet Traverse 1LT

Oslo, MN

UnscoredInsufficient · 4
$6,480149,866 mi

Comparison: 4 similar vehicles

Oslo, MN

2016 Ford Escape SE

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

2016 Ford Escape SE

Langdon, ND

UnscoredLimited · 16
$6,559159,760 mi

Comparison: 16 similar vehicles

Langdon, ND

2012 Chevrolet Tahoe LT

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

2012 Chevrolet Tahoe LT

Oslo, MN

UnscoredInsufficient · 3
$8,880191,907 mi

Comparison: 3 similar vehicles

Oslo, MN

2014 Jeep Compass Latitude

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

2014 Jeep Compass Latitude

Langdon, ND

UnscoredLimited · 9
$9,98984,875 mi

Comparison: 9 similar vehicles

Langdon, ND

2014 Toyota RAV4 Limited

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

2014 Toyota RAV4 Limited

Cavalier, ND

UnscoredInsufficient · 0
$10,189176,860 mi

Cavalier, ND

2010 Jeep Wrangler Unlimited Sahara

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

2010 Jeep Wrangler Unlimited Sahara

Hallock, MN

UnscoredInsufficient · 0
$10,769162,086 mi

Hallock, MN

2017 GMC Acadia Denali

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

2017 GMC Acadia Denali

Oslo, MN

UnscoredInsufficient · 3
$10,880140,867 mi

Comparison: 3 similar vehicles

Oslo, MN

2016 Chevrolet Equinox LT

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

2016 Chevrolet Equinox LT

Cavalier, ND

UnscoredLimited · 9
$11,19895,233 mi

Comparison: 9 similar vehicles

Cavalier, ND

2017 GMC Yukon XL SLT

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

2017 GMC Yukon XL SLT

Oslo, MN

UnscoredInsufficient · 0
$15,980141,775 mi

Oslo, MN

2020 Chevrolet Equinox LT

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

2020 Chevrolet Equinox LT

Oslo, MN

UnscoredLimited · 7
$16,48069,348 mi

Comparison: 7 similar vehicles

Oslo, MN

2018 Chevrolet Traverse 1LT

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

2018 Chevrolet Traverse 1LT

Oslo, MN

UnscoredLimited · 7
$16,480107,466 mi

Comparison: 7 similar vehicles

Oslo, MN

2018 Chevrolet Equinox LT

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

2018 Chevrolet Equinox LT

Langdon, ND

Fair PriceModerate · 20
$17,15598,625 mi

Market: $7,995 – $17,155

Comparison: 20 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 153 days listed (based on current market benchmarks)

Langdon, ND

2018 Chevrolet Equinox LT

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

2018 Chevrolet Equinox LT

Langdon, ND

Fair PriceModerate · 20
$17,15598,710 mi

Market: $7,995 – $17,155

Comparison: 20 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 120 days listed (based on current market benchmarks)

Langdon, ND

2019 Chevrolet Traverse 1LT

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

2019 Chevrolet Traverse 1LT

Hallock, MN

UnscoredInsufficient · 4
$17,32395,968 mi

Comparison: 4 similar vehicles

Hallock, MN

2017 Buick Enclave Premium

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

2017 Buick Enclave Premium

Langdon, ND

Fair PriceLimited · 12
$17,900111,624 mi

Market: $9,500 – $20,675

Comparison: 12 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 454 days listed (based on current market benchmarks)

Langdon, ND

2019 Chevrolet Traverse Premier

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

2019 Chevrolet Traverse Premier

Oslo, MN

UnscoredLimited · 6
$19,880101,269 mi

Comparison: 6 similar vehicles

Oslo, MN

2020 Buick Envision Essence

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

2020 Buick Envision Essence

Grafton, ND

UnscoredInsufficient · 0
$20,05074,516 mi

Grafton, ND

2020 Chevrolet Suburban Premier

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

2020 Chevrolet Suburban Premier

Langdon, ND

UnscoredLimited · 9
$20,185152,966 mi

Comparison: 9 similar vehicles

Langdon, ND

2017 Jeep Wrangler Unlimited Rubicon

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

2017 Jeep Wrangler Unlimited Rubicon

Langdon, ND

UnscoredInsufficient · 3
$20,18586,233 mi

Comparison: 3 similar vehicles

Langdon, ND

2016 Chevrolet Tahoe LTZ

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

2016 Chevrolet Tahoe LTZ

Cavalier, ND

UnscoredInsufficient · 3
$20,189133,018 mi

Comparison: 3 similar vehicles

Cavalier, ND

2020 Buick Enclave Essence

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

2020 Buick Enclave Essence

Oslo, MN

UnscoredLimited · 7
$20,88090,259 mi

Comparison: 7 similar vehicles

Oslo, MN

2020 Buick Enclave Premium

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

2020 Buick Enclave Premium

Oslo, MN

UnscoredInsufficient · 0
$20,980103,424 mi

Oslo, MN

2023 Subaru Ascent Premium

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

2023 Subaru Ascent Premium

Oslo, MN

UnscoredInsufficient · 0
$21,48095,707 mi

Oslo, MN

2021 Chevrolet Blazer 2LT

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

2021 Chevrolet Blazer 2LT

Oslo, MN

UnscoredInsufficient · 0
$21,48080,014 mi

Oslo, MN

2024 Chevrolet Trax RS

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

2024 Chevrolet Trax RS

Oslo, MN

UnscoredInsufficient · 0
$21,88040,540 mi

Oslo, MN

2018 Chevrolet Traverse 1LT

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

2018 Chevrolet Traverse 1LT

Oslo, MN

UnscoredLimited · 7
$21,88075,799 mi

Comparison: 7 similar vehicles

Oslo, MN

2019 Chevrolet Suburban Premier

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

2019 Chevrolet Suburban Premier

Oslo, MN

UnscoredInsufficient · 0
$21,980141,434 mi

Oslo, MN

2022 Buick Encore GX Essence

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

2022 Buick Encore GX Essence

Grafton, ND

UnscoredInsufficient · 0
$22,05055,581 mi

Grafton, ND

2015 Chevrolet Suburban LTZ

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

2015 Chevrolet Suburban LTZ

Langdon, ND

UnscoredLimited · 6
$22,205122,161 mi

Comparison: 6 similar vehicles

Langdon, ND

2020 Jeep Grand Cherokee Limited

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

2020 Jeep Grand Cherokee Limited

Hallock, MN

OverpricedLimited · 10
$22,54767,421 mi

Market: $18,979 – $21,978

Comparison: 10 similar vehicles

Priced ~3% above the typical market range for similar vehicles (based on current market benchmarks)

Hallock, MN

2021 Mazda CX-30 Premium

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

2021 Mazda CX-30 Premium

Hallock, MN

UnscoredInsufficient · 0
$22,88949,804 mi

Hallock, MN

2020 Chevrolet Equinox LT

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

2020 Chevrolet Equinox LT

Grafton, ND

UnscoredInsufficient · 0
$23,05023,327 mi

Grafton, ND

2021 Buick Encore GX Essence

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

2021 Buick Encore GX Essence

Grafton, ND

UnscoredInsufficient · 0
$24,05042,910 mi

Grafton, ND

2019 Ford Expedition Limited

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

2019 Ford Expedition Limited

Langdon, ND

Fair PriceModerate · 38
$24,225101,000 mi

Market: $20,995 – $31,345

Comparison: 38 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 63 days listed (based on current market benchmarks)

Langdon, ND

2019 Chevrolet Traverse 3LT

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

2019 Chevrolet Traverse 3LT

Langdon, ND

OverpricedLimited · 10
$24,90084,204 mi

Market: $14,900 – $22,836

Comparison: 10 similar vehicles

Priced ~9% above the typical market range for similar vehicles (based on current market benchmarks)

Langdon, ND

2019 Chevrolet Suburban LT

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

2019 Chevrolet Suburban LT

Oslo, MN

UnscoredLimited · 8
$24,980112,807 mi

Comparison: 8 similar vehicles

Oslo, MN

2020 GMC Acadia AT4

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

2020 GMC Acadia AT4

Grafton, ND

UnscoredInsufficient · 4
$25,05073,515 mi

Comparison: 4 similar vehicles

Grafton, ND

2023 Ford Edge SEL

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

2023 Ford Edge SEL

Hallock, MN

UnscoredLimited · 5
$25,32350,602 mi

Comparison: 5 similar vehicles

Hallock, MN

2021 GMC Acadia Denali

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

2021 GMC Acadia Denali

Oslo, MN

Fair PriceLimited · 12
$25,88081,156 mi

Market: $19,995 – $27,356

Comparison: 12 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 12 days listed (based on current market benchmarks)

Oslo, MN

2020 Chevrolet Traverse Premier

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

2020 Chevrolet Traverse Premier

Oslo, MN

UnscoredLimited · 9
$25,88073,539 mi

Comparison: 9 similar vehicles

Oslo, MN

2026 Chevrolet Trax LT

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

2026 Chevrolet Trax LT

Langdon, ND

Fair PriceRobust · 59
$26,010Mileage not verified

Market: $24,440 – $27,185

Comparison: 59 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 120 days listed (based on current market benchmarks)

Langdon, ND

2025 Ford Escape ST-Line Select

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

2025 Ford Escape ST-Line Select

Hallock, MN

Fair PriceLimited · 19
$26,21336,790 mi

Market: $23,698 – $26,390

Comparison: 19 similar vehicles

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

Hallock, MN

2022 Jeep Compass Trailhawk

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

2022 Jeep Compass Trailhawk

Langdon, ND

UnscoredInsufficient · 0
$26,2458,290 mi

Langdon, ND

2026 Chevrolet Trax LT

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

2026 Chevrolet Trax LT

Cavalier, ND

Fair PriceRobust · 50
$26,474Mileage not verified

Market: $24,440 – $27,185

Comparison: 50 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 119 days listed (based on current market benchmarks)

Cavalier, ND

2024 Chevrolet Equinox LT

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

2024 Chevrolet Equinox LT

Oslo, MN

OverpricedModerate · 20
$26,48030,558 mi

Market: $22,990 – $25,850

Comparison: 20 similar vehicles

Priced ~2% above the typical market range for similar vehicles (based on current market benchmarks)

Oslo, MN

2023 Chevrolet Equinox LT

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

2023 Chevrolet Equinox LT

Oslo, MN

UnscoredInsufficient · 0
$26,48027,495 mi

Oslo, MN

2026 Chevrolet Trax RS

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

2026 Chevrolet Trax RS

Oslo, MN

UnscoredInsufficient · 0
$26,630Mileage not verified

Oslo, MN

2026 Chevrolet Trax LT

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

2026 Chevrolet Trax LT

Cavalier, ND

Fair PriceRobust · 50
$26,779Mileage not verified

Market: $24,440 – $27,185

Comparison: 50 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 75 days listed (based on current market benchmarks)

Cavalier, ND

2026 Chevrolet Trax LT

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

2026 Chevrolet Trax LT

Oslo, MN

UnscoredInsufficient · 0
$26,785Mileage not verified

Oslo, MN

2023 Chevrolet Traverse 1LT

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

2023 Chevrolet Traverse 1LT

Oslo, MN

UnscoredLimited · 6
$26,88072,860 mi

Comparison: 6 similar vehicles

Oslo, 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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