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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

192 listings found

2012 Jeep Compass Latitude

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

2012 Jeep Compass Latitude

Hancock, MI

UnscoredInsufficient · 0
$5,995154,468 mi

Hancock, MI

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

Houghton, MI

UnscoredInsufficient · 0
$7,995189,000 mi

Houghton, MI

2017 Chevrolet Equinox LS

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

2017 Chevrolet Equinox LS

Houghton, MI

UnscoredInsufficient · 0
$8,995160,000 mi

Houghton, MI

2014 Jeep Cherokee Trailhawk

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

2014 Jeep Cherokee Trailhawk

Hancock, MI

UnscoredInsufficient · 0
$8,995132,410 mi

Hancock, MI

2010 Toyota RAV4 Limited

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

2010 Toyota RAV4 Limited

Houghton, MI

UnscoredInsufficient · 0
$8,995235,000 mi

Houghton, MI

2017 Ford Explorer XLT

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

2017 Ford Explorer XLT

Houghton, MI

UnscoredLimited · 18
$9,995153,000 mi

Comparison: 18 similar vehicles

Houghton, MI

2014 Subaru XV Crosstrek Premium

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

2014 Subaru XV Crosstrek Premium

Houghton, MI

UnscoredInsufficient · 0
$9,995151,000 mi

Houghton, MI

2016 Chevrolet Traverse 1LT

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

2016 Chevrolet Traverse 1LT

Houghton, MI

UnscoredInsufficient · 0
$10,24494,722 mi

Houghton, MI

2013 GMC Yukon XL Denali

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

2013 GMC Yukon XL Denali

Houghton, MI

UnscoredInsufficient · 0
$10,995142,000 mi

Houghton, MI

2011 Toyota Venza Base

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

2011 Toyota Venza Base

Houghton, MI

UnscoredInsufficient · 0
$10,995165,000 mi

Houghton, MI

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

Houghton, MI

UnscoredLimited · 12
$11,279128,870 mi

Comparison: 12 similar vehicles

Houghton, MI

2014 Subaru Forester XT Touring

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

2014 Subaru Forester XT Touring

Houghton, MI

UnscoredInsufficient · 0
$11,995145,772 mi

Houghton, MI

2008 Toyota Highlander Limited

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

2008 Toyota Highlander Limited

Houghton, MI

UnscoredInsufficient · 0
$11,995127,000 mi

Houghton, MI

2018 Toyota RAV4 XLE

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

2018 Toyota RAV4 XLE

Houghton, MI

UnscoredLimited · 17
$12,995183,000 mi

Comparison: 17 similar vehicles

Houghton, MI

2016 Nissan Juke SL

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

2016 Nissan Juke SL

Houghton, MI

UnscoredInsufficient · 0
$12,99584,000 mi

Houghton, MI

2018 Chevrolet Equinox LT

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

2018 Chevrolet Equinox LT

Houghton, MI

Fair PriceModerate · 46
$13,995115,000 mi

Market: $8,495 – $16,360

Comparison: 46 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 538 days listed (based on current market benchmarks)

Houghton, MI

2016 Kia Sorento EX

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

2016 Kia Sorento EX

Houghton, MI

UnscoredInsufficient · 0
$13,99585,364 mi

Houghton, MI

2020 Nissan Kicks SV

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

2020 Nissan Kicks SV

Houghton, MI

UnscoredInsufficient · 0
$14,99566,000 mi

Houghton, MI

2019 GMC Terrain SLE

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

2019 GMC Terrain SLE

Houghton, MI

UnscoredLimited · 5
$15,77990,565 mi

Comparison: 5 similar vehicles

Houghton, MI

2021 Ford Escape SEL

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

2021 Ford Escape SEL

Houghton, MI

Fair PriceLimited · 14
$15,995107,000 mi

Market: $12,999 – $20,995

Comparison: 14 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 98 days listed (based on current market benchmarks)

Houghton, MI

2020 Ford Escape SE

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

2020 Ford Escape SE

Houghton, MI

UnscoredLimited · 6
$15,99551,000 mi

Comparison: 6 similar vehicles

Houghton, MI

2018 Subaru Forester Base

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

2018 Subaru Forester Base

Houghton, MI

UnscoredInsufficient · 0
$15,995124,728 mi

Houghton, MI

2016 Ford Explorer Platinum

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

2016 Ford Explorer Platinum

Houghton, MI

UnscoredInsufficient · 0
$15,995128,439 mi

Houghton, MI

2019 Ford Edge SEL

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

2019 Ford Edge SEL

Houghton, MI

Fair PriceLimited · 19
$16,27989,002 mi

Market: $12,995 – $22,500

Comparison: 19 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 8 days listed (based on current market benchmarks)

Houghton, MI

2021 Chevrolet Equinox LT

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

2021 Chevrolet Equinox LT

Houghton, MI

Fair PriceModerate · 44
$16,77997,740 mi

Market: $11,995 – $20,354

Comparison: 44 similar vehicles

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

Houghton, MI

2021 Jeep Compass Trailhawk

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

2021 Jeep Compass Trailhawk

Hancock, MI

Fair PriceLimited · 16
$16,99595,101 mi

Market: $15,669 – $16,995

Comparison: 16 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 196 days listed (based on current market benchmarks)

Hancock, MI

2016 Honda CR-V EX

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

2016 Honda CR-V EX

Houghton, MI

UnscoredInsufficient · 0
$16,995110,815 mi

Houghton, MI

2016 Honda HR-V EX-L

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

2016 Honda HR-V EX-L

Houghton, MI

UnscoredInsufficient · 0
$16,99585,718 mi

Houghton, MI

2020 Ford Escape SE

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

2020 Ford Escape SE

Houghton, MI

UnscoredLimited · 6
$17,24466,238 mi

Comparison: 6 similar vehicles

Houghton, MI

2017 Ford Explorer XLT

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

2017 Ford Explorer XLT

Houghton, MI

OverpricedLimited · 17
$17,30086,700 mi

Market: $9,995 – $17,025

Comparison: 17 similar vehicles

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

Houghton, MI

2021 Subaru Ascent Limited

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

2021 Subaru Ascent Limited

Houghton, MI

UnscoredInsufficient · 0
$17,778126,209 mi

Houghton, MI

2018 Subaru Forester Premium

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

2018 Subaru Forester Premium

Houghton, MI

UnscoredLimited · 9
$17,995106,659 mi

Comparison: 9 similar vehicles

Houghton, MI

2018 Ford Flex Limited

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

2018 Ford Flex Limited

Houghton, MI

UnscoredInsufficient · 0
$18,24481,362 mi

Houghton, MI

2024 Jeep Compass Latitude

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

2024 Jeep Compass Latitude

Houghton, MI

UnscoredLimited · 14
$18,27870,306 mi

Comparison: 14 similar vehicles

Houghton, MI

2020 Nissan Rogue SV

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

2020 Nissan Rogue SV

Houghton, MI

Fair PriceLimited · 11
$18,27943,720 mi

Market: $18,313 – $21,685

Comparison: 11 similar vehicles

Fairly priced — priced near the comparable range, but not far enough below it to qualify as a Great Deal · 20 days listed (based on current market benchmarks)

Houghton, MI

2019 GMC Acadia SLT-1

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

2019 GMC Acadia SLT-1

Houghton, MI

Fair PriceLimited · 11
$18,279107,771 mi

Market: $15,295 – $22,194

Comparison: 11 similar vehicles

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

Houghton, MI

2015 Toyota Highlander XLE

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

2015 Toyota Highlander XLE

Houghton, MI

UnscoredInsufficient · 0
$18,279128,235 mi

Houghton, MI

2022 Jeep Cherokee Latitude Lux

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

2022 Jeep Cherokee Latitude Lux

Baraga, MI

UnscoredInsufficient · 0
$18,500Mileage not verified

Baraga, MI

2016 Mazda CX-5 Grand Touring

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

2016 Mazda CX-5 Grand Touring

Houghton, MI

UnscoredInsufficient · 0
$19,00054,400 mi

Houghton, MI

2024 Nissan Rogue SV

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

2024 Nissan Rogue SV

Houghton, MI

UnscoredLimited · 5
$19,27864,930 mi

Comparison: 5 similar vehicles

Houghton, MI

2021 Ford Bronco Sport Big Bend

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

2021 Ford Bronco Sport Big Bend

Houghton, MI

Fair PriceModerate · 23
$19,27990,763 mi

Market: $18,990 – $25,995

Comparison: 23 similar vehicles

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

Houghton, MI

2024 Nissan Rogue SV

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

2024 Nissan Rogue SV

Baraga, MI

UnscoredLimited · 6
$19,700Mileage not verified

Comparison: 6 similar vehicles

Baraga, MI

2014 Jeep Wrangler Unlimited Sahara

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

2014 Jeep Wrangler Unlimited Sahara

Houghton, MI

UnscoredInsufficient · 3
$19,995133,840 mi

Comparison: 3 similar vehicles

Houghton, MI

2023 Chevrolet Equinox LT

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

2023 Chevrolet Equinox LT

Houghton, MI

Fair PriceLimited · 16
$20,27960,778 mi

Market: $16,995 – $23,888

Comparison: 16 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 42 days listed (based on current market benchmarks)

Houghton, MI

2022 Cadillac XT4 Luxury

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

2022 Cadillac XT4 Luxury

Houghton, MI

UnscoredInsufficient · 0
$20,27998,960 mi

Houghton, MI

2020 Buick Envision Essence

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

2020 Buick Envision Essence

Houghton, MI

UnscoredInsufficient · 0
$20,27954,710 mi

Houghton, MI

2024 Nissan Rogue SV

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

2024 Nissan Rogue SV

Houghton, MI

UnscoredLimited · 5
$20,77966,345 mi

Comparison: 5 similar vehicles

Houghton, MI

2024 Nissan Rogue SV

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

2024 Nissan Rogue SV

Houghton, MI

UnscoredLimited · 5
$20,77965,010 mi

Comparison: 5 similar vehicles

Houghton, MI

2021 GMC Acadia SLE

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

2021 GMC Acadia SLE

Houghton, MI

UnscoredInsufficient · 0
$21,24473,329 mi

Houghton, MI

2020 Chevrolet Equinox LT

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

2020 Chevrolet Equinox LT

Houghton, MI

OverpricedRobust · 52
$21,24462,825 mi

Market: $11,287 – $19,287

Comparison: 52 similar vehicles

Priced ~10% above the typical market range for similar vehicles (based on current market benchmarks)

Houghton, MI

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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