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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 · November 4, 2026

6.8M+

Vehicles tracked nationwide

6M+ searchable on oav.io

60,000+

US dealerships

Daily

Data pipeline

Comparable

Market-evidence analysis

New and used·Listings processed daily

Or explore the market

80 listings found

2007 Ford Econoline Wagon XL

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

2007 Ford Econoline Wagon XL

Howard City, MI

UnscoredInsufficient · 0
$2,295195,915 mi

Howard City, MI

2008 Nissan Altima S

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

2008 Nissan Altima S

Howard City, MI

Unscored
$2,995201,719 mi

Comparison: 5 similar vehicles

Howard City, MI

2005 GMC Envoy XL SLE

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

2005 GMC Envoy XL SLE

Howard City, MI

UnscoredInsufficient · 0
$2,995169,529 mi

Howard City, MI

2011 Chevrolet Cruze 1LT

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

2011 Chevrolet Cruze 1LT

Howard City, MI

Unscored
$3,495147,394 mi

Comparison: 29 similar vehicles

Howard City, MI

2009 Lexus RX 350

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

2009 Lexus RX 350

Howard City, MI

Unscored
$3,495313,376 mi

Comparison: 19 similar vehicles

Howard City, MI

2015 Ford Explorer Base

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

2015 Ford Explorer Base

Howard City, MI

Unscored
$3,595217,491 mi

Comparison: 17 similar vehicles

Howard City, MI

2019 Chevrolet Equinox LT

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

2019 Chevrolet Equinox LT

Howard City, MI

UnscoredInsufficient · 3
$3,995334,994 mi

Comparison: 3 similar vehicles

Howard City, MI

2012 Chevrolet Equinox 1LT

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

2012 Chevrolet Equinox 1LT

Howard City, MI

Unscored
$3,995180,636 mi

Comparison: 56 similar vehicles

Howard City, MI

2012 Hyundai Veloster Base

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

2012 Hyundai Veloster Base

Howard City, MI

Unscored
$3,995207,153 mi

Comparison: 5 similar vehicles

Howard City, MI

2011 Chevrolet Traverse 1LT

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

2011 Chevrolet Traverse 1LT

Howard City, MI

Unscored
$3,995136,388 mi

Comparison: 44 similar vehicles

Howard City, MI

2010 Ford F-150 Platinum

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

2010 Ford F-150 Platinum

Howard City, MI

UnscoredInsufficient · 3
$3,995248,341 mi

Comparison: 3 similar vehicles

Howard City, MI

2007 Ford Fusion SEL

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

2007 Ford Fusion SEL

Howard City, MI

UnscoredInsufficient · 3
$3,995113,158 mi

Comparison: 3 similar vehicles

Howard City, MI

2001 Ford Econoline

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

2001 Ford Econoline

Howard City, MI

UnscoredInsufficient · 0
$3,995104,136 mi

Howard City, 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

Howard City, MI

Unscored
$4,595185,616 mi

Comparison: 73 similar vehicles

Howard City, MI

2015 Ford Focus SE

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

2015 Ford Focus SE

Howard City, MI

Fair PriceRobust · 97
$4,995115,698 mi

Market: $1,700 – $14,660

Comparison: 97 similar vehicles

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

Howard City, MI

2008 Ford Mustang Premium

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

2008 Ford Mustang Premium

Howard City, MI

UnscoredInsufficient · 0
$4,995139,261 mi

Howard City, MI

2007 Hummer H3

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

2007 Hummer H3

Howard City, MI

Unscored
$4,995151,367 mi

Comparison: 12 similar vehicles

Howard City, MI

2006 Ford F-150 XL

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

2006 Ford F-150 XL

Howard City, MI

Unscored
$4,995241,700 mi

Comparison: 7 similar vehicles

Howard City, MI

2013 Ford F-150 Lariat

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

2013 Ford F-150 Lariat

Howard City, MI

Unscored
$5,495202,455 mi

Comparison: 54 similar vehicles

Howard City, MI

2020 Chevrolet Trax LT

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

2020 Chevrolet Trax LT

Howard City, MI

Unscored
$5,995152,906 mi

Comparison: 118 similar vehicles

Howard City, MI

2019 Chrysler Pacifica Touring L

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

2019 Chrysler Pacifica Touring L

Howard City, MI

Unscored
$5,995204,158 mi

Comparison: 84 similar vehicles

Howard City, MI

2015 Chrysler Town & Country S

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

2015 Chrysler Town & Country S

Howard City, MI

UnscoredInsufficient · 4
$5,995159,752 mi

Comparison: 4 similar vehicles

Howard City, MI

2014 Chrysler Town & Country Touring

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

2014 Chrysler Town & Country Touring

Howard City, MI

Unscored
$5,995192,474 mi

Comparison: 104 similar vehicles

Howard City, MI

2014 Chrysler Town & Country Touring-L

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

2014 Chrysler Town & Country Touring-L

Howard City, MI

UnscoredInsufficient · 3
$5,995174,024 mi

Comparison: 3 similar vehicles

Howard City, MI

2014 Nissan Rogue Select S

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

2014 Nissan Rogue Select S

Howard City, MI

Unscored
$5,995142,354 mi

Comparison: 12 similar vehicles

Howard City, MI

2011 Honda Odyssey EX

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

2011 Honda Odyssey EX

Howard City, MI

UnscoredInsufficient · 4
$5,995220,055 mi

Comparison: 4 similar vehicles

Howard City, MI

2018 Kia Soul Base

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

2018 Kia Soul Base

Howard City, MI

Fair PriceModerate · 32
$6,99592,246 mi

Market: $3,513 – $15,685

Comparison: 32 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 39 days listed (based on current market benchmarks)

Howard City, MI

2017 Dodge Journey SE

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

2017 Dodge Journey SE

Howard City, MI

Unscored
$6,995150,822 mi

Comparison: 54 similar vehicles

Howard City, MI

2014 Ford F-150 XLT

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

2014 Ford F-150 XLT

Howard City, MI

UnscoredInsufficient · 3
$6,995185,390 mi

Comparison: 3 similar vehicles

Howard City, MI

2014 Ford F-150 XL

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

2014 Ford F-150 XL

Howard City, MI

Unscored
$6,995147,062 mi

Comparison: 68 similar vehicles

Howard City, MI

2014 GMC Sierra 1500 SLE

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

2014 GMC Sierra 1500 SLE

Howard City, MI

Unscored
$6,995191,965 mi

Comparison: 5 similar vehicles

Howard City, MI

2007 Chevrolet Silverado 2500HD Work Truck

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

2007 Chevrolet Silverado 2500HD Work Truck

Howard City, MI

Unscored
$7,595187,085 mi

Comparison: 5 similar vehicles

Howard City, MI

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

Howard City, MI

UnscoredInsufficient · 3
$7,995169,492 mi

Comparison: 3 similar vehicles

Howard City, MI

2011 RAM 1500 Pickup Sport

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

2011 RAM 1500 Pickup Sport

Howard City, MI

Unscored
$8,995158,119 mi

Comparison: 10 similar vehicles

Howard City, MI

2018 Jeep Cherokee Latitude Plus

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

2018 Jeep Cherokee Latitude Plus

Howard City, MI

Fair PriceModerate · 32
$9,995113,731 mi

Market: $6,900 – $15,995

Comparison: 32 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 14 days listed (based on current market benchmarks)

Howard City, MI

2017 Chevrolet Cruze LT

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

2017 Chevrolet Cruze LT

Howard City, MI

UnscoredInsufficient · 4
$9,995108,491 mi

Comparison: 4 similar vehicles

Howard City, MI

2017 Chevrolet Traverse 1LT

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

2017 Chevrolet Traverse 1LT

Howard City, MI

Unscored
$9,995155,055 mi

Comparison: 213 similar vehicles

Howard City, MI

2015 Chevrolet Silverado 1500 Work Truck 1WT

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

2015 Chevrolet Silverado 1500 Work Truck 1WT

Howard City, MI

Unscored
$9,995148,289 mi

Comparison: 19 similar vehicles

Howard City, MI

2009 Jeep Wrangler Sahara

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

2009 Jeep Wrangler Sahara

Howard City, MI

Unscored
$9,995158,151 mi

Comparison: 7 similar vehicles

Howard City, MI

2021 Ford Escape SE

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

2021 Ford Escape SE

Howard City, MI

Fair PriceRobust · 150
$10,995105,645 mi

Market: $8,279 – $22,238

Comparison: 150 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 14 days listed (based on current market benchmarks)

Howard City, MI

2020 Ford Escape S

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

2020 Ford Escape S

Howard City, MI

Fair PriceModerate · 39
$10,995100,510 mi

Market: $6,990 – $17,160

Comparison: 39 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 165 days listed (based on current market benchmarks)

Howard City, MI

2015 Jeep Cherokee Trailhawk

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

2015 Jeep Cherokee Trailhawk

Howard City, MI

Fair PriceRobust · 52
$11,995111,859 mi

Market: $5,995 – $15,900

Comparison: 52 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 140 days listed (based on current market benchmarks)

Howard City, MI

2020 Ford Escape SEL

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

2020 Ford Escape SEL

Howard City, MI

UnscoredInsufficient · 3
$12,695117,718 mi

Comparison: 3 similar vehicles

Howard City, MI

2020 Chevrolet Colorado WT

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

2020 Chevrolet Colorado WT

Howard City, MI

UnscoredInsufficient · 0
$12,900131,899 mi

Howard City, MI

2019 Ford Escape Titanium

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

2019 Ford Escape Titanium

Howard City, MI

Unscored
$12,995114,267 mi

Comparison: 7 similar vehicles

Howard City, MI

2014 Ford F-150 XLT

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

2014 Ford F-150 XLT

Howard City, MI

UnscoredInsufficient · 3
$12,995131,040 mi

Comparison: 3 similar vehicles

Howard City, MI

2022 Chevrolet Equinox 2FL

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

2022 Chevrolet Equinox 2FL

Howard City, MI

UnscoredInsufficient · 3
$13,495158,905 mi

Comparison: 3 similar vehicles

Howard City, MI

2018 Nissan Rogue SV

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

2018 Nissan Rogue SV

Howard City, MI

Fair PriceRobust · 148
$13,49582,107 mi

Market: $2,700 – $21,240

Comparison: 148 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 70 days listed (based on current market benchmarks)

Howard City, MI

2018 Subaru Outback Premium

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

2018 Subaru Outback Premium

Howard City, MI

Unscored
$13,628142,367 mi

Comparison: 85 similar vehicles

Howard City, MI

2019 Jeep Cherokee Altitude

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

2019 Jeep Cherokee Altitude

Howard City, MI

Fair PriceRobust · 51
$13,846110,061 mi

Market: $8,600 – $19,295

Comparison: 51 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 4 days listed (based on current market benchmarks)

Howard City, 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 recently 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.
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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