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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

75 listings found

2011 Lincoln MKS Base

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

2011 Lincoln MKS Base

Big Rapids, MI

UnscoredLimited · 8
$3,500222,711 mi

Comparison: 8 similar vehicles

Big Rapids, MI

2004 Saturn ION 2

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

2004 Saturn ION 2

Whitehall, MI

UnscoredInsufficient · 0
$3,795229,396 mi

Whitehall, MI

2010 Nissan Altima S

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

2010 Nissan Altima S

Muskegon, MI

UnscoredLimited · 17
$3,988186,590 mi

Comparison: 17 similar vehicles

Muskegon, MI

2012 Chevrolet Malibu 1LT

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

2012 Chevrolet Malibu 1LT

Manistee, MI

UnscoredModerate · 22
$4,000171,000 mi

Comparison: 22 similar vehicles

Manistee, MI

2008 Cadillac DTS 1SB

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

2008 Cadillac DTS 1SB

Whitehall, MI

UnscoredLimited · 7
$4,500241,203 mi

Comparison: 7 similar vehicles

Whitehall, MI

2007 Buick LaCrosse CXL

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

2007 Buick LaCrosse CXL

Twin Lake, MI

UnscoredLimited · 5
$4,620164,789 mi

Comparison: 5 similar vehicles

Twin Lake, MI

2013 Buick Verano 1SG

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

2013 Buick Verano 1SG

Ludington, MI

UnscoredInsufficient · 4
$4,990177,725 mi

Comparison: 4 similar vehicles

Ludington, MI

2011 Chevrolet Impala 1FL

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

2011 Chevrolet Impala 1FL

Big Rapids, MI

UnscoredLimited · 7
$4,999144,259 mi

Comparison: 7 similar vehicles

Big Rapids, MI

2016 Volkswagen Jetta SEL

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

2016 Volkswagen Jetta SEL

Manistee, MI

UnscoredLimited · 7
$5,000222,855 mi

Comparison: 7 similar vehicles

Manistee, MI

2013 Buick LaCrosse Base

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

2013 Buick LaCrosse Base

Reed City, MI

UnscoredInsufficient · 0
$5,900132,972 mi

Reed City, MI

2011 Chevrolet Cruze ECO

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

2011 Chevrolet Cruze ECO

Cadillac, MI

UnscoredLimited · 6
$6,89993,259 mi

Comparison: 6 similar vehicles

Cadillac, MI

2014 Buick Verano 1SG

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

2014 Buick Verano 1SG

Cadillac, MI

UnscoredLimited · 8
$7,995142,098 mi

Comparison: 8 similar vehicles

Cadillac, MI

2012 Chevrolet Cruze LS

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

2012 Chevrolet Cruze LS

Cadillac, MI

OverpricedModerate · 47
$7,995115,547 mi

Market: $2,395 – $7,373

Comparison: 47 similar vehicles

Priced ~8% above the typical market range for similar vehicles (based on current market benchmarks)

Cadillac, MI

2012 Ford Fusion Sport

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

2012 Ford Fusion Sport

Scottville, MI

UnscoredInsufficient · 0
$7,995126,000 mi

Scottville, MI

2018 Chevrolet Malibu 1LS

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

2018 Chevrolet Malibu 1LS

Manistee, MI

UnscoredModerate · 25
$8,300144,569 mi

Comparison: 25 similar vehicles

Manistee, MI

2015 Chevrolet Cruze 1LT

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

2015 Chevrolet Cruze 1LT

Muskegon, MI

UnscoredInsufficient · 4
$9,29576,459 mi

Comparison: 4 similar vehicles

Muskegon, MI

2015 Hyundai Genesis Base

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

2015 Hyundai Genesis Base

Fremont, MI

UnscoredModerate · 33
$9,309154,613 mi

Comparison: 33 similar vehicles

Fremont, MI

2015 Volkswagen Passat Wolfsburg Edition

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

2015 Volkswagen Passat Wolfsburg Edition

Twin Lake, MI

UnscoredInsufficient · 3
$9,75097,588 mi

Comparison: 3 similar vehicles

Twin Lake, MI

2016 Hyundai Sonata SE

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

2016 Hyundai Sonata SE

Whitehall, MI

Fair PriceModerate · 43
$9,98291,094 mi

Market: $3,400 – $12,990

Comparison: 43 similar vehicles

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

Whitehall, MI

2020 Dodge Charger SXT

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

2020 Dodge Charger SXT

Fremont, MI

UnscoredRobust · 50
$10,770145,313 mi

Comparison: 50 similar vehicles

Fremont, MI

2015 Chrysler 200 S

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

2015 Chrysler 200 S

Reed City, MI

Fair PriceRobust · 74
$10,900111,834 mi

Market: $3,998 – $16,295

Comparison: 74 similar vehicles

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

Reed City, MI

2013 Toyota Camry L

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

2013 Toyota Camry L

Cadillac, MI

UnscoredLimited · 6
$10,995164,487 mi

Comparison: 6 similar vehicles

Cadillac, MI

2017 Chevrolet Malibu 1LT

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

2017 Chevrolet Malibu 1LT

Manistee, MI

UnscoredRobust · 120
$11,100120,948 mi

Comparison: 120 similar vehicles

Manistee, MI

2018 Ford Fusion SE

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

2018 Ford Fusion SE

Scottville, MI

Fair PriceRobust · 127
$11,195110,000 mi

Market: $2,500 – $17,193

Comparison: 127 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 2 days listed (based on current market benchmarks)

Scottville, MI

2014 Cadillac CTS Sedan Luxury Collection

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

2014 Cadillac CTS Sedan Luxury Collection

Muskegon, MI

UnscoredModerate · 30
$11,976120,497 mi

Comparison: 30 similar vehicles

Muskegon, MI

2019 Volkswagen Jetta SE

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

2019 Volkswagen Jetta SE

Muskegon, MI

UnscoredModerate · 22
$11,988121,870 mi

Comparison: 22 similar vehicles

Muskegon, MI

2018 Hyundai Sonata SE

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

2018 Hyundai Sonata SE

Muskegon, MI

Fair PriceModerate · 33
$11,98875,509 mi

Market: $6,999 – $19,999

Comparison: 33 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 174 days listed (based on current market benchmarks)

Muskegon, MI

2019 Nissan Maxima SR

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

2019 Nissan Maxima SR

North Muskegon, MI

UnscoredInsufficient · 0
$11,995150,217 mi

North Muskegon, MI

2016 Hyundai Sonata Limited

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

2016 Hyundai Sonata Limited

Cadillac, MI

UnscoredLimited · 8
$11,99594,736 mi

Comparison: 8 similar vehicles

Cadillac, MI

2015 Subaru Legacy 2.5i Premium

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

2015 Subaru Legacy 2.5i Premium

Cadillac, MI

UnscoredLimited · 7
$11,995118,502 mi

Comparison: 7 similar vehicles

Cadillac, MI

2013 Chrysler 300 Base

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

2013 Chrysler 300 Base

Cadillac, MI

OverpricedLimited · 11
$11,99587,484 mi

Market: $4,999 – $10,780

Comparison: 11 similar vehicles

Priced ~11% above the typical market range for similar vehicles (based on current market benchmarks)

Cadillac, MI

2015 Chevrolet Malibu 1LT

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

2015 Chevrolet Malibu 1LT

Ludington, MI

Fair PriceModerate · 47
$12,30970,850 mi

Market: $3,989 – $14,350

Comparison: 47 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 41 days listed (based on current market benchmarks)

Ludington, MI

2021 Nissan Maxima SV

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

2021 Nissan Maxima SV

Benzonia, MI

UnscoredInsufficient · 0
$12,970144,509 mi

Benzonia, MI

2016 Subaru Legacy 3.6R Limited

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

2016 Subaru Legacy 3.6R Limited

Muskegon, MI

UnscoredInsufficient · 0
$12,988125,121 mi

Muskegon, MI

2015 Ford Fusion Energi SE Luxury

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

2015 Ford Fusion Energi SE Luxury

Muskegon, MI

UnscoredInsufficient · 0
$12,995101,806 mi

Muskegon, MI

2013 Ford Taurus SHO

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

2013 Ford Taurus SHO

Cadillac, MI

UnscoredLimited · 8
$12,995129,247 mi

Comparison: 8 similar vehicles

Cadillac, MI

2015 Toyota Camry XSE

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

2015 Toyota Camry XSE

Manistee, MI

UnscoredLimited · 9
$13,260143,478 mi

Comparison: 9 similar vehicles

Manistee, MI

2021 Nissan Sentra S

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

2021 Nissan Sentra S

Manistee, MI

UnscoredInsufficient · 3
$13,800102,959 mi

Comparison: 3 similar vehicles

Manistee, MI

2018 Ford Taurus SEL

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

2018 Ford Taurus SEL

Muskegon, MI

Fair PriceLimited · 14
$13,988101,328 mi

Market: $4,997 – $19,760

Comparison: 14 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 74 days listed (based on current market benchmarks)

Muskegon, MI

2016 Honda Accord Touring

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

2016 Honda Accord Touring

Muskegon, MI

UnscoredLimited · 5
$13,988133,181 mi

Comparison: 5 similar vehicles

Muskegon, MI

2016 Ford Fusion Titanium

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

2016 Ford Fusion Titanium

Cadillac, MI

Fair PriceModerate · 25
$13,99595,226 mi

Market: $4,900 – $15,795

Comparison: 25 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 41 days listed (based on current market benchmarks)

Cadillac, MI

2015 Ford Fusion Titanium

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

2015 Ford Fusion Titanium

Cadillac, MI

OverpricedLimited · 17
$13,99585,875 mi

Market: $5,995 – $11,995

Comparison: 17 similar vehicles

Priced ~17% above the typical market range for similar vehicles (based on current market benchmarks)

Cadillac, MI

2021 Mazda Mazda3 Preferred

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

2021 Mazda Mazda3 Preferred

Benzonia, MI

UnscoredInsufficient · 0
$14,820114,497 mi

Benzonia, MI

2019 Dodge Charger GT

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

2019 Dodge Charger GT

Manistee, MI

UnscoredModerate · 31
$15,000121,592 mi

Comparison: 31 similar vehicles

Manistee, MI

2020 Nissan Altima SR

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

2020 Nissan Altima SR

Manistee, MI

Fair PriceModerate · 32
$15,40075,171 mi

Market: $9,662 – $18,990

Comparison: 32 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 60 days listed (based on current market benchmarks)

Manistee, MI

2020 Ford Fusion SE

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

2020 Ford Fusion SE

Whitehall, MI

UnscoredInsufficient · 4
$15,663108,957 mi

Comparison: 4 similar vehicles

Whitehall, MI

2023 Chevrolet Malibu 1LT

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

2023 Chevrolet Malibu 1LT

Big Rapids, MI

UnscoredInsufficient · 4
$15,99580,504 mi

Comparison: 4 similar vehicles

Big Rapids, MI

2020 Ford Fusion Titanium

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

2020 Ford Fusion Titanium

Scottville, MI

Fair PriceModerate · 30
$15,99594,000 mi

Market: $9,900 – $21,678

Comparison: 30 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 2 days listed (based on current market benchmarks)

Scottville, MI

2022 Chevrolet Malibu 1LT

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

2022 Chevrolet Malibu 1LT

Manistee, MI

Fair PriceRobust · 64
$16,50071,273 mi

Market: $10,714 – $23,660

Comparison: 64 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 64 days listed (based on current market benchmarks)

Manistee, MI

2019 Nissan Altima SV

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

2019 Nissan Altima SV

Manistee, MI

UnscoredLimited · 8
$16,50065,171 mi

Comparison: 8 similar vehicles

Manistee, 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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