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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

338 listings found

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

UnscoredLimited · 6
$2,995201,719 mi

Comparison: 6 similar vehicles

Howard City, MI

2004 Honda Accord EX

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

2004 Honda Accord EX

Cedar Springs, MI

UnscoredLimited · 8
$2,995258,000 mi

Comparison: 8 similar vehicles

Cedar Springs, 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

UnscoredModerate · 36
$3,495147,394 mi

Comparison: 36 similar vehicles

Howard City, MI

2011 Ford Taurus SEL

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

2011 Ford Taurus SEL

Muskegon, MI

UnscoredModerate · 22
$3,500242,000 mi

Comparison: 22 similar vehicles

Muskegon, MI

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

2002 Chrysler 300M Special

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

2002 Chrysler 300M Special

Norton Shores, MI

UnscoredInsufficient · 0
$3,500125,034 mi

Norton Shores, 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

2006 Toyota Corolla LE

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

2006 Toyota Corolla LE

Nunica, MI

UnscoredInsufficient · 0
$3,900195,517 mi

Nunica, 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

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

2003 Buick Park Avenue Base

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

2003 Buick Park Avenue Base

Howard City, MI

UnscoredInsufficient · 0
$3,995131,577 mi

Howard City, 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

2005 Mercedes-Benz C-Class C320

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

2005 Mercedes-Benz C-Class C320

Norton Shores, MI

UnscoredInsufficient · 0
$4,800129,846 mi

Norton Shores, MI

2007 Chrysler 300 Touring

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

2007 Chrysler 300 Touring

Norton Shores, MI

UnscoredInsufficient · 3
$4,880140,034 mi

Comparison: 3 similar vehicles

Norton Shores, MI

2012 Ford Fusion SEL

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

2012 Ford Fusion SEL

Muskegon, MI

UnscoredRobust · 78
$4,900203,593 mi

Comparison: 78 similar vehicles

Muskegon, MI

2011 Kia Optima SX

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

2011 Kia Optima SX

Nunica, MI

UnscoredInsufficient · 0
$4,900199,896 mi

Nunica, MI

2011 Ford Fusion SEL

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

2011 Ford Fusion SEL

Norton Shores, MI

Fair PriceLimited · 18
$4,980102,642 mi

Market: $2,000 – $8,995

Comparison: 18 similar vehicles

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

Norton Shores, 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

2016 Buick Verano 1SD

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

2016 Buick Verano 1SD

Cedar Springs, MI

UnscoredLimited · 7
$4,995129,000 mi

Comparison: 7 similar vehicles

Cedar Springs, MI

2013 Chevrolet Malibu 1LZ

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

2013 Chevrolet Malibu 1LZ

Muskegon, MI

UnscoredModerate · 34
$4,995154,629 mi

Comparison: 34 similar vehicles

Muskegon, MI

2016 Ford Taurus SEL

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

2016 Ford Taurus SEL

Muskegon, MI

UnscoredModerate · 48
$4,999132,525 mi

Comparison: 48 similar vehicles

Muskegon, 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

2014 Ford Focus SE

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

2014 Ford Focus SE

Muskegon, MI

UnscoredLimited · 14
$5,250188,541 mi

Comparison: 14 similar vehicles

Muskegon, MI

2014 Dodge Dart SXT

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

2014 Dodge Dart SXT

Muskegon Heights, MI

UnscoredLimited · 9
$5,795187,000 mi

Comparison: 9 similar vehicles

Muskegon Heights, 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 Chrysler 200 Touring

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

2011 Chrysler 200 Touring

Muskegon, MI

UnscoredModerate · 33
$5,900165,866 mi

Comparison: 33 similar vehicles

Muskegon, MI

2008 Honda Accord EX V6

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

2008 Honda Accord EX V6

Muskegon, MI

UnscoredInsufficient · 0
$5,900160,525 mi

Muskegon, MI

2010 Chevrolet Malibu 2LT

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

2010 Chevrolet Malibu 2LT

Muskegon, MI

UnscoredLimited · 7
$5,950170,293 mi

Comparison: 7 similar vehicles

Muskegon, MI

2012 Ford Focus SEL

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

2012 Ford Focus SEL

Cedar Springs, MI

Fair PriceModerate · 44
$5,99592,000 mi

Market: $2,995 – $13,000

Comparison: 44 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 5 days listed (based on current market benchmarks)

Cedar Springs, MI

2011 Ford Fusion SE

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

2011 Ford Fusion SE

Muskegon, MI

UnscoredModerate · 34
$5,995127,152 mi

Comparison: 34 similar vehicles

Muskegon, MI

2014 Ford Focus SE

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

2014 Ford Focus SE

Muskegon, MI

UnscoredLimited · 11
$5,999132,975 mi

Comparison: 11 similar vehicles

Muskegon, MI

2011 Ford Fusion SE

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

2011 Ford Fusion SE

Stanwood, MI

UnscoredModerate · 32
$6,000125,987 mi

Comparison: 32 similar vehicles

Stanwood, MI

2010 Chevrolet Malibu 2LT

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

2010 Chevrolet Malibu 2LT

Muskegon, MI

UnscoredLimited · 7
$6,250163,253 mi

Comparison: 7 similar vehicles

Muskegon, MI

2013 Chevrolet Malibu 1LS

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

2013 Chevrolet Malibu 1LS

Muskegon, MI

UnscoredRobust · 52
$6,350199,473 mi

Comparison: 52 similar vehicles

Muskegon, MI

2012 Chevrolet Impala 2FL

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

2012 Chevrolet Impala 2FL

Muskegon, MI

UnscoredModerate · 34
$6,450152,355 mi

Comparison: 34 similar vehicles

Muskegon, MI

2014 Subaru Legacy 2.5i Premium

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

2014 Subaru Legacy 2.5i Premium

Muskegon, MI

UnscoredLimited · 8
$6,980168,323 mi

Comparison: 8 similar vehicles

Muskegon, MI

2016 Ford Fusion SE

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

2016 Ford Fusion SE

Norton Shores, MI

UnscoredLimited · 5
$7,288172,243 mi

Comparison: 5 similar vehicles

Norton Shores, MI

2016 Chevrolet Malibu Limited 1LT

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

2016 Chevrolet Malibu Limited 1LT

Big Rapids, MI

UnscoredModerate · 31
$7,495159,056 mi

Comparison: 31 similar vehicles

Big Rapids, MI

2016 Chevrolet Sonic LT

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

2016 Chevrolet Sonic LT

Muskegon, MI

Fair PriceModerate · 42
$7,49572,478 mi

Market: $3,800 – $13,995

Comparison: 42 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 1043 days listed (based on current market benchmarks)

Muskegon, MI

2012 Acura TL Technology Package

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

2012 Acura TL Technology Package

Norton Shores, MI

UnscoredLimited · 16
$7,880225,731 mi

Comparison: 16 similar vehicles

Norton Shores, MI

2010 Ford Fusion S

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

2010 Ford Fusion S

Fruitport Charter Township, MI

UnscoredInsufficient · 0
$7,992126,395 mi

Fruitport Charter Township, MI

2014 Volkswagen Jetta SE

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

2014 Volkswagen Jetta SE

Spring Lake, MI

UnscoredModerate · 41
$7,995149,850 mi

Comparison: 41 similar vehicles

Spring Lake, 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

2011 Chevrolet Malibu 2LT

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

2011 Chevrolet Malibu 2LT

Big Rapids, MI

UnscoredLimited · 8
$7,995150,764 mi

Comparison: 8 similar vehicles

Big Rapids, MI

2015 Chevrolet Impala Limited Police Sedan

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

2015 Chevrolet Impala Limited Police Sedan

Fruitport Charter Township, MI

UnscoredInsufficient · 0
$7,998156,484 mi

Fruitport Charter Township, 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

2013 Kia Optima LX

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

2013 Kia Optima LX

Muskegon, MI

UnscoredInsufficient · 3
$8,48181,545 mi

Comparison: 3 similar vehicles

Muskegon, 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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