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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 15, 2026

5.9M+

Unique vehicles analyzed

as of October 15, 2026

57,000+

US dealerships

Daily

Data pipeline

Comparable

Market-evidence analysis

3.2M new·2.7M used·Listings processed daily

Or explore the market

15,022 listings found

2004 Nissan Sentra 1.8 S

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

2004 Nissan Sentra 1.8 S

Madison Heights, MI

UnscoredInsufficient · 0
$1,250240,000 mi

Madison Heights, MI

2010 Nissan Altima S

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

2010 Nissan Altima S

Carleton, MI

UnscoredLimited · 8
$1,495249,158 mi

Comparison: 8 similar vehicles

Carleton, MI

2007 Chevrolet Impala LT

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

2007 Chevrolet Impala LT

Chesaning, MI

UnscoredLimited · 17
$1,495302,180 mi

Comparison: 17 similar vehicles

Chesaning, MI

2007 Chevrolet Impala LT

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

2007 Chevrolet Impala LT

Detroit, MI

UnscoredInsufficient · 4
$1,500Mileage not verified

Comparison: 4 similar vehicles

Detroit, MI

2008 Mazda MAZDA3 i Touring

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

2008 Mazda MAZDA3 i Touring

Southfield, MI

UnscoredInsufficient · 0
$1,514432,635 mi

Southfield, MI

2004 Pontiac Grand Am GT

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

2004 Pontiac Grand Am GT

Carleton, MI

UnscoredInsufficient · 0
$1,595358,129 mi

Carleton, MI

2007 Ford Focus ZX4 SES

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

2007 Ford Focus ZX4 SES

Grand Rapids, MI

UnscoredInsufficient · 0
$1,700Mileage not verified

Grand Rapids, MI

2001 Toyota Camry CE

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

2001 Toyota Camry CE

Oak Park, MI

UnscoredInsufficient · 3
$1,750241,000 mi

Comparison: 3 similar vehicles

Oak Park, MI

2010 Chevrolet Cobalt LT

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

2010 Chevrolet Cobalt LT

Howell, MI

UnscoredLimited · 9
$1,764267,412 mi

Comparison: 9 similar vehicles

Howell, MI

2010 Ford Fusion SE

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

2010 Ford Fusion SE

Sterling Heights, MI

Fair PriceModerate · 33
$1,880195,116 mi

Market: $1,880 – $4,995

Comparison: 33 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 96 days listed (based on current market benchmarks)

Sterling Heights, MI

2010 Ford Fusion SE

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

2010 Ford Fusion SE

Sterling Heights, MI

Fair PriceModerate · 33
$1,880195,238 mi

Market: $1,880 – $4,995

Comparison: 33 similar vehicles

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

Sterling Heights, MI

2009 Saturn Aura XE

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

2009 Saturn Aura XE

Flint, MI

UnscoredLimited · 5
$1,900208,845 mi

Comparison: 5 similar vehicles

Flint, MI

2008 Chevrolet Malibu LT

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

2008 Chevrolet Malibu LT

Adrian, MI

UnscoredLimited · 12
$1,900194,778 mi

Comparison: 12 similar vehicles

Adrian, MI

2007 Cadillac CTS 3.6

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

2007 Cadillac CTS 3.6

Adrian, MI

UnscoredInsufficient · 4
$1,900117,626 mi

Comparison: 4 similar vehicles

Adrian, MI

2004 Acura TL Base

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

2004 Acura TL Base

Roseville, MI

UnscoredInsufficient · 3
$1,900311,269 mi

Comparison: 3 similar vehicles

Roseville, MI

2013 Chevrolet Cruze 1LT

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

2013 Chevrolet Cruze 1LT

Village Of Clarkston, MI

UnscoredLimited · 15
$1,913172,630 mi

Comparison: 15 similar vehicles

Village Of Clarkston, MI

2011 Nissan Altima S

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

2011 Nissan Altima S

Lansing, MI

Salvage title
$1,980224,002 mi

Lansing, MI

2006 Chevrolet Impala LT

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

2006 Chevrolet Impala LT

Lansing, MI

UnscoredModerate · 29
$1,980237,566 mi

Comparison: 29 similar vehicles

Lansing, MI

2010 Mercury Milan Premier

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

2010 Mercury Milan Premier

Flat Rock, MI

UnscoredInsufficient · 4
$1,995235,000 mi

Comparison: 4 similar vehicles

Flat Rock, MI

2009 Kia Rio Base

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

2009 Kia Rio Base

Warren, MI

UnscoredInsufficient · 0
$1,995260,965 mi

Warren, MI

2008 Honda Accord LX-P

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

2008 Honda Accord LX-P

Redford Charter Township, MI

UnscoredLimited · 7
$1,995203,723 mi

Comparison: 7 similar vehicles

Redford Charter Township, MI

2007 Chevrolet Malibu LT

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

2007 Chevrolet Malibu LT

Saginaw, MI

UnscoredInsufficient · 0
$1,995186,079 mi

Saginaw, MI

2012 Ford Focus SE

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

2012 Ford Focus SE

New Baltimore, MI

UnscoredModerate · 23
$1,999142,624 mi

Comparison: 23 similar vehicles

New Baltimore, MI

2012 Ford Fusion SE

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

2012 Ford Fusion SE

Roseville, MI

UnscoredLimited · 16
$1,999244,707 mi

Comparison: 16 similar vehicles

Roseville, MI

2009 Pontiac G6

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

2009 Pontiac G6

Madison Heights, MI

UnscoredInsufficient · 3
$1,999200,000 mi

Comparison: 3 similar vehicles

Madison Heights, MI

2007 Volkswagen Jetta Wolfsburg Edition

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

2007 Volkswagen Jetta Wolfsburg Edition

Madison Heights, MI

UnscoredInsufficient · 3
$1,999190,000 mi

Comparison: 3 similar vehicles

Madison Heights, MI

2006 Chevrolet Impala SS

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

2006 Chevrolet Impala SS

Madison Heights, MI

UnscoredInsufficient · 4
$1,999200,000 mi

Comparison: 4 similar vehicles

Madison Heights, MI

2004 Pontiac Bonneville SE

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

2004 Pontiac Bonneville SE

Grand Rapids, MI

UnscoredInsufficient · 0
$1,999237,650 mi

Grand Rapids, MI

2002 Chevrolet Impala Base

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

2002 Chevrolet Impala Base

Madison Heights, MI

UnscoredInsufficient · 0
$1,999130,105 mi

Madison Heights, MI

2002 Buick Regal LS

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

2002 Buick Regal LS

Mount Morris, MI

UnscoredInsufficient · 0
$1,999Mileage not verified

Mount Morris, MI

2006 Pontiac G6 Base

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

2006 Pontiac G6 Base

Grand Rapids, MI

UnscoredLimited · 19
$2,000176,441 mi

Comparison: 19 similar vehicles

Grand Rapids, MI

2005 Buick Park Avenue Base

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

2005 Buick Park Avenue Base

Fenton, MI

UnscoredInsufficient · 0
$2,000192,566 mi

Fenton, MI

2004 Buick Regal LS

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

2004 Buick Regal LS

Grand Rapids, MI

UnscoredInsufficient · 0
$2,000230,872 mi

Grand Rapids, MI

1998 Oldsmobile Intrigue Base

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

1998 Oldsmobile Intrigue Base

Grand Rapids, MI

UnscoredInsufficient · 3
$2,000197,487 mi

Comparison: 3 similar vehicles

Grand Rapids, MI

2007 Hyundai Sonata GLS

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

2007 Hyundai Sonata GLS

Rochester Hills, MI

UnscoredLimited · 7
$2,032234,677 mi

Comparison: 7 similar vehicles

Rochester Hills, MI

2004 Toyota Camry LE

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

2004 Toyota Camry LE

Okemos, MI

UnscoredLimited · 7
$2,080250,557 mi

Comparison: 7 similar vehicles

Okemos, MI

2013 Nissan Maxima S

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

2013 Nissan Maxima S

Clio, MI

UnscoredInsufficient · 0
$2,200165,460 mi

Clio, MI

2007 Pontiac G6 Base

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

2007 Pontiac G6 Base

Grand Rapids, MI

UnscoredLimited · 10
$2,200198,967 mi

Comparison: 10 similar vehicles

Grand Rapids, MI

2005 Buick LaCrosse CXL

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

2005 Buick LaCrosse CXL

Grand Rapids, MI

UnscoredLimited · 7
$2,200178,498 mi

Comparison: 7 similar vehicles

Grand Rapids, MI

2006 Ford Five Hundred SEL

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

2006 Ford Five Hundred SEL

Woodhaven, MI

UnscoredInsufficient · 0
$2,250135,111 mi

Woodhaven, MI

2006 Chevrolet Malibu LT

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

2006 Chevrolet Malibu LT

Roseville, MI

UnscoredInsufficient · 0
$2,250136,424 mi

Roseville, MI

2006 Toyota Corolla CE

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

2006 Toyota Corolla CE

Bay City, MI

UnscoredInsufficient · 3
$2,252219,225 mi

Comparison: 3 similar vehicles

Bay City, MI

2006 Toyota Corolla CE

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

2006 Toyota Corolla CE

Washington, MI

UnscoredInsufficient · 3
$2,275227,025 mi

Comparison: 3 similar vehicles

Washington, MI

2008 Ford Fusion SE

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

2008 Ford Fusion SE

Mount Morris, MI

UnscoredLimited · 12
$2,289230,235 mi

Comparison: 12 similar vehicles

Mount Morris, MI

2010 Kia Forte EX

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

2010 Kia Forte EX

Clinton Township, MI

UnscoredLimited · 7
$2,295282,133 mi

Comparison: 7 similar vehicles

Clinton Township, MI

2009 Ford Focus SE

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

2009 Ford Focus SE

Flint, MI

UnscoredLimited · 13
$2,295170,197 mi

Comparison: 13 similar vehicles

Flint, MI

2008 Chevrolet Cobalt Sport

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

2008 Chevrolet Cobalt Sport

Midland, MI

UnscoredInsufficient · 0
$2,295172,192 mi

Midland, MI

2005 Toyota Camry LE

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

2005 Toyota Camry LE

Mount Morris, MI

UnscoredLimited · 6
$2,296291,003 mi

Comparison: 6 similar vehicles

Mount Morris, MI

2009 Chevrolet Cobalt LS

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

2009 Chevrolet Cobalt LS

Madison Heights, MI

UnscoredInsufficient · 4
$2,299247,000 mi

Comparison: 4 similar vehicles

Madison Heights, MI

2001 Ford Focus SE

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

2001 Ford Focus SE

Mason, MI

UnscoredInsufficient · 0
$2,300137,089 mi

Mason, 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, and mileage is not used to select comparables or adjust comparable prices, but acts as a reliability check on used vehicles — OAV withholds a verdict when mileage is very high or unreliable, or when a lower price is better explained by higher-than-typical mileage than by a genuine market discount. 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

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. iSeeCars analyzes and scores every listing and compares each price with the market price of similar vehicles for sale. TrueCar shows what others in your area paid for similar vehicles and connects shoppers with its Certified Dealers. Edmunds publishes car reviews and provides deal ratings on new and used listings. J.D. Power, which acquired the NADA Used Car Guide and NADAguides.com, publishes vehicle pricing and values. Carfax provides vehicle history reports and lists used cars for sale, showing how each price compares to its CARFAX Value. 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 verdict thresholds are published, thin evidence means Unscored, and dealers cannot pay to change an OAV.io verdict, its eligibility or a listing's placement on OAV.io.

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 manage their profile, 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, exports, and enhanced merchandising.
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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