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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 16, 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

1,696 listings found

2005 Chevrolet Cavalier Base

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

2005 Chevrolet Cavalier Base

Warren, MI

UnscoredInsufficient · 0
$1,799163,835 mi

Warren, MI

2010 Chevrolet Cobalt LT

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

2010 Chevrolet Cobalt LT

New Baltimore, MI

UnscoredInsufficient · 4
$2,99997,727 mi

Comparison: 4 similar vehicles

New Baltimore, MI

2007 Scion tC Base

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

2007 Scion tC Base

Mount Morris, MI

UnscoredInsufficient · 0
$2,999177,921 mi

Mount Morris, MI

2010 Honda Civic LX

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

2010 Honda Civic LX

Mount Morris, MI

UnscoredLimited · 9
$3,199184,599 mi

Comparison: 9 similar vehicles

Mount Morris, MI

2008 Chevrolet Cobalt Sport

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

2008 Chevrolet Cobalt Sport

Chesaning, MI

UnscoredInsufficient · 0
$3,295107,548 mi

Chesaning, MI

2008 Hyundai Tiburon GS

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

2008 Hyundai Tiburon GS

Mount Morris, MI

UnscoredInsufficient · 0
$3,499108,950 mi

Mount Morris, MI

2007 Scion tC Spec Package

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

2007 Scion tC Spec Package

Pontiac, MI

UnscoredInsufficient · 0
$3,500207,000 mi

Pontiac, MI

2007 Honda Accord 3.0 EX

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

2007 Honda Accord 3.0 EX

Carleton, MI

UnscoredLimited · 7
$3,995198,544 mi

Comparison: 7 similar vehicles

Carleton, MI

2005 Ford Mustang Premium

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

2005 Ford Mustang Premium

Kentwood, MI

UnscoredInsufficient · 0
$3,995175,000 mi

Kentwood, MI

2007 Chevrolet Cobalt LT

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

2007 Chevrolet Cobalt LT

Davison, MI

UnscoredInsufficient · 0
$3,999117,134 mi

Davison, MI

2006 Chevrolet Monte Carlo LT

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

2006 Chevrolet Monte Carlo LT

Grand Rapids, MI

UnscoredInsufficient · 0
$4,295160,697 mi

Grand Rapids, MI

2012 Ford Mustang V6

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

2012 Ford Mustang V6

Detroit, MI

UnscoredLimited · 8
$4,500159,231 mi

Comparison: 8 similar vehicles

Detroit, MI

2011 Honda Civic LX

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

2011 Honda Civic LX

Pontiac, MI

UnscoredLimited · 15
$4,500196,000 mi

Comparison: 15 similar vehicles

Pontiac, MI

2007 Chevrolet Cobalt LS

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

2007 Chevrolet Cobalt LS

Wayne, MI

Salvage title
$4,51583,306 mi

Wayne, MI

2001 Ford Mustang Standard

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

2001 Ford Mustang Standard

Wayne, MI

UnscoredInsufficient · 0
$4,59566,000 mi

Wayne, MI

2015 Kia Forte Koup EX

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

2015 Kia Forte Koup EX

Macomb, MI

UnscoredInsufficient · 3
$4,913189,110 mi

Comparison: 3 similar vehicles

Macomb, MI

2014 Kia Forte Koup EX

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

2014 Kia Forte Koup EX

Dearborn, MI

UnscoredInsufficient · 0
$4,950105,562 mi

Dearborn, MI

2002 Pontiac Grand Am GT1

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

2002 Pontiac Grand Am GT1

Kentwood, MI

UnscoredInsufficient · 0
$4,95989,000 mi

Kentwood, MI

2009 Scion tC Base

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

2009 Scion tC Base

Lansing, MI

UnscoredInsufficient · 0
$4,980152,921 mi

Lansing, MI

2010 Mercedes-Benz E-Class E350

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

2010 Mercedes-Benz E-Class E350

Flint, MI

UnscoredInsufficient · 0
$4,995150,352 mi

Flint, 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

2004 Toyota Camry Solara SE

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

2004 Toyota Camry Solara SE

Shelby Township, MI

UnscoredInsufficient · 0
$4,995162,169 mi

Shelby Township, MI

2003 Ford Mustang Standard

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

2003 Ford Mustang Standard

Warren, MI

UnscoredInsufficient · 3
$4,995166,565 mi

Comparison: 3 similar vehicles

Warren, MI

2015 Dodge Challenger SXT

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

2015 Dodge Challenger SXT

Lincoln Park, MI

UnscoredLimited · 11
$5,350185,511 mi

Comparison: 11 similar vehicles

Lincoln Park, MI

2009 BMW 1 Series 128i

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

2009 BMW 1 Series 128i

Troy, MI

UnscoredInsufficient · 0
$5,400139,000 mi

Troy, MI

2012 Chevrolet Camaro 1LS

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

2012 Chevrolet Camaro 1LS

Chesaning, MI

UnscoredInsufficient · 0
$5,495144,424 mi

Chesaning, MI

2014 Ford Mustang V6

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

2014 Ford Mustang V6

Kalamazoo, MI

UnscoredModerate · 28
$5,565184,468 mi

Comparison: 28 similar vehicles

Kalamazoo, MI

2011 BMW 3 Series 328i

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

2011 BMW 3 Series 328i

Lansing, MI

UnscoredModerate · 38
$5,900145,094 mi

Comparison: 38 similar vehicles

Lansing, MI

2010 Dodge Challenger SE

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

2010 Dodge Challenger SE

Brandon Township, MI

UnscoredInsufficient · 0
$5,900132,325 mi

Brandon Township, MI

2013 Honda Civic LX

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

2013 Honda Civic LX

Lansing, MI

UnscoredRobust · 103
$5,980231,001 mi

Comparison: 103 similar vehicles

Lansing, MI

2010 Ford Mustang V6

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

2010 Ford Mustang V6

Erie, MI

UnscoredLimited · 13
$5,995152,000 mi

Comparison: 13 similar vehicles

Erie, MI

2006 Pontiac G6 GT

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

2006 Pontiac G6 GT

Coldwater, MI

UnscoredLimited · 7
$5,995134,719 mi

Comparison: 7 similar vehicles

Coldwater, MI

2014 BMW 4 Series 428i

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

2014 BMW 4 Series 428i

Wayne, MI

UnscoredInsufficient · 3
$6,08091,321 mi

Comparison: 3 similar vehicles

Wayne, MI

2007 Toyota Camry Solara SE

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

2007 Toyota Camry Solara SE

Flint, MI

UnscoredLimited · 5
$6,400139,728 mi

Comparison: 5 similar vehicles

Flint, MI

2010 Honda Accord LX-S

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

2010 Honda Accord LX-S

Cadillac, MI

UnscoredInsufficient · 0
$6,489112,363 mi

Cadillac, MI

2013 Dodge Challenger SXT

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

2013 Dodge Challenger SXT

Hamtramck, MI

UnscoredInsufficient · 4
$6,500163,573 mi

Comparison: 4 similar vehicles

Hamtramck, MI

2001 Audi TT Base

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

2001 Audi TT Base

Port Huron, MI

UnscoredInsufficient · 0
$6,801133,946 mi

Port Huron, MI

2012 Ford Mustang V6 Premium

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

2012 Ford Mustang V6 Premium

Saginaw, MI

UnscoredInsufficient · 4
$6,995218,439 mi

Comparison: 4 similar vehicles

Saginaw, MI

2004 Toyota Camry Solara SE

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

2004 Toyota Camry Solara SE

Kentwood, MI

UnscoredLimited · 5
$6,995140,000 mi

Comparison: 5 similar vehicles

Kentwood, MI

2011 Honda Civic LX

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

2011 Honda Civic LX

Ann Arbor, MI

UnscoredModerate · 26
$6,998127,730 mi

Comparison: 26 similar vehicles

Ann Arbor, MI

2003 Acura CL Type S

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

2003 Acura CL Type S

Adrian, MI

UnscoredInsufficient · 0
$6,998187,584 mi

Adrian, MI

2009 Chevrolet Cobalt LS

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

2009 Chevrolet Cobalt LS

Davison, MI

OverpricedLimited · 11
$6,999110,646 mi

Market: $2,299 – $5,700

Comparison: 11 similar vehicles

Priced ~23% above the typical market range for similar vehicles (based on current market benchmarks)

Davison, MI

2010 Hyundai Genesis Coupe R-Spec

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

2010 Hyundai Genesis Coupe R-Spec

Waterford Township, MI

UnscoredInsufficient · 0
$7,000144,000 mi

Waterford Township, MI

2008 Honda Civic EX

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

2008 Honda Civic EX

Georgetown Township, MI

UnscoredModerate · 22
$7,200176,481 mi

Comparison: 22 similar vehicles

Georgetown Township, MI

2012 Nissan Altima S

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

2012 Nissan Altima S

Grand Rapids, MI

UnscoredRobust · 55
$7,295124,843 mi

Comparison: 55 similar vehicles

Grand Rapids, MI

2016 Ford Mustang EcoBoost

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

2016 Ford Mustang EcoBoost

Westland, MI

UnscoredInsufficient · 0
$7,304163,942 mi

Westland, MI

2002 Ford Mustang GT Deluxe

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

2002 Ford Mustang GT Deluxe

Davison, MI

UnscoredInsufficient · 0
$7,799143,752 mi

Davison, MI

2000 Ford Mustang Base

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

2000 Ford Mustang Base

Holland, MI

UnscoredInsufficient · 0
$7,80071,000 mi

Holland, MI

2014 Cadillac CTS Coupe Base

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

2014 Cadillac CTS Coupe Base

Adrian, MI

UnscoredInsufficient · 0
$7,900111,163 mi

Adrian, MI

2011 Chevrolet Camaro 1LT

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

2011 Chevrolet Camaro 1LT

Garden City, MI

UnscoredInsufficient · 3
$7,90081,074 mi

Comparison: 3 similar vehicles

Garden 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 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 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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