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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

307 listings found

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

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 · 10
$4,500159,231 mi

Comparison: 10 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 · 17
$4,500196,000 mi

Comparison: 17 similar vehicles

Pontiac, MI

2002 Cadillac Eldorado ETC

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

2002 Cadillac Eldorado ETC

Warren, MI

Salvage title
$4,50089,197 mi

Warren, 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 · 0
$4,995166,565 mi

Warren, 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

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

2013 Chevrolet Camaro 2LT

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

2013 Chevrolet Camaro 2LT

Roseville, MI

UnscoredInsufficient · 0
$7,999170,287 mi

Roseville, 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

Troy, MI

UnscoredInsufficient · 3
$8,275141,354 mi

Comparison: 3 similar vehicles

Troy, MI

2012 Ford Mustang V6

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

2012 Ford Mustang V6

Orion Township, MI

UnscoredLimited · 9
$8,500159,543 mi

Comparison: 9 similar vehicles

Orion Township, MI

2008 Hyundai Tiburon GS

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

2008 Hyundai Tiburon GS

Troy, MI

UnscoredInsufficient · 0
$8,99555,283 mi

Troy, MI

2012 Dodge Challenger SXT

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

2012 Dodge Challenger SXT

Auburn Hills, MI

UnscoredInsufficient · 3
$9,180168,064 mi

Comparison: 3 similar vehicles

Auburn Hills, MI

2012 BMW 3 Series 328i

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

2012 BMW 3 Series 328i

Detroit, MI

Salvage title
$9,99524,108 mi

Detroit, MI

2002 Chevrolet Monte Carlo SS

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

2002 Chevrolet Monte Carlo SS

Eastpointe, MI

UnscoredInsufficient · 0
$9,99577,663 mi

Eastpointe, MI

2000 Honda Prelude Base

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

2000 Honda Prelude Base

Warren, MI

UnscoredInsufficient · 0
$9,99575,519 mi

Warren, MI

2011 Chevrolet Camaro LS

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

2011 Chevrolet Camaro LS

Roseville, MI

UnscoredInsufficient · 0
$9,99984,334 mi

Roseville, MI

2004 Chrysler Crossfire Base

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

2004 Chrysler Crossfire Base

Detroit, MI

UnscoredInsufficient · 0
$10,15049,138 mi

Detroit, MI

2011 Chevrolet Camaro 2SS

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

2011 Chevrolet Camaro 2SS

Roseville, MI

UnscoredLimited · 11
$10,500178,138 mi

Comparison: 11 similar vehicles

Roseville, MI

2013 BMW 1 Series 128i

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

2013 BMW 1 Series 128i

Shelby Township, MI

UnscoredLimited · 5
$10,80097,236 mi

Comparison: 5 similar vehicles

Shelby Township, MI

2010 Ford Mustang GT Premium

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

2010 Ford Mustang GT Premium

Lapeer, MI

UnscoredInsufficient · 0
$10,999107,133 mi

Lapeer, MI

2013 BMW 3 Series 335i

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

2013 BMW 3 Series 335i

Troy, MI

UnscoredLimited · 5
$11,00086,693 mi

Comparison: 5 similar vehicles

Troy, MI

2013 Chevrolet Camaro 1LS

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

2013 Chevrolet Camaro 1LS

Clinton Township, MI

UnscoredInsufficient · 3
$11,50094,013 mi

Comparison: 3 similar vehicles

Clinton Township, MI

2016 Cadillac ATS Coupe Luxury Collection

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

2016 Cadillac ATS Coupe Luxury Collection

Lapeer, MI

UnscoredInsufficient · 4
$11,69597,682 mi

Comparison: 4 similar vehicles

Lapeer, MI

2016 Dodge Challenger SXT

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

2016 Dodge Challenger SXT

Warren, MI

UnscoredLimited · 7
$11,889127,363 mi

Comparison: 7 similar vehicles

Warren, MI

2018 Chevrolet Camaro 1LT

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

2018 Chevrolet Camaro 1LT

Roseville, MI

Great DealLimited · 15
$11,90080,680 mi

Market: $15,393 – $21,990

Comparison: 15 similar vehicles

Competitively priced ~23% below the typical range compared to similar vehicles · 56 days listed (based on current market benchmarks)

Roseville, MI

2013 Chevrolet Camaro 1LT

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

2013 Chevrolet Camaro 1LT

Sterling Heights, MI

UnscoredLimited · 8
$12,091103,303 mi

Comparison: 8 similar vehicles

Sterling Heights, MI

2016 Ford Mustang EcoBoost

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

2016 Ford Mustang EcoBoost

Roseville, MI

UnscoredInsufficient · 3
$12,787166,095 mi

Comparison: 3 similar vehicles

Roseville, MI

2013 Mercedes-Benz C-Class C250 Sport

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

2013 Mercedes-Benz C-Class C250 Sport

Troy, MI

UnscoredInsufficient · 4
$12,85068,100 mi

Comparison: 4 similar vehicles

Troy, MI

2017 Dodge Challenger GT

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

2017 Dodge Challenger GT

Detroit, MI

UnscoredModerate · 21
$12,995134,412 mi

Comparison: 21 similar vehicles

Detroit, MI

2016 Dodge Challenger SXT

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

2016 Dodge Challenger SXT

Detroit, MI

UnscoredLimited · 7
$12,995134,607 mi

Comparison: 7 similar vehicles

Detroit, MI

2018 Audi A5 Coupe Premium Plus

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

2018 Audi A5 Coupe Premium Plus

Washington, MI

UnscoredInsufficient · 3
$13,308103,285 mi

Comparison: 3 similar vehicles

Washington, MI

2017 Dodge Challenger GT

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

2017 Dodge Challenger GT

Detroit, MI

Fair PriceModerate · 21
$13,995101,056 mi

Market: $12,499 – $21,932

Comparison: 21 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 32 days listed (based on current market benchmarks)

Detroit, MI

2001 Chevrolet Corvette Base

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

2001 Chevrolet Corvette Base

Sandusky, MI

UnscoredInsufficient · 4
$13,999141,677 mi

Comparison: 4 similar vehicles

Sandusky, MI

2017 Ford Mustang EcoBoost

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

2017 Ford Mustang EcoBoost

Sterling Heights, MI

UnscoredLimited · 7
$14,99595,703 mi

Comparison: 7 similar vehicles

Sterling Heights, MI

2000 Porsche 911 CARRERA

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

2000 Porsche 911 CARRERA

Utica, MI

UnscoredInsufficient · 3
$14,995137,825 mi

Comparison: 3 similar vehicles

Utica, MI

2021 Dodge Challenger SXT

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

2021 Dodge Challenger SXT

Mount Clemens, MI

UnscoredInsufficient · 3
$15,00085,349 mi

Comparison: 3 similar vehicles

Mount Clemens, MI

2013 BMW 1 Series 128i

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

2013 BMW 1 Series 128i

Metamora, MI

UnscoredLimited · 5
$15,000128,455 mi

Comparison: 5 similar vehicles

Metamora, MI

2020 Ford Mustang EcoBoost

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

2020 Ford Mustang EcoBoost

Sterling Heights, MI

Great DealLimited · 16
$15,20090,126 mi

Market: $17,189 – $21,188

Comparison: 16 similar vehicles

Competitively priced ~12% below the typical range compared to similar vehicles · 120 days listed (based on current market benchmarks)

Sterling Heights, MI

2019 Ford Mustang EcoBoost Premium

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

2019 Ford Mustang EcoBoost Premium

Sandusky, MI

UnscoredInsufficient · 3
$15,495110,035 mi

Comparison: 3 similar vehicles

Sandusky, MI

1997 Mitsubishi Eclipse GS

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

1997 Mitsubishi Eclipse GS

Saint Clair, MI

UnscoredInsufficient · 0
$15,9009,244 mi

Saint Clair, MI

2017 Mercedes-Benz C-Class C300

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

2017 Mercedes-Benz C-Class C300

Warren, MI

UnscoredInsufficient · 4
$15,99068,889 mi

Comparison: 4 similar vehicles

Warren, MI

2019 Mercedes-Benz C-Class Coupe C300

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

2019 Mercedes-Benz C-Class Coupe C300

New Haven, MI

Salvage title
$15,99550,376 mi

New Haven, MI

2022 Dodge Challenger GT

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

2022 Dodge Challenger GT

New Baltimore, MI

UnscoredInsufficient · 3
$16,24570,646 mi

Comparison: 3 similar vehicles

New Baltimore, MI

2017 Dodge Challenger GT

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

2017 Dodge Challenger GT

New Baltimore, MI

Fair PriceLimited · 16
$16,24582,040 mi

Market: $12,995 – $20,388

Comparison: 16 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 90 days listed (based on current market benchmarks)

New Baltimore, MI

2019 Dodge Challenger SXT

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

2019 Dodge Challenger SXT

Warren, MI

Fair PriceLimited · 13
$16,290108,411 mi

Market: $13,995 – $27,268

Comparison: 13 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 92 days listed (based on current market benchmarks)

Warren, MI

2015 Ford Mustang EcoBoost

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

2015 Ford Mustang EcoBoost

Sterling Heights, MI

UnscoredInsufficient · 0
$16,50054,008 mi

Sterling Heights, MI

2019 Dodge Challenger R/T

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

2019 Dodge Challenger R/T

Detroit, MI

UnscoredLimited · 8
$16,795108,752 mi

Comparison: 8 similar vehicles

Detroit, MI

2019 Honda Civic Sport

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

2019 Honda Civic Sport

Roseville, MI

Fair PriceModerate · 46
$16,900100,772 mi

Market: $8,999 – $19,990

Comparison: 46 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 43 days listed (based on current market benchmarks)

Roseville, MI

2001 Cadillac Eldorado ETC

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

2001 Cadillac Eldorado ETC

Saint Clair, MI

UnscoredInsufficient · 0
$16,90015,001 mi

Saint Clair, 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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