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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

223 listings found

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 · 7
$3,199184,599 mi

Comparison: 7 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

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

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

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 · 95
$5,980231,001 mi

Comparison: 95 similar vehicles

Lansing, 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

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

2010 Ford Focus SE

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

2010 Ford Focus SE

Flint, MI

UnscoredInsufficient · 3
$6,995124,695 mi

Comparison: 3 similar vehicles

Flint, MI

2014 Cadillac CTS Coupe Performance Collection

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

2014 Cadillac CTS Coupe Performance Collection

Lansing, MI

UnscoredInsufficient · 0
$7,980121,966 mi

Lansing, MI

2013 MINI Cooper S

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

2013 MINI Cooper S

Flint, MI

UnscoredInsufficient · 4
$7,99586,142 mi

Comparison: 4 similar vehicles

Flint, MI

2006 Ford Mustang GT Deluxe

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

2006 Ford Mustang GT Deluxe

Chesaning, MI

UnscoredInsufficient · 4
$7,995158,121 mi

Comparison: 4 similar vehicles

Chesaning, MI

2011 Ford Mustang V6

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

2011 Ford Mustang V6

Flint, MI

UnscoredLimited · 7
$8,299120,999 mi

Comparison: 7 similar vehicles

Flint, MI

1998 Ford Mustang Base

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

1998 Ford Mustang Base

Lansing, MI

UnscoredInsufficient · 0
$8,50075,907 mi

Lansing, MI

2014 Chevrolet Camaro 1LT

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

2014 Chevrolet Camaro 1LT

Lansing, MI

UnscoredModerate · 20
$8,980140,903 mi

Comparison: 20 similar vehicles

Lansing, MI

2008 Mercedes-Benz CL-Class CL550

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

2008 Mercedes-Benz CL-Class CL550

Flint, MI

UnscoredInsufficient · 0
$8,995116,558 mi

Flint, MI

1997 Cadillac Eldorado Base

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

1997 Cadillac Eldorado Base

Saginaw, MI

UnscoredInsufficient · 0
$8,99556,483 mi

Saginaw, MI

2008 Honda Civic EX-L

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

2008 Honda Civic EX-L

Fenton, MI

UnscoredInsufficient · 0
$9,764115,239 mi

Fenton, MI

2015 Chevrolet Camaro 1LT

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

2015 Chevrolet Camaro 1LT

Greenville, MI

Fair PriceLimited · 17
$9,99591,906 mi

Market: $7,200 – $18,990

Comparison: 17 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 152 days listed (based on current market benchmarks)

Greenville, MI

2014 Chevrolet Camaro 1LT

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

2014 Chevrolet Camaro 1LT

Flint, MI

UnscoredLimited · 18
$10,000135,749 mi

Comparison: 18 similar vehicles

Flint, MI

2009 Ford Mustang Premium

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

2009 Ford Mustang Premium

Burton, MI

UnscoredInsufficient · 0
$10,75062,940 mi

Burton, MI

2013 Chevrolet Camaro 1LS

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

2013 Chevrolet Camaro 1LS

Grand Blanc Township, MI

UnscoredInsufficient · 0
$11,06483,047 mi

Grand Blanc Township, MI

2013 Audi TT Premium Plus

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

2013 Audi TT Premium Plus

Burton, MI

UnscoredInsufficient · 0
$11,550112,342 mi

Burton, MI

2014 Scion tC Base

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

2014 Scion tC Base

Saginaw, MI

UnscoredInsufficient · 0
$11,568104,436 mi

Saginaw, MI

2015 Mercedes-Benz C-Class C250 Sport

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

2015 Mercedes-Benz C-Class C250 Sport

Brighton, MI

UnscoredInsufficient · 0
$11,77373,831 mi

Brighton, MI

2002 Chevrolet Camaro Z28

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

2002 Chevrolet Camaro Z28

Middleville, MI

UnscoredInsufficient · 4
$11,997100,383 mi

Comparison: 4 similar vehicles

Middleville, MI

2016 Ford Mustang EcoBoost

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

2016 Ford Mustang EcoBoost

St. Louis, MI

UnscoredInsufficient · 3
$12,165117,114 mi

Comparison: 3 similar vehicles

St. Louis, MI

2016 Ford Mustang EcoBoost Premium

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

2016 Ford Mustang EcoBoost Premium

Flushing, MI

UnscoredLimited · 7
$12,280116,836 mi

Comparison: 7 similar vehicles

Flushing, MI

2011 Nissan 370Z Base

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

2011 Nissan 370Z Base

Lansing, MI

UnscoredInsufficient · 0
$12,900132,168 mi

Lansing, MI

2017 Chevrolet Camaro 1LT

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

2017 Chevrolet Camaro 1LT

Lansing, MI

UnscoredModerate · 34
$12,980136,426 mi

Comparison: 34 similar vehicles

Lansing, MI

2008 Ford Mustang GT Deluxe

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

2008 Ford Mustang GT Deluxe

Lansing, MI

Salvage title
$12,98092,011 mi

Lansing, MI

2014 Cadillac CTS Coupe Premium Collection

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

2014 Cadillac CTS Coupe Premium Collection

Lansing, MI

Fair PriceLimited · 16
$12,99573,006 mi

Market: $11,997 – $15,173

Comparison: 16 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 154 days listed (based on current market benchmarks)

Lansing, MI

2010 BMW 3 Series 335i

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

2010 BMW 3 Series 335i

Flint, MI

UnscoredInsufficient · 0
$12,99956,974 mi

Flint, MI

2001 Ford Mustang GT

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

2001 Ford Mustang GT

Flushing, MI

UnscoredInsufficient · 3
$13,00081,613 mi

Comparison: 3 similar vehicles

Flushing, MI

2015 Chevrolet Camaro 1LS

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

2015 Chevrolet Camaro 1LS

Flint, MI

UnscoredInsufficient · 0
$13,50094,479 mi

Flint, MI

2015 BMW 2 Series M235i

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

2015 BMW 2 Series M235i

Flint, MI

UnscoredInsufficient · 0
$13,900132,821 mi

Flint, MI

2013 Cadillac CTS Coupe Performance Collection

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

2013 Cadillac CTS Coupe Performance Collection

Lansing, MI

UnscoredInsufficient · 3
$13,90072,821 mi

Comparison: 3 similar vehicles

Lansing, MI

2013 Dodge Challenger SXT

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

2013 Dodge Challenger SXT

Saginaw, MI

UnscoredLimited · 9
$13,995191,413 mi

Comparison: 9 similar vehicles

Saginaw, MI

2014 Ford Mustang V6

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

2014 Ford Mustang V6

St. Louis, MI

Fair PriceLimited · 13
$14,16575,048 mi

Market: $5,565 – $14,995

Comparison: 13 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 34 days listed (based on current market benchmarks)

St. Louis, MI

2014 Chevrolet Camaro 1LT

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

2014 Chevrolet Camaro 1LT

St. Louis, MI

Fair PriceLimited · 16
$14,16583,861 mi

Market: $8,980 – $20,275

Comparison: 16 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 33 days listed (based on current market benchmarks)

St. Louis, MI

2015 BMW 4 Series 428i

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

2015 BMW 4 Series 428i

Holly, MI

UnscoredInsufficient · 0
$14,56051,417 mi

Holly, MI

2018 Ford Mustang EcoBoost

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

2018 Ford Mustang EcoBoost

Holly, MI

UnscoredLimited · 6
$14,960100,075 mi

Comparison: 6 similar vehicles

Holly, MI

2015 Honda Accord EX-L

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

2015 Honda Accord EX-L

Middleville, MI

Fair PriceModerate · 30
$14,99770,357 mi

Market: $9,989 – $16,995

Comparison: 30 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 14 days listed (based on current market benchmarks)

Middleville, MI

2017 Dodge Challenger GT

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

2017 Dodge Challenger GT

Flushing, MI

Fair PriceLimited · 14
$15,278108,863 mi

Market: $12,995 – $21,932

Comparison: 14 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 22 days listed (based on current market benchmarks)

Flushing, MI

2017 Ford Mustang V6

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

2017 Ford Mustang V6

Flint, MI

UnscoredLimited · 7
$15,575102,362 mi

Comparison: 7 similar vehicles

Flint, MI

2010 Chevrolet Camaro 2LT

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

2010 Chevrolet Camaro 2LT

Burton, MI

UnscoredInsufficient · 0
$15,90047,940 mi

Burton, MI

2013 Dodge Challenger SXT

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

2013 Dodge Challenger SXT

Saginaw, MI

UnscoredLimited · 9
$15,99586,662 mi

Comparison: 9 similar vehicles

Saginaw, MI

2016 BMW 4 Series 428i

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

2016 BMW 4 Series 428i

Lansing, MI

Fair PriceLimited · 19
$16,21474,775 mi

Market: $6,995 – $17,399

Comparison: 19 similar vehicles

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

Lansing, 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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