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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

321 listings found

2006 Ford Mustang Standard

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

2006 Ford Mustang Standard

Adrian, MI

UnscoredInsufficient · 0
$2,500197,036 mi

Adrian, 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

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

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 · 8
$5,995134,719 mi

Comparison: 8 similar vehicles

Coldwater, 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

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

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

2004 Chrysler Crossfire Base

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

2004 Chrysler Crossfire Base

Brighton, MI

UnscoredLimited · 7
$9,49975,236 mi

Comparison: 7 similar vehicles

Brighton, MI

2005 BMW 3 Series 330

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

2005 BMW 3 Series 330

Plymouth, MI

UnscoredInsufficient · 0
$9,995114,781 mi

Plymouth, MI

2014 Mercedes-Benz E-Class E350

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

2014 Mercedes-Benz E-Class E350

Adrian, MI

Great DealLimited · 16
$10,50065,900 mi

Market: $11,995 – $19,265

Comparison: 16 similar vehicles

Competitively priced ~12% below the typical range compared to similar vehicles · 3 days listed (based on current market benchmarks)

Adrian, 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

Adrian, MI

Fair PriceLimited · 14
$10,50077,768 mi

Market: $6,995 – $11,500

Comparison: 14 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 27 days listed (based on current market benchmarks)

Adrian, MI

1998 Chevrolet Corvette Base

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

1998 Chevrolet Corvette Base

Coldwater, MI

UnscoredModerate · 29
$10,900150,465 mi

Comparison: 29 similar vehicles

Coldwater, MI

2010 Dodge Challenger R/T

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

2010 Dodge Challenger R/T

Battle Creek, MI

UnscoredModerate · 21
$10,950172,076 mi

Comparison: 21 similar vehicles

Battle Creek, MI

2010 Chevrolet Camaro 2LT

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

2010 Chevrolet Camaro 2LT

Adrian, MI

Fair PriceModerate · 22
$10,96178,554 mi

Market: $7,995 – $13,608

Comparison: 22 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 68 days listed (based on current market benchmarks)

Adrian, MI

2011 Chevrolet Camaro 2LT

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

2011 Chevrolet Camaro 2LT

Novi, MI

UnscoredInsufficient · 3
$10,990134,259 mi

Comparison: 3 similar vehicles

Novi, MI

2009 Honda Accord EX-L

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

2009 Honda Accord EX-L

Springfield, MI

UnscoredModerate · 44
$11,115146,375 mi

Comparison: 44 similar vehicles

Springfield, 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

2012 Audi TT Premium Plus

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

2012 Audi TT Premium Plus

Chelsea, MI

UnscoredInsufficient · 0
$11,995102,314 mi

Chelsea, MI

2000 Chevrolet Corvette Base

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

2000 Chevrolet Corvette Base

Adrian, MI

Fair PriceLimited · 15
$12,49596,438 mi

Market: $7,995 – $24,900

Comparison: 15 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 16 days listed (based on current market benchmarks)

Adrian, MI

2016 Cadillac ATS Coupe Standard

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

2016 Cadillac ATS Coupe Standard

Springfield, MI

UnscoredInsufficient · 0
$12,773101,668 mi

Springfield, MI

2015 Ford Mustang EcoBoost Premium

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

2015 Ford Mustang EcoBoost Premium

Adrian, MI

UnscoredModerate · 27
$12,900129,935 mi

Comparison: 27 similar vehicles

Adrian, 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

2008 Audi TT Base

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

2008 Audi TT Base

Jackson, MI

UnscoredInsufficient · 0
$12,998115,043 mi

Jackson, MI

2014 Chevrolet Camaro 2LS

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

2014 Chevrolet Camaro 2LS

Saline, MI

Fair PriceLimited · 11
$13,28091,310 mi

Market: $7,887 – $13,443

Comparison: 11 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 16 days listed (based on current market benchmarks)

Saline, MI

2013 Honda Accord EX-L V6

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

2013 Honda Accord EX-L V6

Brighton, MI

Fair PriceModerate · 20
$13,814117,731 mi

Market: $3,500 – $17,500

Comparison: 20 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 12 days listed (based on current market benchmarks)

Brighton, 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

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

Jackson, MI

UnscoredRobust · 68
$13,998130,000 mi

Comparison: 68 similar vehicles

Jackson, MI

2011 Mercedes-Benz E-Class E350

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

2011 Mercedes-Benz E-Class E350

Springfield, MI

UnscoredInsufficient · 0
$14,80041,084 mi

Springfield, MI

2015 BMW 2 Series 228i

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

2015 BMW 2 Series 228i

Springfield, MI

UnscoredLimited · 8
$14,95082,502 mi

Comparison: 8 similar vehicles

Springfield, 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

Saline, MI

UnscoredInsufficient · 0
$15,28045,982 mi

Saline, MI

2020 Ford Mustang EcoBoost Premium

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

2020 Ford Mustang EcoBoost Premium

Brighton, MI

UnscoredLimited · 6
$15,780108,075 mi

Comparison: 6 similar vehicles

Brighton, 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

No Photo

2015 Ford Mustang EcoBoost Premium

Montpelier, OH

Fair PriceModerate · 40
$16,30360,026 mi

Market: $11,999 – $18,990

Comparison: 40 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 77 days listed (based on current market benchmarks)

Montpelier, OH

2016 Ford Mustang GT

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

2016 Ford Mustang GT

Coldwater, MI

UnscoredLimited · 18
$16,900141,255 mi

Comparison: 18 similar vehicles

Coldwater, MI

2017 Dodge Challenger GT

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

2017 Dodge Challenger GT

Lansing, MI

Fair PriceLimited · 19
$16,980105,109 mi

Market: $12,995 – $21,932

Comparison: 19 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 69 days listed (based on current market benchmarks)

Lansing, MI

2004 Maserati Coupe Base

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

2004 Maserati Coupe Base

Chelsea, MI

UnscoredInsufficient · 0
$16,99541,948 mi

Chelsea, 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

Ann Arbor, MI

UnscoredInsufficient · 3
$17,00049,856 mi

Comparison: 3 similar vehicles

Ann Arbor, MI

2013 Dodge Challenger R/T

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

2013 Dodge Challenger R/T

Ypsilanti, MI

Fair PriceLimited · 10
$17,49584,503 mi

Market: $14,487 – $21,995

Comparison: 10 similar vehicles

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

Ypsilanti, MI

2019 Dodge Challenger GT

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

2019 Dodge Challenger GT

Fowlerville, MI

Fair PriceLimited · 13
$17,699106,548 mi

Market: $16,788 – $21,525

Comparison: 13 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 19 days listed (based on current market benchmarks)

Fowlerville, MI

2019 Dodge Challenger SXT

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

2019 Dodge Challenger SXT

Adrian, MI

Fair PriceModerate · 23
$17,75599,439 mi

Market: $13,367 – $27,268

Comparison: 23 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 27 days listed (based on current market benchmarks)

Adrian, MI

2016 Honda Accord Touring

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

2016 Honda Accord Touring

Lansing, MI

UnscoredLimited · 6
$17,90082,190 mi

Comparison: 6 similar vehicles

Lansing, MI

2018 Ford Mustang EcoBoost Premium

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

2018 Ford Mustang EcoBoost Premium

Brighton, MI

UnscoredLimited · 7
$17,91152,706 mi

Comparison: 7 similar vehicles

Brighton, MI

2017 Honda Civic LX

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

2017 Honda Civic LX

New Hudson, MI

UnscoredInsufficient · 0
$17,99040,655 mi

New Hudson, MI

2018 Ford Mustang EcoBoost

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

2018 Ford Mustang EcoBoost

Springfield, MI

UnscoredInsufficient · 0
$18,16132,812 mi

Springfield, MI

2019 Honda Civic Sport

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

2019 Honda Civic Sport

Ann Arbor, MI

Fair PriceRobust · 68
$18,59879,641 mi

Market: $8,999 – $19,990

Comparison: 68 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 31 days listed (based on current market benchmarks)

Ann Arbor, 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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