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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

94 listings found

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 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

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

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

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

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

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 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

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

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

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

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

2016 Dodge Challenger SXT

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

2016 Dodge Challenger SXT

Kawkawlin, MI

UnscoredLimited · 13
$13,997148,411 mi

Comparison: 13 similar vehicles

Kawkawlin, 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

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

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

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

Grand Ledge, MI

UnscoredLimited · 9
$18,90041,187 mi

Comparison: 9 similar vehicles

Grand Ledge, MI

1997 Pontiac Firebird TRANS AM

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

1997 Pontiac Firebird TRANS AM

Saginaw, MI

UnscoredInsufficient · 0
$18,99525,000 mi

Saginaw, MI

2020 Dodge Challenger SXT

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

2020 Dodge Challenger SXT

Bay City, MI

UnscoredInsufficient · 3
$19,30771,743 mi

Comparison: 3 similar vehicles

Bay City, MI

2019 Ford Mustang EcoBoost

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

2019 Ford Mustang EcoBoost

Reese, MI

UnscoredInsufficient · 0
$19,97751,393 mi

Reese, MI

2010 Chevrolet Camaro 2SS

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

2010 Chevrolet Camaro 2SS

Saginaw, MI

UnscoredLimited · 7
$20,73874,375 mi

Comparison: 7 similar vehicles

Saginaw, MI

2019 Ford Mustang EcoBoost

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

2019 Ford Mustang EcoBoost

Saint Johns, MI

UnscoredInsufficient · 0
$21,90048,896 mi

Saint Johns, MI

2018 Dodge Challenger T/A

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

2018 Dodge Challenger T/A

Grand Ledge, MI

UnscoredInsufficient · 3
$22,90072,229 mi

Comparison: 3 similar vehicles

Grand Ledge, MI

2016 Chevrolet Camaro 2SS

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

2016 Chevrolet Camaro 2SS

Clio, MI

UnscoredInsufficient · 0
$23,39597,808 mi

Clio, MI

2019 Chevrolet Camaro 2LT

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

2019 Chevrolet Camaro 2LT

Saint Johns, MI

UnscoredInsufficient · 0
$24,90037,143 mi

Saint Johns, MI

2014 Dodge Challenger R/T

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

2014 Dodge Challenger R/T

Saginaw, MI

UnscoredInsufficient · 0
$25,23433,479 mi

Saginaw, MI

2008 Dodge Challenger SRT8

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

2008 Dodge Challenger SRT8

Saginaw, MI

UnscoredInsufficient · 0
$27,59516,488 mi

Saginaw, MI

2023 Dodge Challenger SXT

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

2023 Dodge Challenger SXT

Bay City, MI

UnscoredInsufficient · 0
$28,00934,506 mi

Bay City, MI

2019 Ford Mustang GT Premium

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

2019 Ford Mustang GT Premium

Birch Run, MI

UnscoredLimited · 6
$29,61474,390 mi

Comparison: 6 similar vehicles

Birch Run, MI

2018 Chevrolet Camaro 1SS

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

2018 Chevrolet Camaro 1SS

Corunna, MI

UnscoredInsufficient · 3
$30,29355,885 mi

Comparison: 3 similar vehicles

Corunna, MI

2023 Toyota GR86 Premium

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

2023 Toyota GR86 Premium

Lansing, MI

UnscoredInsufficient · 4
$30,31437,692 mi

Comparison: 4 similar vehicles

Lansing, MI

2007 Chevrolet Corvette Base

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

2007 Chevrolet Corvette Base

Grand Ledge, MI

UnscoredInsufficient · 0
$30,5516,748 mi

Grand Ledge, MI

2022 Dodge Challenger GT

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

2022 Dodge Challenger GT

Midland, MI

UnscoredInsufficient · 0
$32,90010,252 mi

Midland, MI

2019 Ford Mustang GT Premium

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

2019 Ford Mustang GT Premium

Grand Ledge, MI

UnscoredInsufficient · 0
$32,90047,697 mi

Grand Ledge, MI

2025 Subaru BRZ tS

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

2025 Subaru BRZ tS

Reese, MI

UnscoredInsufficient · 0
$33,01613,985 mi

Reese, MI

2023 Chevrolet Camaro 3LT

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

2023 Chevrolet Camaro 3LT

Bay City, MI

UnscoredInsufficient · 0
$33,73514,509 mi

Bay City, MI

2026 Ford Mustang EcoBoost

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

2026 Ford Mustang EcoBoost

Midland, MI

UnscoredLimited · 5
$33,974Mileage not verified

Comparison: 5 similar vehicles

Midland, MI

2026 Toyota GR86 Premium

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

2026 Toyota GR86 Premium

Saginaw, MI

Great DealLimited · 14
$34,2709,752 mi

Market: $35,608 – $39,954

Comparison: 14 similar vehicles

Competitively priced ~4% below the typical range compared to similar vehicles · 2 days listed (based on current market benchmarks)

Saginaw, MI

2026 Ford Mustang EcoBoost

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

2026 Ford Mustang EcoBoost

Saginaw, MI

UnscoredLimited · 7
$34,289Mileage not verified

Comparison: 7 similar vehicles

Saginaw, MI

2026 Ford Mustang EcoBoost

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

2026 Ford Mustang EcoBoost

Saginaw, MI

UnscoredLimited · 7
$34,772Mileage not verified

Comparison: 7 similar vehicles

Saginaw, MI

2024 Chevrolet Camaro 3LT

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

2024 Chevrolet Camaro 3LT

Grand Ledge, MI

UnscoredInsufficient · 0
$34,90014,302 mi

Grand Ledge, MI

2020 Dodge Challenger R/T

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

2020 Dodge Challenger R/T

Reese, MI

UnscoredInsufficient · 4
$35,18820,887 mi

Comparison: 4 similar vehicles

Reese, MI

2026 Ford Mustang EcoBoost

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

2026 Ford Mustang EcoBoost

Meridian charter Township, MI

UnscoredLimited · 8
$35,248Mileage not verified

Comparison: 8 similar vehicles

Meridian charter Township, MI

2026 Ford Mustang EcoBoost

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

2026 Ford Mustang EcoBoost

Mount Pleasant, MI

UnscoredInsufficient · 3
$35,353Mileage not verified

Comparison: 3 similar vehicles

Mount Pleasant, MI

2019 Ford Mustang GT Premium

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

2019 Ford Mustang GT Premium

Freeland, MI

UnscoredInsufficient · 0
$36,31012,239 mi

Freeland, MI

2021 Ford Mustang GT Premium

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

2021 Ford Mustang GT Premium

Saint Johns, MI

Fair PriceLimited · 10
$36,90014,133 mi

Market: $35,200 – $95,900

Comparison: 10 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 11 days listed (based on current market benchmarks)

Saint Johns, MI

2017 Chevrolet Camaro 2SS

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

2017 Chevrolet Camaro 2SS

Saint Johns, MI

UnscoredInsufficient · 4
$36,90025,395 mi

Comparison: 4 similar vehicles

Saint Johns, MI

2023 Ford Mustang GT Premium

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

2023 Ford Mustang GT Premium

Frankenmuth, MI

UnscoredLimited · 7
$37,06446,813 mi

Comparison: 7 similar vehicles

Frankenmuth, 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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