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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

91 listings found

1998 Pontiac Firebird Base

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

1998 Pontiac Firebird Base

Erie, PA

UnscoredInsufficient · 0
$8,99539,719 mi

Erie, PA

2014 Ford Mustang V6

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

2014 Ford Mustang V6

Olean, NY

UnscoredLimited · 10
$9,000124,521 mi

Comparison: 10 similar vehicles

Olean, NY

2010 Dodge Challenger SE

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

2010 Dodge Challenger SE

Erie, PA

UnscoredLimited · 10
$13,38654,728 mi

Comparison: 10 similar vehicles

Erie, PA

2012 MINI Cooper John Cooper Works

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

2012 MINI Cooper John Cooper Works

Hamburg, NY

UnscoredInsufficient · 0
$14,95757,648 mi

Hamburg, NY

2015 Scion FR-S Base

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

2015 Scion FR-S Base

Hamburg, NY

UnscoredInsufficient · 0
$14,97574,128 mi

Hamburg, NY

2015 Chevrolet Camaro 2LS

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

2015 Chevrolet Camaro 2LS

Waterford, PA

UnscoredInsufficient · 0
$15,48555,992 mi

Waterford, PA

2014 Ford Mustang V6

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

2014 Ford Mustang V6

Springville, NY

UnscoredInsufficient · 0
$16,93939,846 mi

Springville, NY

2011 BMW 3 Series 335is

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

2011 BMW 3 Series 335is

Hamburg, NY

UnscoredInsufficient · 0
$16,97878,521 mi

Hamburg, NY

2014 Chevrolet Camaro 2LT

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

2014 Chevrolet Camaro 2LT

Springville, NY

UnscoredInsufficient · 0
$17,90431,328 mi

Springville, NY

No Photo

2017 Dodge Challenger GT

Lakewood, NY

Fair PriceLimited · 10
$17,995104,361 mi

Market: $12,000 – $20,388

Comparison: 10 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 20 days listed (based on current market benchmarks)

Lakewood, NY

2014 Chevrolet Camaro 1LS

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

2014 Chevrolet Camaro 1LS

North East, PA

UnscoredInsufficient · 0
$20,48336,003 mi

North East, PA

2002 Chevrolet Corvette Base

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

2002 Chevrolet Corvette Base

North East, PA

UnscoredInsufficient · 0
$21,99159,536 mi

North East, PA

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

North East, PA

UnscoredInsufficient · 0
$22,98362,973 mi

North East, PA

2010 Chevrolet Camaro 2SS

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

2010 Chevrolet Camaro 2SS

Erie, PA

Fair PriceLimited · 17
$23,99821,610 mi

Market: $22,995 – $35,483

Comparison: 17 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 70 days listed (based on current market benchmarks)

Erie, PA

2016 Dodge Challenger R/T Shaker

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

2016 Dodge Challenger R/T Shaker

North East, PA

UnscoredInsufficient · 0
$24,98361,282 mi

North East, PA

2002 Pontiac Firebird Trans Am

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

2002 Pontiac Firebird Trans Am

North East, PA

UnscoredInsufficient · 0
$25,49189,968 mi

North East, PA

2007 Ford Mustang GT Premium

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

2007 Ford Mustang GT Premium

Erie, PA

UnscoredInsufficient · 0
$28,48528,433 mi

Erie, PA

2007 Ford Mustang GT Deluxe

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

2007 Ford Mustang GT Deluxe

North East, PA

UnscoredInsufficient · 4
$28,98334,745 mi

Comparison: 4 similar vehicles

North East, PA

2023 Dodge Challenger SXT

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

2023 Dodge Challenger SXT

Fredonia, NY

Fair PriceRobust · 52
$29,9001,889 mi

Market: $21,995 – $33,385

Comparison: 52 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 210 days listed (based on current market benchmarks)

Fredonia, NY

2009 Chevrolet Corvette Base

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

2009 Chevrolet Corvette Base

Erie, PA

UnscoredInsufficient · 3
$29,98734,985 mi

Comparison: 3 similar vehicles

Erie, PA

2011 Chevrolet Camaro 1SS

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

2011 Chevrolet Camaro 1SS

North East, PA

UnscoredLimited · 9
$30,48365,320 mi

Comparison: 9 similar vehicles

North East, PA

2010 Chevrolet Camaro 2SS

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

2010 Chevrolet Camaro 2SS

North East, PA

OverpricedModerate · 22
$30,48337,644 mi

Market: $23,446 – $28,490

Comparison: 22 similar vehicles

Priced ~7% above the typical market range for similar vehicles (based on current market benchmarks)

North East, PA

2017 Audi TTS Base

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

2017 Audi TTS Base

Hamburg, NY

UnscoredInsufficient · 0
$30,83962,099 mi

Hamburg, NY

2022 Dodge Challenger R/T

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

2022 Dodge Challenger R/T

Waterford, PA

UnscoredLimited · 9
$31,55035,030 mi

Comparison: 9 similar vehicles

Waterford, PA

2009 Dodge Challenger SRT8

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

2009 Dodge Challenger SRT8

North East, PA

UnscoredInsufficient · 0
$33,48333,999 mi

North East, PA

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

Dunkirk, NY

UnscoredInsufficient · 0
$33,66329,819 mi

Dunkirk, NY

2024 Ford Mustang EcoBoost Premium

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

2024 Ford Mustang EcoBoost Premium

Erie, PA

UnscoredInsufficient · 0
$33,9953,192 mi

Erie, PA

2022 Dodge Challenger GT

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

2022 Dodge Challenger GT

Springville, NY

UnscoredInsufficient · 0
$34,47815,762 mi

Springville, NY

2004 Ford Mustang Mach 1

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

2004 Ford Mustang Mach 1

North East, PA

UnscoredInsufficient · 0
$34,48313,900 mi

North East, PA

2026 Ford Mustang EcoBoost

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

2026 Ford Mustang EcoBoost

Edinboro, PA

UnscoredLimited · 6
$34,760Mileage not verified

Comparison: 6 similar vehicles

Edinboro, PA

2026 Ford Mustang EcoBoost Premium

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

2026 Ford Mustang EcoBoost Premium

Fredonia, NY

Fair PriceModerate · 32
$34,900300 mi

Market: $33,755 – $42,814

Comparison: 32 similar vehicles

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

Fredonia, NY

2026 Ford Mustang EcoBoost Premium

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

2026 Ford Mustang EcoBoost Premium

Fredonia, NY

Fair PriceModerate · 32
$34,900Mileage not verified

Market: $33,755 – $42,814

Comparison: 32 similar vehicles

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

Fredonia, NY

2017 Ford Mustang GT

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

2017 Ford Mustang GT

North East, PA

UnscoredInsufficient · 0
$34,9915,700 mi

North East, PA

2010 Chevrolet Camaro 2SS

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

2010 Chevrolet Camaro 2SS

North East, PA

UnscoredLimited · 6
$35,48325,146 mi

Comparison: 6 similar vehicles

North East, PA

2022 BMW 2 Series 230i

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

2022 BMW 2 Series 230i

Erie, PA

UnscoredInsufficient · 0
$35,98714,178 mi

Erie, PA

2022 Chevrolet Camaro 2LT

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

2022 Chevrolet Camaro 2LT

Jamestown, NY

UnscoredInsufficient · 0
$36,09015,011 mi

Jamestown, NY

2018 Chevrolet Camaro 1SS

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

2018 Chevrolet Camaro 1SS

Hamburg, NY

Fair PriceModerate · 22
$36,51212,897 mi

Market: $36,912 – $37,087

Comparison: 22 similar vehicles

Fairly priced — priced near the comparable range, but not far enough below it to qualify as a Great Deal · 76 days listed (based on current market benchmarks)

Hamburg, NY

2026 Subaru BRZ Limited

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

2026 Subaru BRZ Limited

Erie, PA

UnscoredLimited · 6
$36,852Mileage not verified

Comparison: 6 similar vehicles

Erie, PA

2026 Ford Mustang EcoBoost

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

2026 Ford Mustang EcoBoost

Erie, PA

UnscoredInsufficient · 4
$36,865Mileage not verified

Comparison: 4 similar vehicles

Erie, PA

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

Fredonia, NY

UnscoredInsufficient · 0
$36,9004,999 mi

Fredonia, NY

2006 Porsche Cayman S

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

2006 Porsche Cayman S

Hamburg, NY

UnscoredInsufficient · 0
$36,96767,056 mi

Hamburg, NY

1998 Pontiac Firebird FORMULA

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

1998 Pontiac Firebird FORMULA

North East, PA

UnscoredInsufficient · 0
$37,48320,784 mi

North East, PA

2025 Ford Mustang EcoBoost Premium

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

2025 Ford Mustang EcoBoost Premium

Hamburg, NY

UnscoredLimited · 6
$37,997Mileage not verified

Comparison: 6 similar vehicles

Hamburg, NY

2022 Ford Mustang GT Premium

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

2022 Ford Mustang GT Premium

Erie, PA

OverpricedLimited · 13
$38,99032,477 mi

Market: $35,500 – $36,990

Comparison: 13 similar vehicles

Priced ~5% above the typical market range for similar vehicles (based on current market benchmarks)

Erie, PA

2022 Ford Mustang GT Premium

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

2022 Ford Mustang GT Premium

Erie, PA

UnscoredLimited · 9
$39,49026,928 mi

Comparison: 9 similar vehicles

Erie, PA

2007 Ford Mustang GT Premium

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

2007 Ford Mustang GT Premium

North East, PA

UnscoredInsufficient · 3
$39,99128,358 mi

Comparison: 3 similar vehicles

North East, PA

2026 Subaru BRZ tS

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

2026 Subaru BRZ tS

Warren, PA

Fair PriceLimited · 13
$40,387Mileage not verified

Market: $38,544 – $41,109

Comparison: 13 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 64 days listed (based on current market benchmarks)

Warren, PA

2023 Dodge Challenger R/T

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

2023 Dodge Challenger R/T

Edinboro, PA

Fair PriceRobust · 76
$40,47511,450 mi

Market: $33,995 – $52,437

Comparison: 76 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 205 days listed (based on current market benchmarks)

Edinboro, PA

2026 Ford Mustang EcoBoost Premium

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

2026 Ford Mustang EcoBoost Premium

Titusville, PA

UnscoredLimited · 7
$40,914Mileage not verified

Comparison: 7 similar vehicles

Titusville, PA

2026 Ford Mustang EcoBoost Premium

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

2026 Ford Mustang EcoBoost Premium

Warren, PA

UnscoredInsufficient · 3
$43,125Mileage not verified

Comparison: 3 similar vehicles

Warren, PA

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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