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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

107 listings found

2013 Nissan Altima Coupe S

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

2013 Nissan Altima Coupe S

Windber, PA

UnscoredLimited · 5
$4,995115,000 mi

Comparison: 5 similar vehicles

Windber, PA

2006 Honda Civic LX

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

2006 Honda Civic LX

Orbisonia, PA

UnscoredModerate · 23
$4,995223,382 mi

Comparison: 23 similar vehicles

Orbisonia, PA

2002 Pontiac Firebird Base

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

2002 Pontiac Firebird Base

Boalsburg, PA

UnscoredInsufficient · 0
$4,995157,525 mi

Boalsburg, PA

2006 Scion tC Base

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

2006 Scion tC Base

Clearfield, PA

UnscoredInsufficient · 0
$6,400136,000 mi

Clearfield, PA

2011 Kia Forte Koup SX

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

2011 Kia Forte Koup SX

Orbisonia, PA

UnscoredInsufficient · 0
$6,995162,911 mi

Orbisonia, PA

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

Stoystown, PA

UnscoredModerate · 34
$7,50085,382 mi

Comparison: 34 similar vehicles

Stoystown, PA

2012 Ford Mustang V6

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

2012 Ford Mustang V6

Dubois, PA

UnscoredLimited · 9
$8,299168,575 mi

Comparison: 9 similar vehicles

Dubois, PA

2001 Chevrolet Corvette Base

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

2001 Chevrolet Corvette Base

Altoona, PA

UnscoredLimited · 14
$8,995137,288 mi

Comparison: 14 similar vehicles

Altoona, PA

2012 Honda Civic EX

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

2012 Honda Civic EX

Clearfield, PA

UnscoredRobust · 58
$9,100152,000 mi

Comparison: 58 similar vehicles

Clearfield, PA

2017 Honda Civic EX-L

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

2017 Honda Civic EX-L

State College, PA

UnscoredModerate · 22
$12,488132,179 mi

Comparison: 22 similar vehicles

State College, PA

2010 Dodge Challenger SE

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

2010 Dodge Challenger SE

Altoona, PA

UnscoredInsufficient · 0
$12,98536,276 mi

Altoona, PA

2012 Chevrolet Camaro 1LS

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

2012 Chevrolet Camaro 1LS

Ebensburg, PA

UnscoredLimited · 5
$12,99578,000 mi

Comparison: 5 similar vehicles

Ebensburg, PA

2017 Ford Mustang V6

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

2017 Ford Mustang V6

DuBois, PA

Fair PriceLimited · 17
$13,802110,703 mi

Market: $11,500 – $19,478

Comparison: 17 similar vehicles

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

DuBois, PA

2015 Ford Mustang V6

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

2015 Ford Mustang V6

DuBois, PA

UnscoredInsufficient · 3
$13,98681,699 mi

Comparison: 3 similar vehicles

DuBois, PA

2016 Honda Civic EX

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

2016 Honda Civic EX

DuBois, PA

Fair PriceRobust · 97
$15,63460,926 mi

Market: $8,950 – $20,998

Comparison: 97 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 53 days listed (based on current market benchmarks)

DuBois, PA

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

East Freedom, PA

Fair PriceModerate · 28
$15,99570,157 mi

Market: $10,495 – $20,643

Comparison: 28 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 89 days listed (based on current market benchmarks)

East Freedom, PA

2013 Ford Mustang V6

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

2013 Ford Mustang V6

Altoona, PA

UnscoredInsufficient · 0
$16,48533,882 mi

Altoona, PA

2009 Dodge Challenger SRT8

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

2009 Dodge Challenger SRT8

Altoona, PA

UnscoredInsufficient · 3
$18,48576,430 mi

Comparison: 3 similar vehicles

Altoona, 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

Indiana, PA

Fair PriceLimited · 11
$19,90049,735 mi

Market: $16,298 – $22,495

Comparison: 11 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 58 days listed (based on current market benchmarks)

Indiana, PA

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

Indiana, PA

UnscoredLimited · 5
$19,90077,665 mi

Comparison: 5 similar vehicles

Indiana, PA

1999 Chevrolet Corvette Base

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

1999 Chevrolet Corvette Base

Indiana, PA

UnscoredInsufficient · 0
$19,90042,040 mi

Indiana, PA

2018 Cadillac ATS Coupe Premium Luxury

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

2018 Cadillac ATS Coupe Premium Luxury

Johnstown, PA

UnscoredInsufficient · 0
$21,50054,776 mi

Johnstown, PA

2008 Mercedes-Benz CL-Class CL63

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

2008 Mercedes-Benz CL-Class CL63

State College, PA

UnscoredInsufficient · 3
$22,90070,200 mi

Comparison: 3 similar vehicles

State College, PA

2005 Chevrolet Corvette Base

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

2005 Chevrolet Corvette Base

Homer City, PA

Fair PriceLimited · 10
$22,90069,906 mi

Market: $18,648 – $39,999

Comparison: 10 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 239 days listed (based on current market benchmarks)

Homer City, PA

2020 Ford Mustang EcoBoost

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

2020 Ford Mustang EcoBoost

State College, PA

UnscoredLimited · 8
$22,91127,013 mi

Comparison: 8 similar vehicles

State College, PA

2021 Dodge Challenger R/T

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

2021 Dodge Challenger R/T

Altoona, PA

Fair PriceModerate · 21
$24,48571,691 mi

Market: $19,900 – $39,799

Comparison: 21 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 8 days listed (based on current market benchmarks)

Altoona, PA

2017 Nissan 370Z Coupe Touring

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

2017 Nissan 370Z Coupe Touring

State College, PA

UnscoredInsufficient · 0
$25,43733,018 mi

State College, PA

2006 Ford Mustang GT Premium

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

2006 Ford Mustang GT Premium

Homer City, PA

OverpricedLimited · 12
$25,90048,922 mi

Market: $19,988 – $20,163

Comparison: 12 similar vehicles

Priced ~28% above the typical market range for similar vehicles (based on current market benchmarks)

Homer City, PA

2000 Pontiac Firebird TRANS AM

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

2000 Pontiac Firebird TRANS AM

Homer City, PA

UnscoredInsufficient · 0
$25,90026,067 mi

Homer City, PA

2022 Ford Mustang EcoBoost

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

2022 Ford Mustang EcoBoost

Huntingdon, PA

UnscoredInsufficient · 0
$26,98718,102 mi

Huntingdon, PA

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

Windber, PA

UnscoredInsufficient · 3
$27,84533,177 mi

Comparison: 3 similar vehicles

Windber, PA

2023 Chevrolet Camaro 1LT

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

2023 Chevrolet Camaro 1LT

Blairsville, PA

UnscoredInsufficient · 0
$28,48535,571 mi

Blairsville, PA

2021 Ford Mustang GT

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

2021 Ford Mustang GT

Philipsburg, PA

UnscoredInsufficient · 0
$28,49064,127 mi

Philipsburg, PA

2026 Ford Mustang EcoBoost

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

2026 Ford Mustang EcoBoost

Bellefonte, PA

Fair PriceRobust · 1295
$28,601Mileage not verified

Market: $27,466 – $51,800

Comparison: 1295 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 316 days listed (based on current market benchmarks)

Bellefonte, PA

2022 Dodge Challenger SXT

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

2022 Dodge Challenger SXT

Blairsville, PA

UnscoredInsufficient · 0
$28,99537,439 mi

Blairsville, PA

2026 Ford Mustang EcoBoost

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

2026 Ford Mustang EcoBoost

Huntingdon, PA

Fair PriceRobust · 95
$29,4873,113 mi

Market: $29,495 – $37,170

Comparison: 95 similar vehicles

Fairly priced — priced near the comparable range, but not far enough below it to qualify as a Great Deal · 7 days listed (based on current market benchmarks)

Huntingdon, PA

2024 Ford Mustang EcoBoost

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

2024 Ford Mustang EcoBoost

Altoona, PA

UnscoredInsufficient · 4
$29,9854,694 mi

Comparison: 4 similar vehicles

Altoona, PA

2014 Dodge Challenger SRT8

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

2014 Dodge Challenger SRT8

Somerset, PA

UnscoredInsufficient · 0
$31,07824,819 mi

Somerset, PA

2025 Ford Mustang EcoBoost

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

2025 Ford Mustang EcoBoost

Blairsville, PA

Fair PriceModerate · 34
$32,9008,569 mi

Market: $28,174 – $33,998

Comparison: 34 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 121 days listed (based on current market benchmarks)

Blairsville, PA

2026 Ford Mustang EcoBoost

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

2026 Ford Mustang EcoBoost

Duncansville, PA

UnscoredInsufficient · 4
$33,007Mileage not verified

Comparison: 4 similar vehicles

Duncansville, PA

2027 Toyota GR86 Base

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

2027 Toyota GR86 Base

Johnstown, PA

Fair PriceLimited · 14
$34,189Mileage not verified

Market: $32,354 – $36,068

Comparison: 14 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 62 days listed (based on current market benchmarks)

Johnstown, PA

2026 Ford Mustang EcoBoost

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

2026 Ford Mustang EcoBoost

Ebensburg, PA

Fair PriceRobust · 1262
$34,200Mileage not verified

Market: $27,466 – $51,800

Comparison: 1262 similar vehicles

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

Ebensburg, PA

2023 Ford Mustang GT

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

2023 Ford Mustang GT

State College, PA

UnscoredInsufficient · 0
$35,45535,012 mi

State College, PA

2018 Dodge Challenger Scat Pack

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

2018 Dodge Challenger Scat Pack

McConnellsburg, PA

UnscoredInsufficient · 0
$35,4857,441 mi

McConnellsburg, PA

2003 Chevrolet Corvette Z06

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

2003 Chevrolet Corvette Z06

Homer City, PA

UnscoredInsufficient · 0
$35,90038,496 mi

Homer City, PA

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

Homer City, PA

UnscoredInsufficient · 0
$36,99043,438 mi

Homer City, 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

Blairsville, PA

UnscoredInsufficient · 0
$37,4887,432 mi

Blairsville, PA

2026 Toyota GR86 Premium

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

2026 Toyota GR86 Premium

Indiana, PA

Fair PriceModerate · 29
$37,890Mileage not verified

Market: $35,497 – $44,747

Comparison: 29 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 120 days listed (based on current market benchmarks)

Indiana, PA

2022 Ford Mustang GT

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

2022 Ford Mustang GT

State College, PA

UnscoredInsufficient · 0
$38,35923,289 mi

State College, PA

2012 Chevrolet Camaro 2SS

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

2012 Chevrolet Camaro 2SS

Latrobe, PA

UnscoredInsufficient · 0
$38,50019,651 mi

Latrobe, 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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