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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 23, 2026

6M+

Unique vehicles analyzed

as of October 22, 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

481 listings found

1999 Mercedes-Benz CLK Base

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

1999 Mercedes-Benz CLK Base

Goleta, CA

UnscoredInsufficient · 0
$2,80097,000 mi

Goleta, CA

2008 Scion tC Spec Package

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

2008 Scion tC Spec Package

Los Angeles, CA

UnscoredInsufficient · 0
$2,832119,076 mi

Los Angeles, CA

1999 Ford Mustang Base

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

1999 Ford Mustang Base

Santa Clarita, CA

UnscoredInsufficient · 0
$3,999161,720 mi

Santa Clarita, CA

2009 Audi A5 Base

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

2009 Audi A5 Base

Los Angeles, CA

UnscoredInsufficient · 3
$5,900112,606 mi

Comparison: 3 similar vehicles

Los Angeles, CA

2002 Mercedes-Benz CLK-Class CLK430

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

2002 Mercedes-Benz CLK-Class CLK430

Los Angeles, CA

UnscoredInsufficient · 0
$5,99586,786 mi

Los Angeles, CA

2014 Audi A5 Premium

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

2014 Audi A5 Premium

Los Angeles, CA

UnscoredInsufficient · 3
$6,500130,559 mi

Comparison: 3 similar vehicles

Los Angeles, CA

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

Oxnard, CA

UnscoredInsufficient · 0
$6,666141,937 mi

Oxnard, CA

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

Thousand Oaks, CA

Fair PriceModerate · 21
$6,932112,982 mi

Market: $5,499 – $10,942

Comparison: 21 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 29 days listed (based on current market benchmarks)

Thousand Oaks, CA

1997 Toyota Celica ST

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

1997 Toyota Celica ST

Thousand Oaks, CA

UnscoredInsufficient · 0
$6,995163,338 mi

Thousand Oaks, CA

2004 Honda Civic VP

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

2004 Honda Civic VP

Goleta, CA

UnscoredInsufficient · 0
$7,50099,786 mi

Goleta, CA

2013 BMW 3 Series 328i

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

2013 BMW 3 Series 328i

Los Angeles, CA

UnscoredModerate · 26
$7,999131,350 mi

Comparison: 26 similar vehicles

Los Angeles, CA

2013 Audi S5 Premium Plus

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

2013 Audi S5 Premium Plus

Los Angeles, CA

Salvage title
$8,167120,467 mi

Los Angeles, CA

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

Los Angeles, CA

UnscoredLimited · 5
$9,995127,000 mi

Comparison: 5 similar vehicles

Los Angeles, CA

2010 BMW 6 Series 650i

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

2010 BMW 6 Series 650i

Los Angeles, CA

UnscoredInsufficient · 0
$9,99895,036 mi

Los Angeles, CA

2007 BMW 3 Series 335i

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

2007 BMW 3 Series 335i

Los Angeles, CA

UnscoredInsufficient · 4
$9,99995,785 mi

Comparison: 4 similar vehicles

Los Angeles, CA

2002 Audi TT Base

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

2002 Audi TT Base

Goleta, CA

UnscoredLimited · 5
$10,00071,000 mi

Comparison: 5 similar vehicles

Goleta, CA

2021 Dodge Challenger GT

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

2021 Dodge Challenger GT

Los Angeles, CA

Salvage title
$10,16776,078 mi

Los Angeles, CA

2008 Audi TT Base

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

2008 Audi TT Base

Simi Valley, CA

UnscoredInsufficient · 0
$10,169Mileage not verified

Simi Valley, CA

2014 Dodge Challenger SXT

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

2014 Dodge Challenger SXT

Castaic, CA

UnscoredLimited · 13
$10,410120,568 mi

Comparison: 13 similar vehicles

Castaic, CA

2013 Mercedes-Benz C-Class C250 Sport

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

2013 Mercedes-Benz C-Class C250 Sport

Los Angeles, CA

OverpricedLimited · 11
$10,99572,000 mi

Market: $5,895 – $10,020

Comparison: 11 similar vehicles

Priced ~10% above the typical market range for similar vehicles (based on current market benchmarks)

Los Angeles, CA

2015 Ford Mustang EcoBoost

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

2015 Ford Mustang EcoBoost

Santa Clarita, CA

UnscoredLimited · 5
$11,463148,261 mi

Comparison: 5 similar vehicles

Santa Clarita, CA

2016 Dodge Challenger SXT

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

2016 Dodge Challenger SXT

Los Angeles, CA

UnscoredLimited · 5
$11,495127,833 mi

Comparison: 5 similar vehicles

Los Angeles, CA

2018 Chevrolet Camaro 1LT

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

2018 Chevrolet Camaro 1LT

Los Angeles, CA

UnscoredLimited · 10
$11,500130,000 mi

Comparison: 10 similar vehicles

Los Angeles, CA

1999 Chevrolet Corvette Base

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

1999 Chevrolet Corvette Base

Los Angeles, CA

UnscoredInsufficient · 0
$11,900250,000 mi

Los Angeles, CA

2015 Audi A5 Premium Plus

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

2015 Audi A5 Premium Plus

Los Angeles, CA

UnscoredInsufficient · 0
$11,988109,855 mi

Los Angeles, CA

2013 Hyundai Genesis Coupe Track

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

2013 Hyundai Genesis Coupe Track

Thousand Oaks, CA

UnscoredInsufficient · 0
$11,995100,389 mi

Thousand Oaks, CA

2013 Audi A5 Premium

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

2013 Audi A5 Premium

Thousand Oaks, CA

UnscoredInsufficient · 4
$11,99571,177 mi

Comparison: 4 similar vehicles

Thousand Oaks, CA

2014 Honda Civic LX

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

2014 Honda Civic LX

Los Angeles, CA

Fair PriceModerate · 26
$12,998116,386 mi

Market: $8,250 – $14,599

Comparison: 26 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 3 days listed (based on current market benchmarks)

Los Angeles, CA

2015 Chevrolet Camaro 1LT

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

2015 Chevrolet Camaro 1LT

Simi Valley, CA

UnscoredInsufficient · 3
$13,121125,597 mi

Comparison: 3 similar vehicles

Simi Valley, CA

2014 Scion tC Base

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

2014 Scion tC Base

Calabasas, CA

UnscoredLimited · 9
$13,48163,207 mi

Comparison: 9 similar vehicles

Calabasas, CA

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

Santa Clarita, CA

Fair PriceLimited · 10
$13,995117,554 mi

Market: $11,950 – $23,171

Comparison: 10 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 48 days listed (based on current market benchmarks)

Santa Clarita, CA

2014 Ford Mustang V6

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

2014 Ford Mustang V6

Oxnard, CA

Fair PriceLimited · 13
$13,998107,345 mi

Market: $9,995 – $15,142

Comparison: 13 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 29 days listed (based on current market benchmarks)

Oxnard, CA

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

Santa Clarita, CA

Fair PriceModerate · 24
$14,99594,574 mi

Market: $11,648 – $20,000

Comparison: 24 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 48 days listed (based on current market benchmarks)

Santa Clarita, CA

2012 Dodge Challenger R/T Classic

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

2012 Dodge Challenger R/T Classic

Ventura, CA

UnscoredInsufficient · 0
$14,995136,407 mi

Ventura, CA

2012 Chevrolet Camaro 1LT

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

2012 Chevrolet Camaro 1LT

Ventura, CA

UnscoredInsufficient · 0
$14,995101,669 mi

Ventura, CA

2014 Ford Mustang V6

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

2014 Ford Mustang V6

Thousand Oaks, CA

OverpricedLimited · 13
$15,14288,776 mi

Market: $9,995 – $13,998

Comparison: 13 similar vehicles

Priced ~8% above the typical market range for similar vehicles (based on current market benchmarks)

Thousand Oaks, CA

2016 Dodge Challenger SXT

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

2016 Dodge Challenger SXT

Oxnard, CA

UnscoredModerate · 27
$15,171127,013 mi

Comparison: 27 similar vehicles

Oxnard, CA

2020 Ford Mustang EcoBoost

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

2020 Ford Mustang EcoBoost

Los Angeles, CA

UnscoredInsufficient · 3
$15,49559,708 mi

Comparison: 3 similar vehicles

Los Angeles, CA

2015 Cadillac ATS Coupe Luxury Collection

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

2015 Cadillac ATS Coupe Luxury Collection

Oxnard, CA

UnscoredInsufficient · 3
$16,08062,135 mi

Comparison: 3 similar vehicles

Oxnard, CA

2016 Ford Mustang EcoBoost

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

2016 Ford Mustang EcoBoost

Thousand Oaks, CA

Fair PriceLimited · 11
$16,18589,771 mi

Market: $10,995 – $18,584

Comparison: 11 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 51 days listed (based on current market benchmarks)

Thousand Oaks, CA

2016 Honda Accord EX-L V-6

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

2016 Honda Accord EX-L V-6

Los Angeles, CA

UnscoredInsufficient · 3
$16,75090,233 mi

Comparison: 3 similar vehicles

Los Angeles, CA

2006 Pontiac GTO Base

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

2006 Pontiac GTO Base

Los Angeles, CA

UnscoredInsufficient · 0
$16,90098,000 mi

Los Angeles, CA

2009 Mercedes-Benz CL-Class CL63 AMG

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

2009 Mercedes-Benz CL-Class CL63 AMG

Los Angeles, CA

UnscoredInsufficient · 0
$16,99599,175 mi

Los Angeles, CA

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

Los Angeles, CA

UnscoredLimited · 9
$17,49593,507 mi

Comparison: 9 similar vehicles

Los Angeles, CA

2022 Dodge Challenger GT

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

2022 Dodge Challenger GT

Los Angeles, CA

UnscoredInsufficient · 4
$17,500110,868 mi

Comparison: 4 similar vehicles

Los Angeles, CA

2018 Dodge Challenger R/T

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

2018 Dodge Challenger R/T

Thousand Oaks, CA

UnscoredLimited · 6
$17,638105,880 mi

Comparison: 6 similar vehicles

Thousand Oaks, CA

2017 Honda Accord EX-L V-6

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

2017 Honda Accord EX-L V-6

Thousand Oaks, CA

UnscoredLimited · 5
$17,972101,349 mi

Comparison: 5 similar vehicles

Thousand Oaks, CA

2017 Ford Mustang EcoBoost

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

2017 Ford Mustang EcoBoost

Westlake Village, CA

UnscoredInsufficient · 0
$18,05754,909 mi

Westlake Village, CA

2015 Subaru BRZ Limited

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

2015 Subaru BRZ Limited

Santa Barbara, CA

UnscoredInsufficient · 0
$18,96749,849 mi

Santa Barbara, CA

2007 BMW 3 Series 335i

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

2007 BMW 3 Series 335i

Los Angeles, CA

UnscoredInsufficient · 4
$18,995123,150 mi

Comparison: 4 similar vehicles

Los Angeles, CA

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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