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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

151 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

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

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 Chevrolet Camaro 2LS

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

2013 Chevrolet Camaro 2LS

Buellton, CA

UnscoredLimited · 6
$9,995154,906 mi

Comparison: 6 similar vehicles

Buellton, 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

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

Buellton, CA

UnscoredInsufficient · 3
$10,995115,000 mi

Comparison: 3 similar vehicles

Buellton, 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 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

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

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

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

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

2017 Honda Civic Touring

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

2017 Honda Civic Touring

Oxnard, CA

UnscoredLimited · 6
$19,11772,950 mi

Comparison: 6 similar vehicles

Oxnard, CA

2007 Porsche Cayman S

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

2007 Porsche Cayman S

Oxnard, CA

UnscoredInsufficient · 0
$19,557114,100 mi

Oxnard, 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

Fair PriceModerate · 30
$19,99866,373 mi

Market: $11,435 – $20,167

Comparison: 30 similar vehicles

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

Oxnard, CA

2015 Dodge Challenger R/T

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

2015 Dodge Challenger R/T

Oxnard, CA

Fair PriceModerate · 24
$19,99898,075 mi

Market: $14,035 – $22,995

Comparison: 24 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 42 days listed (based on current market benchmarks)

Oxnard, CA

2017 Ford Mustang EcoBoost

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

2017 Ford Mustang EcoBoost

Oxnard, CA

UnscoredInsufficient · 3
$20,99847,172 mi

Comparison: 3 similar vehicles

Oxnard, CA

2021 Ford Mustang EcoBoost

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

2021 Ford Mustang EcoBoost

Oxnard, CA

Fair PriceLimited · 10
$21,99860,361 mi

Market: $16,995 – $22,202

Comparison: 10 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 50 days listed (based on current market benchmarks)

Oxnard, CA

2018 Audi A5 Coupe Premium

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

2018 Audi A5 Coupe Premium

Oxnard, CA

UnscoredInsufficient · 0
$21,99841,261 mi

Oxnard, CA

2017 BMW 4 Series 430i

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

2017 BMW 4 Series 430i

Oxnard, CA

Fair PriceModerate · 30
$22,17169,586 mi

Market: $8,500 – $22,960

Comparison: 30 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 33 days listed (based on current market benchmarks)

Oxnard, CA

2015 Ford Mustang V6

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

2015 Ford Mustang V6

Oxnard, CA

UnscoredInsufficient · 0
$22,99819,274 mi

Oxnard, CA

2023 Dodge Challenger SXT

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

2023 Dodge Challenger SXT

Ventura, CA

UnscoredInsufficient · 0
$23,01356,110 mi

Ventura, CA

2021 Dodge Challenger GT

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

2021 Dodge Challenger GT

Ventura, CA

Fair PriceModerate · 29
$23,11363,651 mi

Market: $10,167 – $23,175

Comparison: 29 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 23 days listed (based on current market benchmarks)

Ventura, 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

Oxnard, CA

OverpricedLimited · 10
$23,17190,369 mi

Market: $11,950 – $18,998

Comparison: 10 similar vehicles

Priced ~22% above the typical market range for similar vehicles (based on current market benchmarks)

Oxnard, CA

2000 BMW Z3 Base

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

2000 BMW Z3 Base

Goleta, CA

UnscoredInsufficient · 0
$23,500128,651 mi

Goleta, CA

2023 BMW 2 Series 230i

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

2023 BMW 2 Series 230i

Oxnard, CA

UnscoredLimited · 8
$24,97347,095 mi

Comparison: 8 similar vehicles

Oxnard, CA

2009 Dodge Challenger R/T

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

2009 Dodge Challenger R/T

Ventura, CA

UnscoredInsufficient · 0
$25,99544,617 mi

Ventura, CA

2017 Ford Mustang GT

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

2017 Ford Mustang GT

Buellton, CA

UnscoredInsufficient · 0
$28,91456,261 mi

Buellton, CA

2023 Dodge Challenger SXT

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

2023 Dodge Challenger SXT

Oxnard, CA

UnscoredInsufficient · 0
$28,99812,827 mi

Oxnard, CA

2025 Ford Mustang EcoBoost

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

2025 Ford Mustang EcoBoost

Oxnard, CA

Fair PriceLimited · 14
$29,7514,241 mi

Market: $26,685 – $33,948

Comparison: 14 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 55 days listed (based on current market benchmarks)

Oxnard, CA

2009 Maserati GranTurismo S

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

2009 Maserati GranTurismo S

Ventura, CA

UnscoredInsufficient · 0
$29,99553,908 mi

Ventura, CA

2016 Lexus RC 350

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

2016 Lexus RC 350

Oxnard, CA

OverpricedLimited · 14
$30,99874,465 mi

Market: $16,499 – $28,171

Comparison: 14 similar vehicles

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

Oxnard, CA

2017 Ford Mustang GT

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

2017 Ford Mustang GT

Lompoc, CA

UnscoredInsufficient · 3
$31,27546,747 mi

Comparison: 3 similar vehicles

Lompoc, CA

2021 BMW 4 Series M440i

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

2021 BMW 4 Series M440i

Santa Barbara, CA

UnscoredLimited · 7
$32,50077,885 mi

Comparison: 7 similar vehicles

Santa Barbara, CA

2026 Ford Mustang EcoBoost

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

2026 Ford Mustang EcoBoost

Santa Barbara, CA

UnscoredLimited · 8
$32,612Mileage not verified

Comparison: 8 similar vehicles

Santa Barbara, CA

2027 Toyota GR86 Base

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

2027 Toyota GR86 Base

Lompoc, CA

UnscoredInsufficient · 0
$33,670Mileage not verified

Lompoc, CA

2019 Dodge Challenger Scat Pack

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

2019 Dodge Challenger Scat Pack

Oxnard, CA

UnscoredInsufficient · 0
$33,99853,775 mi

Oxnard, CA

2024 Mazda MX-5 Miata RF Grand Touring

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

2024 Mazda MX-5 Miata RF Grand Touring

Oxnard, CA

UnscoredInsufficient · 0
$34,9985,835 mi

Oxnard, CA

2015 Dodge Challenger SRT

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

2015 Dodge Challenger SRT

Thousand Oaks, CA

UnscoredInsufficient · 3
$35,14283,126 mi

Comparison: 3 similar vehicles

Thousand Oaks, CA

2026 Ford Mustang EcoBoost

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

2026 Ford Mustang EcoBoost

Santa Barbara, CA

UnscoredLimited · 8
$35,602Mileage not verified

Comparison: 8 similar vehicles

Santa Barbara, CA

2015 Chevrolet Corvette Base

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

2015 Chevrolet Corvette Base

Ventura, CA

Fair PriceLimited · 12
$36,11066,861 mi

Market: $35,777 – $39,849

Comparison: 12 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 43 days listed (based on current market benchmarks)

Ventura, CA

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

Oxnard, CA

Fair PriceModerate · 30
$36,9214,460 mi

Market: $35,897 – $40,995

Comparison: 30 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 123 days listed (based on current market benchmarks)

Oxnard, CA

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

Oxnard, CA

Fair PriceModerate · 30
$36,9915,930 mi

Market: $35,897 – $40,995

Comparison: 30 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 184 days listed (based on current market benchmarks)

Oxnard, CA

2014 Chevrolet Corvette Z51

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

2014 Chevrolet Corvette Z51

Thousand Oaks, CA

UnscoredInsufficient · 0
$38,13895,543 mi

Thousand Oaks, CA

2027 Subaru BRZ Limited

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

2027 Subaru BRZ Limited

Ventura, CA

UnscoredLimited · 8
$38,792Mileage not verified

Comparison: 8 similar vehicles

Ventura, CA

2027 Toyota GR86 Premium

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

2027 Toyota GR86 Premium

Ventura, CA

Fair PriceRobust · 132
$38,865Mileage not verified

Market: $36,169 – $46,539

Comparison: 132 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 9 days listed (based on current market benchmarks)

Ventura, CA

2027 Toyota GR86 Premium

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

2027 Toyota GR86 Premium

Goleta, CA

Fair PriceRobust · 52
$38,901Mileage not verified

Market: $36,206 – $48,877

Comparison: 52 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 24 days listed (based on current market benchmarks)

Goleta, 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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