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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 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

127 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

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 1LS

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

2013 Chevrolet Camaro 1LS

Santa Maria, CA

UnscoredInsufficient · 4
$7,995177,730 mi

Comparison: 4 similar vehicles

Santa Maria, CA

2008 Honda Civic SI

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

2008 Honda Civic SI

Santa Maria, CA

UnscoredInsufficient · 0
$9,171171,266 mi

Santa Maria, CA

2008 INFINITI G 37 Sport

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

2008 INFINITI G 37 Sport

Santa Maria, CA

UnscoredInsufficient · 0
$9,615152,294 mi

Santa Maria, 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 · 5
$9,995154,906 mi

Comparison: 5 similar vehicles

Buellton, CA

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

Santa Maria, CA

UnscoredInsufficient · 0
$9,99593,715 mi

Santa Maria, 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

2013 BMW 1 Series 128i

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

2013 BMW 1 Series 128i

Santa Maria, CA

UnscoredInsufficient · 4
$10,069129,279 mi

Comparison: 4 similar vehicles

Santa Maria, 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 · 0
$10,995115,000 mi

Buellton, CA

2016 Dodge Challenger SXT

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

2016 Dodge Challenger SXT

Santa Maria, CA

UnscoredModerate · 30
$14,495133,457 mi

Comparison: 30 similar vehicles

Santa Maria, CA

2009 BMW 1 Series 135i

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

2009 BMW 1 Series 135i

San Luis Obispo, CA

UnscoredInsufficient · 0
$14,500117,809 mi

San Luis Obispo, CA

2013 Subaru BRZ Premium

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

2013 Subaru BRZ Premium

Santa Maria, CA

UnscoredInsufficient · 0
$14,569126,925 mi

Santa Maria, CA

2018 Honda Civic EX-T

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

2018 Honda Civic EX-T

Santa Maria, CA

UnscoredLimited · 17
$15,569121,244 mi

Comparison: 17 similar vehicles

Santa Maria, CA

2016 BMW 4 Series 428i

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

2016 BMW 4 Series 428i

San Luis Obispo, CA

Fair PriceLimited · 18
$16,70763,453 mi

Market: $9,995 – $18,995

Comparison: 18 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 113 days listed (based on current market benchmarks)

San Luis Obispo, CA

2014 Chevrolet Camaro 1LT

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

2014 Chevrolet Camaro 1LT

Arroyo Grande, CA

UnscoredInsufficient · 0
$16,77518,646 mi

Arroyo Grande, CA

2020 Chevrolet Camaro 1LT

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

2020 Chevrolet Camaro 1LT

Santa Maria, CA

UnscoredLimited · 6
$17,069111,646 mi

Comparison: 6 similar vehicles

Santa Maria, CA

2021 Ford Mustang EcoBoost

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

2021 Ford Mustang EcoBoost

Santa Maria, CA

UnscoredInsufficient · 3
$18,429111,068 mi

Comparison: 3 similar vehicles

Santa Maria, 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 Ford Mustang V6

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

2017 Ford Mustang V6

Santa Maria, CA

UnscoredLimited · 8
$19,97770,511 mi

Comparison: 8 similar vehicles

Santa Maria, CA

2020 Ford Mustang EcoBoost

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

2020 Ford Mustang EcoBoost

Santa Maria, CA

Fair PriceModerate · 24
$20,18776,032 mi

Market: $15,800 – $21,124

Comparison: 24 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 28 days listed (based on current market benchmarks)

Santa Maria, CA

2021 Ford Mustang EcoBoost

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

2021 Ford Mustang EcoBoost

Santa Maria, CA

UnscoredLimited · 5
$22,11775,473 mi

Comparison: 5 similar vehicles

Santa Maria, 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

2014 Dodge Challenger R/T Classic

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

2014 Dodge Challenger R/T Classic

San Luis Obispo, CA

UnscoredInsufficient · 0
$24,09844,898 mi

San Luis Obispo, 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

2017 Chevrolet Camaro 1SS

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

2017 Chevrolet Camaro 1SS

Santa Maria, CA

UnscoredLimited · 7
$28,99977,320 mi

Comparison: 7 similar vehicles

Santa Maria, CA

2006 Chevrolet Corvette Base

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

2006 Chevrolet Corvette Base

San Luis Obispo, CA

UnscoredInsufficient · 0
$29,99522,770 mi

San Luis Obispo, CA

2024 Toyota GR86 Base

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

2024 Toyota GR86 Base

Santa Maria, CA

UnscoredInsufficient · 0
$30,12129,982 mi

Santa Maria, 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

2026 Ford Mustang EcoBoost

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

2026 Ford Mustang EcoBoost

San Luis Obispo, CA

Fair PriceLimited · 14
$31,937150 mi

Market: $31,937 – $41,252

Comparison: 14 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 283 days listed (based on current market benchmarks)

San Luis Obispo, CA

2026 Ford Mustang EcoBoost

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

2026 Ford Mustang EcoBoost

San Luis Obispo, CA

Fair PriceLimited · 14
$31,937Mileage not verified

Market: $31,937 – $41,252

Comparison: 14 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 302 days listed (based on current market benchmarks)

San Luis Obispo, 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 · 8
$32,50077,885 mi

Comparison: 8 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

2026 Ford Mustang EcoBoost

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

2026 Ford Mustang EcoBoost

Santa Maria, CA

Fair PriceLimited · 17
$33,607Mileage not verified

Market: $31,937 – $41,252

Comparison: 17 similar vehicles

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

Santa Maria, 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

2026 Ford Mustang EcoBoost

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

2026 Ford Mustang EcoBoost

Santa Maria, CA

Fair PriceLimited · 17
$34,102Mileage not verified

Market: $31,937 – $41,252

Comparison: 17 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 40 days listed (based on current market benchmarks)

Santa Maria, 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 Maria, CA

Fair PriceLimited · 18
$34,102Mileage not verified

Market: $31,937 – $41,252

Comparison: 18 similar vehicles

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

Santa Maria, CA

2026 Ford Mustang EcoBoost

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

2026 Ford Mustang EcoBoost

San Luis Obispo, CA

Fair PriceLimited · 14
$34,207Mileage not verified

Market: $31,937 – $41,252

Comparison: 14 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 267 days listed (based on current market benchmarks)

San Luis Obispo, CA

2024 BMW 4 Series 430i

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

2024 BMW 4 Series 430i

San Luis Obispo, CA

UnscoredInsufficient · 3
$34,93346,271 mi

Comparison: 3 similar vehicles

San Luis Obispo, CA

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

San Luis Obispo, CA

Great DealModerate · 22
$34,9956,671 mi

Market: $37,997 – $61,988

Comparison: 22 similar vehicles

Competitively priced ~8% below the typical range compared to similar vehicles · 161 days listed (based on current market benchmarks)

San Luis Obispo, CA

2026 Ford Mustang EcoBoost

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

2026 Ford Mustang EcoBoost

San Luis Obispo, CA

Fair PriceLimited · 15
$35,107Mileage not verified

Market: $31,937 – $41,252

Comparison: 15 similar vehicles

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

San Luis Obispo, 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

2027 Porsche 911 T

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

2027 Porsche 911 T

San Luis Obispo, CA

UnscoredLimited · 14
$35,690Mileage not verified

Comparison: 14 similar vehicles

San Luis Obispo, CA

2027 Toyota GR86 Premium

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

2027 Toyota GR86 Premium

Santa Maria, CA

UnscoredInsufficient · 4
$37,823Mileage not verified

Comparison: 4 similar vehicles

Santa Maria, CA

2027 Toyota GR86 Premium

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

2027 Toyota GR86 Premium

San Luis Obispo, CA

UnscoredInsufficient · 3
$38,581Mileage not verified

Comparison: 3 similar vehicles

San Luis Obispo, 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 · 53
$38,901Mileage not verified

Market: $36,206 – $48,877

Comparison: 53 similar vehicles

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

Goleta, CA

2027 Toyota GR86 Premium

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

2027 Toyota GR86 Premium

San Luis Obispo, CA

UnscoredInsufficient · 3
$38,981Mileage not verified

Comparison: 3 similar vehicles

San Luis Obispo, CA

2023 Chevrolet Camaro 1SS

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

2023 Chevrolet Camaro 1SS

San Luis Obispo, CA

UnscoredInsufficient · 0
$38,99064,955 mi

San Luis Obispo, CA

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

Santa Barbara, CA

Fair PriceModerate · 20
$39,08029,814 mi

Market: $31,167 – $53,980

Comparison: 20 similar vehicles

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

Santa Barbara, CA

2027 Toyota GR86 Premium

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

2027 Toyota GR86 Premium

Santa Maria, CA

UnscoredInsufficient · 4
$39,262Mileage not verified

Comparison: 4 similar vehicles

Santa Maria, 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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