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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

294 listings found

2006 Mercedes-Benz CLK-Class CLK350

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

2006 Mercedes-Benz CLK-Class CLK350

Palm Desert, CA

UnscoredInsufficient · 0
$6,999108,000 mi

Palm Desert, CA

2004 Mercedes-Benz CLK-Class CLK55

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

2004 Mercedes-Benz CLK-Class CLK55

Hemet, CA

UnscoredInsufficient · 0
$8,995120,981 mi

Hemet, CA

2015 Honda Civic EX

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

2015 Honda Civic EX

Palm Desert, CA

Fair PriceModerate · 35
$9,90096,000 mi

Market: $8,398 – $17,998

Comparison: 35 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 36 days listed (based on current market benchmarks)

Palm Desert, CA

2013 Dodge Challenger SXT

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

2013 Dodge Challenger SXT

Banning, CA

UnscoredLimited · 12
$10,997132,479 mi

Comparison: 12 similar vehicles

Banning, CA

2013 Audi A5 Premium

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

2013 Audi A5 Premium

Hemet, CA

Fair PriceModerate · 21
$10,999116,962 mi

Market: $7,759 – $13,970

Comparison: 21 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 145 days listed (based on current market benchmarks)

Hemet, CA

2009 Honda Civic LX

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

2009 Honda Civic LX

Banning, CA

UnscoredInsufficient · 0
$15,99543,131 mi

Banning, 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

Palm Desert, CA

UnscoredInsufficient · 0
$16,11847,350 mi

Palm Desert, CA

2026 Ford Mustang EcoBoost

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

2026 Ford Mustang EcoBoost

Indio, CA

UnscoredModerate · 21
$16,250Mileage not verified

Comparison: 21 similar vehicles

Indio, CA

2019 Ford Mustang EcoBoost Premium

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

2019 Ford Mustang EcoBoost Premium

Indio, CA

Fair PriceModerate · 26
$16,75099,101 mi

Market: $14,000 – $21,998

Comparison: 26 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 7 days listed (based on current market benchmarks)

Indio, 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

Banning, CA

UnscoredLimited · 7
$16,888153,662 mi

Comparison: 7 similar vehicles

Banning, CA

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

Palm Springs, CA

OverpricedLimited · 19
$16,90073,226 mi

Market: $8,995 – $14,999

Comparison: 19 similar vehicles

Priced ~13% above the typical market range for similar vehicles (based on current market benchmarks)

Palm Springs, CA

2017 Dodge Challenger R/T

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

2017 Dodge Challenger R/T

Indio, CA

UnscoredInsufficient · 0
$16,995127,144 mi

Indio, CA

2018 Chevrolet Camaro 1LT

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

2018 Chevrolet Camaro 1LT

Banning, CA

UnscoredLimited · 5
$17,90575,013 mi

Comparison: 5 similar vehicles

Banning, CA

2021 Ford Mustang EcoBoost

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

2021 Ford Mustang EcoBoost

Cathedral City, CA

UnscoredLimited · 7
$17,91283,414 mi

Comparison: 7 similar vehicles

Cathedral City, CA

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

Indio, CA

UnscoredInsufficient · 0
$19,75098,100 mi

Indio, CA

2017 Chevrolet Camaro 1LT

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

2017 Chevrolet Camaro 1LT

Indio, CA

OverpricedModerate · 22
$19,995110,537 mi

Market: $11,975 – $17,187

Comparison: 22 similar vehicles

Priced ~16% above the typical market range for similar vehicles (based on current market benchmarks)

Indio, CA

2018 Chevrolet Camaro 1LT

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

2018 Chevrolet Camaro 1LT

La Quinta, CA

Fair PriceModerate · 47
$21,61076,204 mi

Market: $10,501 – $24,995

Comparison: 47 similar vehicles

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

La Quinta, CA

2022 Chevrolet Camaro 1LT

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

2022 Chevrolet Camaro 1LT

Banning, CA

UnscoredInsufficient · 0
$22,11823,746 mi

Banning, CA

2019 Toyota 86 Base

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

2019 Toyota 86 Base

Banning, CA

UnscoredInsufficient · 0
$22,49845,348 mi

Banning, CA

2017 Ford Mustang EcoBoost Premium

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

2017 Ford Mustang EcoBoost Premium

Cathedral City, CA

UnscoredInsufficient · 0
$22,62221,745 mi

Cathedral City, CA

2019 Mercedes-Benz E-Class E450

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

2019 Mercedes-Benz E-Class E450

Palm Desert, CA

UnscoredLimited · 5
$24,02859,330 mi

Comparison: 5 similar vehicles

Palm Desert, CA

2018 Chevrolet Camaro 1LT

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

2018 Chevrolet Camaro 1LT

Indio, CA

UnscoredInsufficient · 3
$24,99561,444 mi

Comparison: 3 similar vehicles

Indio, CA

2013 Jaguar XK Touring

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

2013 Jaguar XK Touring

Palm Desert, CA

UnscoredInsufficient · 0
$24,99952,000 mi

Palm Desert, CA

2023 Dodge Challenger SXT

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

2023 Dodge Challenger SXT

Banning, CA

UnscoredInsufficient · 4
$25,55132,492 mi

Comparison: 4 similar vehicles

Banning, CA

2022 Chevrolet Camaro 1LT

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

2022 Chevrolet Camaro 1LT

Banning, CA

UnscoredInsufficient · 0
$25,89540,996 mi

Banning, CA

2023 Subaru BRZ Limited

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

2023 Subaru BRZ Limited

Indio, CA

UnscoredInsufficient · 0
$25,99944,933 mi

Indio, CA

2023 Subaru BRZ Limited

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

2023 Subaru BRZ Limited

Hemet, CA

UnscoredInsufficient · 0
$26,47363,007 mi

Hemet, CA

2012 Jaguar XK Base

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

2012 Jaguar XK Base

Palm Springs, CA

UnscoredInsufficient · 0
$26,88841,373 mi

Palm Springs, 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

Palm Desert, CA

UnscoredInsufficient · 4
$26,99886,436 mi

Comparison: 4 similar vehicles

Palm Desert, CA

2022 Chevrolet Camaro 1LT

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

2022 Chevrolet Camaro 1LT

Palm Desert, CA

UnscoredInsufficient · 0
$27,99812,121 mi

Palm Desert, CA

2018 Chevrolet Camaro 1SS

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

2018 Chevrolet Camaro 1SS

Coachella, CA

UnscoredInsufficient · 3
$27,99981,216 mi

Comparison: 3 similar vehicles

Coachella, CA

2023 Dodge Challenger GT

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

2023 Dodge Challenger GT

Banning, CA

UnscoredLimited · 9
$28,77735,076 mi

Comparison: 9 similar vehicles

Banning, CA

2023 Dodge Challenger GT

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

2023 Dodge Challenger GT

Banning, CA

Fair PriceModerate · 35
$28,99826,294 mi

Market: $28,362 – $32,745

Comparison: 35 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 6 days listed (based on current market benchmarks)

Banning, CA

2019 Nissan 370Z Coupe Touring

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

2019 Nissan 370Z Coupe Touring

Palm Desert, CA

UnscoredInsufficient · 0
$28,99839,433 mi

Palm Desert, CA

2024 Chevrolet Camaro 1LT

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

2024 Chevrolet Camaro 1LT

Banning, CA

UnscoredInsufficient · 0
$29,34954,693 mi

Banning, CA

2020 Honda Civic Si

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

2020 Honda Civic Si

Palm Desert, CA

UnscoredInsufficient · 0
$29,99820,349 mi

Palm Desert, CA

2020 Chevrolet Camaro LT1

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

2020 Chevrolet Camaro LT1

Palm Desert, CA

UnscoredInsufficient · 0
$32,99839,157 mi

Palm Desert, CA

2026 Ford Mustang EcoBoost

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

2026 Ford Mustang EcoBoost

Indio, CA

Fair PriceModerate · 21
$33,850Mileage not verified

Market: $16,250 – $43,857

Comparison: 21 similar vehicles

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

Indio, CA

2026 Ford Mustang EcoBoost

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

2026 Ford Mustang EcoBoost

Indio, CA

Fair PriceModerate · 21
$33,850Mileage not verified

Market: $16,250 – $43,857

Comparison: 21 similar vehicles

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

Indio, CA

2026 Ford Mustang EcoBoost

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

2026 Ford Mustang EcoBoost

Indio, CA

Fair PriceModerate · 21
$34,350Mileage not verified

Market: $16,250 – $43,857

Comparison: 21 similar vehicles

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

Indio, CA

2026 Ford Mustang EcoBoost

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

2026 Ford Mustang EcoBoost

Hemet, CA

Fair PriceRobust · 168
$34,672Mileage not verified

Market: $16,250 – $45,752

Comparison: 168 similar vehicles

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

Hemet, CA

2021 Ford Mustang GT

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

2021 Ford Mustang GT

Banning, CA

UnscoredLimited · 5
$34,98120,123 mi

Comparison: 5 similar vehicles

Banning, CA

2024 Chevrolet Camaro 1LT

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

2024 Chevrolet Camaro 1LT

Banning, CA

UnscoredLimited · 5
$35,90023,434 mi

Comparison: 5 similar vehicles

Banning, CA

2025 Toyota GR86 Premium

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

2025 Toyota GR86 Premium

Banning, CA

Fair PriceLimited · 11
$35,98913,037 mi

Market: $32,950 – $37,117

Comparison: 11 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 6 days listed (based on current market benchmarks)

Banning, CA

2026 Ford Mustang EcoBoost

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

2026 Ford Mustang EcoBoost

Hemet, CA

Fair PriceRobust · 168
$36,667Mileage not verified

Market: $16,250 – $45,752

Comparison: 168 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 76 days listed (based on current market benchmarks)

Hemet, CA

2027 Toyota GR86 Premium

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

2027 Toyota GR86 Premium

Hemet, CA

Fair PriceModerate · 21
$36,926Mileage not verified

Market: $36,411 – $41,326

Comparison: 21 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 32 days listed (based on current market benchmarks)

Hemet, CA

2027 Toyota GR86 Premium

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

2027 Toyota GR86 Premium

Indio, CA

UnscoredLimited · 5
$37,096Mileage not verified

Comparison: 5 similar vehicles

Indio, CA

2026 Ford Mustang EcoBoost

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

2026 Ford Mustang EcoBoost

Cathedral City, CA

Fair PriceModerate · 22
$37,617Mileage not verified

Market: $16,250 – $43,857

Comparison: 22 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 181 days listed (based on current market benchmarks)

Cathedral City, CA

2027 Toyota GR86 Premium

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

2027 Toyota GR86 Premium

Hemet, CA

Fair PriceModerate · 21
$37,626Mileage not verified

Market: $36,411 – $41,326

Comparison: 21 similar vehicles

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

Hemet, CA

2025 BMW 2 Series 230i

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

2025 BMW 2 Series 230i

Hemet, CA

UnscoredInsufficient · 3
$39,00014,448 mi

Comparison: 3 similar vehicles

Hemet, 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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