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 12, 2026
6M+
Unique vehicles analyzed
as of October 12, 2026
57,000+
US dealerships
Daily
Data pipeline
Comparable
Market-evidence analysis
3.3M new·2.8M used·Listings processed daily
Or explore the market
49 listings found
Image from the dealer's site. OAV does not own, control, or store dealer images.
2027 Chevrolet Corvette 3LT
Billings, MT
Billings, MT
Image from the dealer's site. OAV does not own, control, or store dealer images.
2027 Chevrolet Corvette 2LZ
Billings, MT
Billings, MT
Image from the dealer's site. OAV does not own, control, or store dealer images.
2026 Mazda MX-5 Miata Club
Billings, MT
Billings, MT
Image from the dealer's site. OAV does not own, control, or store dealer images.
2026 Ford Mustang GT Premium
Laurel, MT
Laurel, MT
Image from the dealer's site. OAV does not own, control, or store dealer images.
2026 Chevrolet Corvette 2LT
Kalispell, MT
Kalispell, MT
Image from the dealer's site. OAV does not own, control, or store dealer images.
2026 Chevrolet Corvette 2LT
Butte, MT
Butte, MT
Image from the dealer's site. OAV does not own, control, or store dealer images.
2026 Chevrolet Corvette 3LZ
Kalispell, MT
Kalispell, MT
Image from the dealer's site. OAV does not own, control, or store dealer images.
2025 BMW M4 Convertible M4
Kalispell, MT
Kalispell, MT
Image from the dealer's site. OAV does not own, control, or store dealer images.
2024 Ford Mustang EcoBoost Premium
Missoula, MT
Missoula, MT
Image from the dealer's site. OAV does not own, control, or store dealer images.
2024 Chevrolet Corvette 2LT
Missoula, MT
Missoula, MT
Image from the dealer's site. OAV does not own, control, or store dealer images.
2023 Mazda MX-5 Miata Grand Touring
Missoula, MT
Missoula, MT
Image from the dealer's site. OAV does not own, control, or store dealer images.
2023 BMW 4 Series 430i
Bozeman, MT
Bozeman, MT
Image from the dealer's site. OAV does not own, control, or store dealer images.
2023 Chevrolet Corvette 3LZ
Billings, MT
Billings, MT
Image from the dealer's site. OAV does not own, control, or store dealer images.
2022 Mazda MX-5 Miata Grand Touring
Missoula, MT
Missoula, MT
Image from the dealer's site. OAV does not own, control, or store dealer images.
2022 Chevrolet Corvette 2LT
Havre, MT
Havre, MT
Image from the dealer's site. OAV does not own, control, or store dealer images.
2020 Chevrolet Camaro ZL1
Bozeman, MT
Bozeman, MT
Image from the dealer's site. OAV does not own, control, or store dealer images.
2019 Ford Mustang EcoBoost Premium
Billings, MT
Billings, MT
Image from the dealer's site. OAV does not own, control, or store dealer images.
2019 Ford Mustang GT Premium
Great Falls, MT
Great Falls, MT
Image from the dealer's site. OAV does not own, control, or store dealer images.
2019 Volkswagen Beetle SEL FINAL EDITION
Bozeman, MT
Bozeman, MT
Image from the dealer's site. OAV does not own, control, or store dealer images.
2019 Ford Mustang GT Premium
Billings, MT
Billings, MT
Image from the dealer's site. OAV does not own, control, or store dealer images.
2018 Audi A5 Cabriolet Premium Plus
Billings, MT
Billings, MT
Image from the dealer's site. OAV does not own, control, or store dealer images.
2017 Chevrolet Camaro 2SS
Bozeman, MT
Bozeman, MT
Image from the dealer's site. OAV does not own, control, or store dealer images.
2016 Audi A3 Cabriolet Premium Plus
Billings, MT
Billings, MT
Image from the dealer's site. OAV does not own, control, or store dealer images.
2016 Ford Mustang EcoBoost Premium
Kalispell, MT
Kalispell, MT
Image from the dealer's site. OAV does not own, control, or store dealer images.
2016 BMW Z4 sDrive28i
Kalispell, MT
Kalispell, MT
Image from the dealer's site. OAV does not own, control, or store dealer images.
2016 Ford Mustang GT Premium
Missoula, MT
Missoula, MT
Image from the dealer's site. OAV does not own, control, or store dealer images.
2016 Ford Mustang GT Premium
Kalispell, MT
Kalispell, MT
Image from the dealer's site. OAV does not own, control, or store dealer images.
2016 Chevrolet Corvette 2LT
Miles City, MT
Miles City, MT
Image from the dealer's site. OAV does not own, control, or store dealer images.
2014 BMW 4 Series 428i
Missoula, MT
Missoula, MT
Image from the dealer's site. OAV does not own, control, or store dealer images.
2013 Audi A5 Premium
Missoula, MT
Missoula, MT
Image from the dealer's site. OAV does not own, control, or store dealer images.
2013 Ford Mustang V6 Premium
Great Falls, MT
Great Falls, MT
Image from the dealer's site. OAV does not own, control, or store dealer images.
2008 Chrysler Sebring Limited
Great Falls, MT
Great Falls, MT
Image from the dealer's site. OAV does not own, control, or store dealer images.
2008 BMW 1 Series 135i
Billings, MT
Billings, MT
Image from the dealer's site. OAV does not own, control, or store dealer images.
2007 Mitsubishi Eclipse Spyder GT
Billings, MT
Billings, MT
Image from the dealer's site. OAV does not own, control, or store dealer images.
2007 Ford Mustang Deluxe
Billings, MT
Billings, MT
Image from the dealer's site. OAV does not own, control, or store dealer images.
2007 Saturn Sky Roadster
Missoula, MT
Missoula, MT
Image from the dealer's site. OAV does not own, control, or store dealer images.
2007 Pontiac Solstice GXP
Kalispell, MT
Kalispell, MT
Image from the dealer's site. OAV does not own, control, or store dealer images.
2007 BMW Z4 3.0i
Eureka, MT
Eureka, MT
Image from the dealer's site. OAV does not own, control, or store dealer images.
2005 Chrysler Crossfire Limited
Wolf Point, MT
Wolf Point, MT
Image from the dealer's site. OAV does not own, control, or store dealer images.
2005 Chrysler PT Cruiser Touring Edition
Billings, MT
Billings, MT
Image from the dealer's site. OAV does not own, control, or store dealer images.
2005 Nissan 350Z Roadster Grand Touring
Great Falls, MT
Great Falls, MT
Image from the dealer's site. OAV does not own, control, or store dealer images.
2005 Dodge Viper SRT-10
Billings, MT
Billings, MT
Image from the dealer's site. OAV does not own, control, or store dealer images.
2004 BMW Z4 2.5
Billings, MT
Billings, MT
Image from the dealer's site. OAV does not own, control, or store dealer images.
2003 Chevrolet Corvette Base
Billings, MT
Billings, MT
Image from the dealer's site. OAV does not own, control, or store dealer images.
2002 Chevrolet Camaro Base
Butte, MT
Butte, MT
Image from the dealer's site. OAV does not own, control, or store dealer images.
2002 Lexus SC 430
Missoula, MT
Missoula, MT
Image from the dealer's site. OAV does not own, control, or store dealer images.
2001 Chevrolet Corvette Base
Helena, MT
Helena, MT
Image from the dealer's site. OAV does not own, control, or store dealer images.
2000 Porsche 911 CARRERA
Missoula, MT
Missoula, MT
Image from the dealer's site. OAV does not own, control, or store dealer images.
1999 Plymouth Prowler Base
Glendive, MT
Glendive, MT
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
- Dallas trucks — Live truck market example
- Los Angeles EVs — Live EV market example
- Phoenix SUVs — Live SUV market example
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, and mileage is not used to select comparables or adjust comparable prices, but acts as a reliability check on used vehicles — OAV withholds a verdict when mileage is very high or unreliable, or when a lower price is better explained by higher-than-typical mileage than by a genuine market discount. 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 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 manage their profile, 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, exports, and enhanced merchandising.
- 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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