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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 16, 2026

5.9M+

Unique vehicles analyzed

as of October 15, 2026

57,000+

US dealerships

Daily

Data pipeline

Comparable

Market-evidence analysis

3.2M new·2.7M used·Listings processed daily

Or explore the market

119 listings found

2004 Chevrolet Monte Carlo LS

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

2004 Chevrolet Monte Carlo LS

Missoula, MT

UnscoredInsufficient · 0
$1,995204,602 mi

Missoula, MT

2006 Honda Civic EX

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

2006 Honda Civic EX

Missoula, MT

Salvage title
$3,500254,333 mi

Missoula, MT

No Photo

2003 Oldsmobile Alero GL1

Missoula, MT

UnscoredInsufficient · 0
$4,393120,001 mi

Missoula, MT

2006 Ford Mustang GT Deluxe

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

2006 Ford Mustang GT Deluxe

Belgrade, MT

UnscoredInsufficient · 0
$5,50086,309 mi

Belgrade, MT

2013 Scion tC Base

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

2013 Scion tC Base

Billings, MT

UnscoredInsufficient · 0
$8,755130,178 mi

Billings, MT

2007 Scion tC Base

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

2007 Scion tC Base

Missoula, MT

UnscoredInsufficient · 0
$8,990136,651 mi

Missoula, MT

2013 Audi A5 Premium

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

2013 Audi A5 Premium

Anaconda, MT

UnscoredInsufficient · 0
$8,997146,347 mi

Anaconda, MT

2010 Ford Mustang V6

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

2010 Ford Mustang V6

Billings, MT

UnscoredInsufficient · 0
$9,600145,656 mi

Billings, MT

2010 BMW 3 Series 335i

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

2010 BMW 3 Series 335i

Billings, MT

UnscoredInsufficient · 0
$9,77771,559 mi

Billings, MT

2015 Honda Accord EX-L V-6

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

2015 Honda Accord EX-L V-6

Billings, MT

UnscoredInsufficient · 0
$12,490147,516 mi

Billings, MT

2012 Ford Mustang V6 Premium

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

2012 Ford Mustang V6 Premium

Billings, MT

UnscoredInsufficient · 0
$12,95051,000 mi

Billings, MT

2014 Chevrolet Camaro 1LS

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

2014 Chevrolet Camaro 1LS

Missoula, MT

UnscoredInsufficient · 0
$13,990141,761 mi

Missoula, MT

2020 Dodge Challenger SXT

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

2020 Dodge Challenger SXT

Missoula, MT

UnscoredLimited · 5
$13,995109,062 mi

Comparison: 5 similar vehicles

Missoula, MT

2014 Chevrolet Camaro 1LT

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

2014 Chevrolet Camaro 1LT

Billings, MT

UnscoredInsufficient · 0
$13,99575,726 mi

Billings, MT

2012 Dodge Challenger R/T

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

2012 Dodge Challenger R/T

Great Falls, MT

UnscoredInsufficient · 0
$13,99581,900 mi

Great Falls, MT

2012 BMW 6 Series 640i

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

2012 BMW 6 Series 640i

Billings, MT

UnscoredInsufficient · 0
$14,99570,071 mi

Billings, MT

2016 Ford Mustang EcoBoost

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

2016 Ford Mustang EcoBoost

Billings, MT

UnscoredInsufficient · 0
$15,900107,658 mi

Billings, MT

2021 Dodge Challenger GT

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

2021 Dodge Challenger GT

Hardin, MT

UnscoredInsufficient · 0
$16,276140,120 mi

Hardin, MT

2016 Cadillac ATS Coupe Luxury

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

2016 Cadillac ATS Coupe Luxury

Billings, MT

UnscoredInsufficient · 0
$16,37274,403 mi

Billings, MT

2007 Ford Mustang GT Deluxe

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

2007 Ford Mustang GT Deluxe

Billings, MT

UnscoredInsufficient · 0
$17,90080,806 mi

Billings, MT

2019 Ford Mustang EcoBoost

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

2019 Ford Mustang EcoBoost

Billings, MT

UnscoredInsufficient · 0
$18,77570,242 mi

Billings, MT

2020 Honda Civic Sport

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

2020 Honda Civic Sport

Bozeman, MT

UnscoredInsufficient · 0
$18,88982,862 mi

Bozeman, MT

2007 Chevrolet Corvette Base

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

2007 Chevrolet Corvette Base

Missoula, MT

UnscoredInsufficient · 0
$19,99588,780 mi

Missoula, MT

2013 Chevrolet Camaro 2LS

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

2013 Chevrolet Camaro 2LS

Great Falls, MT

UnscoredInsufficient · 0
$20,194125,014 mi

Great Falls, MT

2018 Chevrolet Camaro 1LT

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

2018 Chevrolet Camaro 1LT

Great Falls, MT

UnscoredInsufficient · 0
$20,34968,105 mi

Great Falls, MT

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

Missoula, MT

UnscoredInsufficient · 0
$21,49577,091 mi

Missoula, MT

2005 Chevrolet Corvette Base

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

2005 Chevrolet Corvette Base

Billings, MT

UnscoredInsufficient · 0
$21,89980,994 mi

Billings, MT

2009 Nissan 370Z Touring

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

2009 Nissan 370Z Touring

Kalispell, MT

UnscoredInsufficient · 0
$23,28532,961 mi

Kalispell, MT

2005 Chevrolet Corvette Base

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

2005 Chevrolet Corvette Base

Great Falls, MT

UnscoredInsufficient · 0
$23,29435,758 mi

Great Falls, MT

2019 Toyota 86 Base

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

2019 Toyota 86 Base

Kalispell, MT

UnscoredInsufficient · 0
$23,58842,995 mi

Kalispell, MT

2021 Audi A5 Coupe Premium Plus

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

2021 Audi A5 Coupe Premium Plus

Great Falls, MT

UnscoredInsufficient · 0
$24,79660,387 mi

Great Falls, MT

2019 Chevrolet Camaro 1SS

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

2019 Chevrolet Camaro 1SS

Great Falls, MT

UnscoredInsufficient · 0
$25,99380,216 mi

Great Falls, MT

2020 Chevrolet Camaro 2LT

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

2020 Chevrolet Camaro 2LT

Great Falls, MT

UnscoredInsufficient · 0
$26,29447,756 mi

Great Falls, MT

2014 Chevrolet Camaro 2SS

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

2014 Chevrolet Camaro 2SS

Bozeman, MT

UnscoredInsufficient · 0
$26,39052,290 mi

Bozeman, MT

2010 Chevrolet Camaro 2SS

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

2010 Chevrolet Camaro 2SS

Belgrade, MT

UnscoredInsufficient · 0
$26,39037,341 mi

Belgrade, MT

2009 Chevrolet Corvette Base

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

2009 Chevrolet Corvette Base

Kalispell, MT

UnscoredInsufficient · 0
$28,28246,094 mi

Kalispell, MT

2018 Chevrolet Camaro 2LT

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

2018 Chevrolet Camaro 2LT

Billings, MT

UnscoredInsufficient · 0
$29,90021,780 mi

Billings, MT

1999 Porsche 911 CARRERA

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

1999 Porsche 911 CARRERA

Missoula, MT

UnscoredInsufficient · 0
$29,99054,359 mi

Missoula, MT

2026 Ford Mustang EcoBoost

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

2026 Ford Mustang EcoBoost

Great Falls, MT

UnscoredLimited · 6
$31,144Mileage not verified

Comparison: 6 similar vehicles

Great Falls, MT

2023 Mazda MX-5 Miata RF Club

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

2023 Mazda MX-5 Miata RF Club

Missoula, MT

UnscoredInsufficient · 0
$33,00119,228 mi

Missoula, MT

2026 Ford Mustang EcoBoost

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

2026 Ford Mustang EcoBoost

Missoula, MT

Fair PriceLimited · 13
$33,087Mileage not verified

Market: $31,144 – $43,835

Comparison: 13 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 110 days listed (based on current market benchmarks)

Missoula, MT

2023 Dodge Challenger GT

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

2023 Dodge Challenger GT

Billings, MT

UnscoredInsufficient · 0
$33,19920,657 mi

Billings, MT

2016 Ford Mustang GT Premium

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

2016 Ford Mustang GT Premium

Kalispell, MT

UnscoredInsufficient · 0
$33,2986,415 mi

Kalispell, MT

2018 Chevrolet Camaro 1SS

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

2018 Chevrolet Camaro 1SS

Missoula, MT

UnscoredInsufficient · 0
$33,31146,596 mi

Missoula, MT

2026 Ford Mustang EcoBoost

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

2026 Ford Mustang EcoBoost

Kalispell, MT

Fair PriceLimited · 13
$33,488Mileage not verified

Market: $31,144 – $43,835

Comparison: 13 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 386 days listed (based on current market benchmarks)

Kalispell, MT

2026 Ford Mustang EcoBoost

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

2026 Ford Mustang EcoBoost

Billings, MT

UnscoredInsufficient · 0
$33,579Mileage not verified

Billings, MT

2026 Ford Mustang EcoBoost

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

2026 Ford Mustang EcoBoost

Billings, MT

UnscoredInsufficient · 0
$33,579Mileage not verified

Billings, MT

2026 Toyota GR86 Premium

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

2026 Toyota GR86 Premium

Missoula, MT

UnscoredInsufficient · 0
$34,3762,794 mi

Missoula, MT

2025 Toyota GR86 Base

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

2025 Toyota GR86 Base

Great Falls, MT

UnscoredInsufficient · 0
$34,397Mileage not verified

Great Falls, MT

2025 Ford Mustang EcoBoost

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

2025 Ford Mustang EcoBoost

Kalispell, MT

UnscoredInsufficient · 0
$34,748Mileage not verified

Kalispell, 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

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 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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