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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

120 listings found

2012 Ford Fusion SEL

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

2012 Ford Fusion SEL

Kalispell, MT

UnscoredInsufficient · 0
$2,410Mileage not verified

Kalispell, MT

2008 Pontiac G6 GT

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

2008 Pontiac G6 GT

Kalispell, MT

UnscoredInsufficient · 0
$2,524267,039 mi

Kalispell, MT

2004 Pontiac Grand Prix GT2

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

2004 Pontiac Grand Prix GT2

Eureka, MT

UnscoredInsufficient · 0
$2,995180,290 mi

Eureka, MT

2011 Chevrolet Malibu 1LS

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

2011 Chevrolet Malibu 1LS

Kalispell, MT

UnscoredInsufficient · 0
$6,428124,775 mi

Kalispell, MT

2001 Honda Accord EX Leather

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

2001 Honda Accord EX Leather

Kalispell, MT

UnscoredInsufficient · 0
$6,448252,135 mi

Kalispell, MT

2015 Hyundai Elantra SE

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

2015 Hyundai Elantra SE

Kalispell, MT

UnscoredInsufficient · 0
$7,540161,782 mi

Kalispell, MT

2009 Cadillac CTS 1SB

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

2009 Cadillac CTS 1SB

Kalispell, MT

UnscoredInsufficient · 0
$7,99594,317 mi

Kalispell, MT

2012 Chevrolet Cruze 1LT

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

2012 Chevrolet Cruze 1LT

Kalispell, MT

UnscoredInsufficient · 0
$8,295128,613 mi

Kalispell, MT

2014 Ford Focus SE

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

2014 Ford Focus SE

Kalispell, MT

UnscoredLimited · 10
$8,597124,038 mi

Comparison: 10 similar vehicles

Kalispell, MT

2014 Chevrolet Malibu 2LT

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

2014 Chevrolet Malibu 2LT

Kalispell, MT

UnscoredInsufficient · 0
$8,795184,648 mi

Kalispell, MT

2014 Audi A6 Premium

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

2014 Audi A6 Premium

Kalispell, MT

UnscoredInsufficient · 0
$9,219116,366 mi

Kalispell, MT

2012 Honda Civic LX

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

2012 Honda Civic LX

Kalispell, MT

UnscoredInsufficient · 0
$9,513135,804 mi

Kalispell, MT

2017 Ford Fusion Hybrid SE

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

2017 Ford Fusion Hybrid SE

Kalispell, MT

UnscoredInsufficient · 3
$9,857143,351 mi

Comparison: 3 similar vehicles

Kalispell, MT

2012 Nissan Versa S

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

2012 Nissan Versa S

Evergreen, MT

UnscoredInsufficient · 0
$9,995153,332 mi

Evergreen, MT

2015 Chrysler 200 Limited

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

2015 Chrysler 200 Limited

Kalispell, MT

UnscoredInsufficient · 0
$10,495136,740 mi

Kalispell, MT

2012 Volkswagen Jetta SEL

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

2012 Volkswagen Jetta SEL

Evergreen, MT

UnscoredInsufficient · 0
$10,995126,285 mi

Evergreen, MT

2018 Ford Focus Titanium

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

2018 Ford Focus Titanium

Kalispell, MT

UnscoredInsufficient · 0
$11,27799,882 mi

Kalispell, MT

2013 Cadillac XTS Premium Collection

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

2013 Cadillac XTS Premium Collection

Kalispell, MT

UnscoredInsufficient · 0
$11,813119,033 mi

Kalispell, MT

2019 Toyota Corolla LE

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

2019 Toyota Corolla LE

Kalispell, MT

UnscoredInsufficient · 0
$12,197131,665 mi

Kalispell, MT

2020 Toyota Corolla LE

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

2020 Toyota Corolla LE

Kalispell, MT

UnscoredInsufficient · 0
$12,555159,534 mi

Kalispell, MT

2014 Volkswagen Jetta SEL

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

2014 Volkswagen Jetta SEL

Evergreen, MT

UnscoredInsufficient · 0
$13,900118,576 mi

Evergreen, MT

2014 Hyundai Elantra SE

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

2014 Hyundai Elantra SE

Evergreen, MT

UnscoredInsufficient · 0
$13,900114,884 mi

Evergreen, MT

2016 Honda Civic EX

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

2016 Honda Civic EX

Kalispell, MT

UnscoredInsufficient · 0
$14,488139,256 mi

Kalispell, MT

2022 Hyundai Sonata Hybrid Blue

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

2022 Hyundai Sonata Hybrid Blue

Kalispell, MT

UnscoredInsufficient · 0
$14,999138,579 mi

Kalispell, MT

2018 Subaru Impreza Sport

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

2018 Subaru Impreza Sport

Kalispell, MT

UnscoredInsufficient · 0
$15,83689,794 mi

Kalispell, MT

2017 Mazda Mazda6 i Grand Touring

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

2017 Mazda Mazda6 i Grand Touring

Kalispell, MT

UnscoredInsufficient · 0
$16,499100,327 mi

Kalispell, MT

No Photo

2017 Ford Fusion SE

Kalispell, MT

UnscoredInsufficient · 0
$17,52833,709 mi

Kalispell, MT

2019 Ford Taurus Limited

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

2019 Ford Taurus Limited

Kalispell, MT

UnscoredInsufficient · 0
$17,59780,426 mi

Kalispell, MT

2025 Nissan Sentra SV

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

2025 Nissan Sentra SV

Kalispell, MT

UnscoredInsufficient · 0
$18,76937,408 mi

Kalispell, MT

2021 Toyota Corolla LE

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

2021 Toyota Corolla LE

Kalispell, MT

UnscoredInsufficient · 0
$19,09956,663 mi

Kalispell, MT

2024 Nissan Sentra SV

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

2024 Nissan Sentra SV

Kalispell, MT

UnscoredLimited · 8
$19,18749,264 mi

Comparison: 8 similar vehicles

Kalispell, MT

2020 Hyundai Sonata Limited

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

2020 Hyundai Sonata Limited

Kalispell, MT

UnscoredInsufficient · 0
$19,19777,731 mi

Kalispell, MT

2025 Nissan Sentra SV

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

2025 Nissan Sentra SV

Kalispell, MT

UnscoredLimited · 5
$19,29742,341 mi

Comparison: 5 similar vehicles

Kalispell, MT

2023 Hyundai Sonata SE

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

2023 Hyundai Sonata SE

Kalispell, MT

UnscoredInsufficient · 0
$19,77732,945 mi

Kalispell, MT

2019 Subaru Legacy Limited

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

2019 Subaru Legacy Limited

Kalispell, MT

UnscoredInsufficient · 0
$20,59774,541 mi

Kalispell, MT

2018 Honda Accord Touring

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

2018 Honda Accord Touring

Kalispell, MT

UnscoredInsufficient · 0
$20,71093,819 mi

Kalispell, MT

2023 Hyundai Sonata SEL

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

2023 Hyundai Sonata SEL

Kalispell, MT

UnscoredInsufficient · 0
$20,99919,300 mi

Kalispell, MT

2022 Hyundai Sonata SEL

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

2022 Hyundai Sonata SEL

Kalispell, MT

UnscoredInsufficient · 0
$20,99929,017 mi

Kalispell, MT

2021 Toyota Corolla LE

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

2021 Toyota Corolla LE

Kalispell, MT

UnscoredInsufficient · 3
$21,28761,378 mi

Comparison: 3 similar vehicles

Kalispell, MT

2025 Hyundai Elantra Limited

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

2025 Hyundai Elantra Limited

Kalispell, MT

UnscoredInsufficient · 0
$21,32944,859 mi

Kalispell, MT

2025 Nissan Sentra SR

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

2025 Nissan Sentra SR

Kalispell, MT

UnscoredInsufficient · 0
$22,07622,850 mi

Kalispell, MT

2026 Nissan Sentra S

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

2026 Nissan Sentra S

Kalispell, MT

UnscoredInsufficient · 0
$22,624Mileage not verified

Kalispell, MT

2026 Nissan Sentra S

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

2026 Nissan Sentra S

Kalispell, MT

UnscoredInsufficient · 0
$22,624Mileage not verified

Kalispell, MT

2020 Toyota Camry LE

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

2020 Toyota Camry LE

Kalispell, MT

UnscoredInsufficient · 0
$22,78743,949 mi

Kalispell, MT

2021 Toyota Camry LE

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

2021 Toyota Camry LE

Kalispell, MT

UnscoredInsufficient · 0
$23,28762,268 mi

Kalispell, MT

2026 Hyundai Elantra SEL Sport Plus

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

2026 Hyundai Elantra SEL Sport Plus

Kalispell, MT

Fair PriceRobust · 57
$23,484Mileage not verified

Market: $23,372 – $27,509

Comparison: 57 similar vehicles

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

Kalispell, MT

2026 Hyundai Elantra SEL Sport Plus

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

2026 Hyundai Elantra SEL Sport Plus

Kalispell, MT

Fair PriceRobust · 57
$23,771Mileage not verified

Market: $23,372 – $27,509

Comparison: 57 similar vehicles

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

Kalispell, MT

2026 Hyundai Elantra SEL

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

2026 Hyundai Elantra SEL

Kalispell, MT

Fair PriceLimited · 15
$23,972Mileage not verified

Market: $24,208 – $27,552

Comparison: 15 similar vehicles

Fairly priced — priced near the comparable range, but not far enough below it to qualify as a Great Deal · 198 days listed (based on current market benchmarks)

Kalispell, MT

2026 Hyundai Elantra SEL

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

2026 Hyundai Elantra SEL

Kalispell, MT

Fair PriceLimited · 15
$24,681Mileage not verified

Market: $23,972 – $27,552

Comparison: 15 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 120 days listed (based on current market benchmarks)

Kalispell, MT

2018 Subaru WRX STI Limited

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

2018 Subaru WRX STI Limited

Kalispell, MT

UnscoredInsufficient · 0
$24,68395,847 mi

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 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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