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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

99 listings found

2008 Dodge Charger Base

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

2008 Dodge Charger Base

Whitehall, MT

UnscoredInsufficient · 0
$4,995154,409 mi

Whitehall, MT

2008 Kia Optima LX

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

2008 Kia Optima LX

Bozeman, MT

UnscoredInsufficient · 0
$5,319119,199 mi

Bozeman, MT

2015 Lincoln MKS Base

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

2015 Lincoln MKS Base

Bozeman, MT

UnscoredInsufficient · 0
$12,419100,504 mi

Bozeman, MT

2013 Chrysler 200 Limited

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

2013 Chrysler 200 Limited

Butte, MT

UnscoredInsufficient · 0
$12,898139,653 mi

Butte, MT

2015 BMW 5 Series 528i

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

2015 BMW 5 Series 528i

Bozeman, MT

UnscoredInsufficient · 0
$12,92378,111 mi

Bozeman, MT

2019 Volkswagen Jetta S

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

2019 Volkswagen Jetta S

Manhattan, MT

UnscoredLimited · 6
$13,38968,223 mi

Comparison: 6 similar vehicles

Manhattan, MT

2016 Audi A6 Premium Plus

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

2016 Audi A6 Premium Plus

Bozeman, MT

UnscoredInsufficient · 0
$13,431135,955 mi

Bozeman, MT

2016 Subaru Legacy 2.5i Limited

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

2016 Subaru Legacy 2.5i Limited

Bozeman, MT

UnscoredInsufficient · 0
$13,523110,356 mi

Bozeman, MT

2016 Mercedes-Benz C-Class C300

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

2016 Mercedes-Benz C-Class C300

Bozeman, MT

UnscoredInsufficient · 0
$13,800112,142 mi

Bozeman, MT

2019 Volkswagen Jetta S

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

2019 Volkswagen Jetta S

Bozeman, MT

UnscoredLimited · 6
$14,419110,859 mi

Comparison: 6 similar vehicles

Bozeman, MT

2017 Subaru Legacy Base

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

2017 Subaru Legacy Base

Bozeman, MT

UnscoredInsufficient · 0
$14,93480,220 mi

Bozeman, MT

2018 Audi A4 Premium Plus

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

2018 Audi A4 Premium Plus

Bozeman, MT

UnscoredInsufficient · 0
$15,712105,783 mi

Bozeman, MT

2022 Chevrolet Malibu 1LT

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

2022 Chevrolet Malibu 1LT

Belgrade, MT

UnscoredInsufficient · 0
$15,95073,360 mi

Belgrade, MT

2024 Nissan Altima SV

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

2024 Nissan Altima SV

Belgrade, MT

UnscoredInsufficient · 3
$16,57773,167 mi

Comparison: 3 similar vehicles

Belgrade, MT

2017 Mercedes-Benz E-Class E300

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

2017 Mercedes-Benz E-Class E300

Bozeman, MT

UnscoredInsufficient · 0
$17,310107,016 mi

Bozeman, MT

2024 Nissan Sentra S

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

2024 Nissan Sentra S

Helena, MT

UnscoredInsufficient · 0
$18,24229,167 mi

Helena, MT

2018 Subaru Legacy Limited

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

2018 Subaru Legacy Limited

Butte, MT

UnscoredInsufficient · 0
$18,394113,175 mi

Butte, MT

2020 Honda Accord EX

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

2020 Honda Accord EX

Belgrade, MT

UnscoredInsufficient · 0
$19,38994,875 mi

Belgrade, MT

2018 Toyota Camry XLE

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

2018 Toyota Camry XLE

Butte, MT

UnscoredInsufficient · 0
$19,57489,952 mi

Butte, MT

2019 Subaru WRX Premium

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

2019 Subaru WRX Premium

Helena, MT

UnscoredInsufficient · 0
$19,74179,383 mi

Helena, MT

2022 Nissan Altima SR

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

2022 Nissan Altima SR

Helena, MT

UnscoredInsufficient · 0
$19,88963,251 mi

Helena, MT

2020 Mercedes-Benz E-Class E350

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

2020 Mercedes-Benz E-Class E350

Bozeman, MT

UnscoredInsufficient · 0
$20,109105,582 mi

Bozeman, MT

2024 Hyundai Sonata SEL

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

2024 Hyundai Sonata SEL

Manhattan, MT

UnscoredInsufficient · 0
$20,38958,752 mi

Manhattan, MT

2024 Volkswagen Jetta SE

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

2024 Volkswagen Jetta SE

Helena, MT

UnscoredInsufficient · 0
$20,93451,168 mi

Helena, MT

2025 Nissan Sentra SV

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

2025 Nissan Sentra SV

Butte, MT

UnscoredInsufficient · 0
$20,99930,875 mi

Butte, MT

2021 Dodge Charger SXT

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

2021 Dodge Charger SXT

Butte, MT

UnscoredInsufficient · 0
$20,99992,629 mi

Butte, MT

2025 Chevrolet Malibu 1LT

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

2025 Chevrolet Malibu 1LT

Anaconda, MT

UnscoredInsufficient · 4
$21,29956,575 mi

Comparison: 4 similar vehicles

Anaconda, MT

2022 Toyota Corolla LE

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

2022 Toyota Corolla LE

Helena, MT

UnscoredInsufficient · 0
$21,49152,381 mi

Helena, MT

2024 Nissan Altima SV

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

2024 Nissan Altima SV

Butte, MT

UnscoredInsufficient · 4
$21,50037,800 mi

Comparison: 4 similar vehicles

Butte, MT

2024 Nissan Altima SV

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

2024 Nissan Altima SV

Butte, MT

UnscoredInsufficient · 0
$21,64939,501 mi

Butte, MT

2021 Alfa Romeo Giulia Ti Sport

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

2021 Alfa Romeo Giulia Ti Sport

Butte, MT

UnscoredInsufficient · 0
$21,83466,491 mi

Butte, MT

2025 Hyundai Elantra SEL

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

2025 Hyundai Elantra SEL

Helena, MT

UnscoredInsufficient · 0
$21,89650,553 mi

Helena, MT

2025 Nissan Altima SV

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

2025 Nissan Altima SV

Helena, MT

UnscoredInsufficient · 3
$21,91152,441 mi

Comparison: 3 similar vehicles

Helena, MT

2017 Honda Accord EX-L V-6

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

2017 Honda Accord EX-L V-6

Bozeman, MT

UnscoredInsufficient · 0
$22,41948,311 mi

Bozeman, MT

2023 Honda Accord LX

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

2023 Honda Accord LX

Butte, MT

UnscoredInsufficient · 0
$22,82479,856 mi

Butte, MT

2018 Honda Accord LX

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

2018 Honda Accord LX

Helena, MT

UnscoredInsufficient · 0
$22,99036,248 mi

Helena, MT

2024 Chevrolet Malibu 1LT

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

2024 Chevrolet Malibu 1LT

Butte, MT

UnscoredInsufficient · 0
$23,19834,299 mi

Butte, MT

2017 Toyota Camry XLE

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

2017 Toyota Camry XLE

Manhattan, MT

UnscoredInsufficient · 0
$23,38925,207 mi

Manhattan, MT

2023 Honda Accord EX

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

2023 Honda Accord EX

Butte, MT

UnscoredInsufficient · 0
$23,77474,680 mi

Butte, MT

2025 Nissan Altima SV

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

2025 Nissan Altima SV

Helena, MT

UnscoredLimited · 8
$23,79127,063 mi

Comparison: 8 similar vehicles

Helena, MT

2024 Hyundai Sonata SEL

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

2024 Hyundai Sonata SEL

Helena, MT

UnscoredInsufficient · 0
$23,86947,801 mi

Helena, MT

2025 Mazda Mazda3 Select Sport

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

2025 Mazda Mazda3 Select Sport

Helena, MT

UnscoredInsufficient · 0
$24,41435,541 mi

Helena, MT

2025 Nissan Altima SV

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

2025 Nissan Altima SV

Bozeman, MT

Fair PriceLimited · 13
$24,41924,200 mi

Market: $21,998 – $24,419

Comparison: 13 similar vehicles

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

Bozeman, MT

2025 Nissan Altima SV

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

2025 Nissan Altima SV

Bozeman, MT

Fair PriceLimited · 13
$24,41920,702 mi

Market: $21,998 – $24,419

Comparison: 13 similar vehicles

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

Bozeman, MT

2024 Nissan Altima SR

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

2024 Nissan Altima SR

Helena, MT

UnscoredInsufficient · 0
$24,42252,455 mi

Helena, MT

2027 Toyota Corolla LE

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

2027 Toyota Corolla LE

Helena, MT

UnscoredInsufficient · 3
$25,026Mileage not verified

Comparison: 3 similar vehicles

Helena, MT

2027 Honda Civic LX

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

2027 Honda Civic LX

Butte, MT

UnscoredInsufficient · 0
$25,241Mileage not verified

Butte, MT

2024 Honda Accord EX

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

2024 Honda Accord EX

Anaconda, MT

UnscoredInsufficient · 0
$25,29970,180 mi

Anaconda, MT

2025 Toyota Corolla SE

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

2025 Toyota Corolla SE

Butte, MT

UnscoredInsufficient · 0
$25,38943,979 mi

Butte, MT

2019 Toyota Camry LE

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

2019 Toyota Camry LE

Butte, MT

UnscoredInsufficient · 0
$25,38946,502 mi

Butte, 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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