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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 19, 2026

6M+

Unique vehicles analyzed

as of October 19, 2026

56,000+

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

2003 Toyota Echo Base

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

2003 Toyota Echo Base

Anchorage, AK

UnscoredInsufficient · 0
$4,995Mileage not verified

Anchorage, AK

2008 Nissan Altima SE

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

2008 Nissan Altima SE

Fairbanks, AK

UnscoredInsufficient · 0
$7,777132,352 mi

Fairbanks, AK

2010 Nissan Altima S

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

2010 Nissan Altima S

Anchorage, AK

UnscoredInsufficient · 0
$10,900155,134 mi

Anchorage, AK

2015 BMW 4 Series 428i

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

2015 BMW 4 Series 428i

Anchorage, AK

UnscoredInsufficient · 0
$13,99977,345 mi

Anchorage, AK

2015 Honda Civic EX

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

2015 Honda Civic EX

Juneau, AK

UnscoredInsufficient · 0
$14,72197,938 mi

Juneau, AK

2015 Subaru BRZ Limited

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

2015 Subaru BRZ Limited

Anchorage, AK

UnscoredInsufficient · 0
$16,90070,523 mi

Anchorage, AK

2018 Dodge Challenger GT

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

2018 Dodge Challenger GT

Anchorage, AK

UnscoredInsufficient · 0
$18,995111,322 mi

Anchorage, AK

2017 Honda Accord Touring

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

2017 Honda Accord Touring

Anchorage, AK

UnscoredInsufficient · 0
$19,00099,018 mi

Anchorage, AK

2023 Toyota GR86 Base

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

2023 Toyota GR86 Base

Anchorage, AK

UnscoredInsufficient · 0
$21,98810,895 mi

Anchorage, AK

2022 Dodge Challenger GT

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

2022 Dodge Challenger GT

Anchorage, AK

UnscoredInsufficient · 0
$21,99564,463 mi

Anchorage, AK

2010 Dodge Challenger R/T

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

2010 Dodge Challenger R/T

Fairbanks, AK

Salvage title
$25,9958,243 mi

Fairbanks, AK

2024 Toyota GR86 Base

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

2024 Toyota GR86 Base

Anchorage, AK

UnscoredInsufficient · 0
$27,99912,319 mi

Anchorage, AK

2023 Subaru BRZ Premium

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

2023 Subaru BRZ Premium

Anchorage, AK

UnscoredInsufficient · 0
$27,99927,302 mi

Anchorage, AK

2022 Toyota GR86 Premium

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

2022 Toyota GR86 Premium

Fairbanks, AK

UnscoredInsufficient · 0
$28,49548,698 mi

Fairbanks, AK

2020 Dodge Challenger GT

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

2020 Dodge Challenger GT

Anchorage, AK

UnscoredInsufficient · 0
$31,95027,605 mi

Anchorage, AK

2024 Toyota GR86 Premium

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

2024 Toyota GR86 Premium

Anchorage, AK

UnscoredInsufficient · 0
$31,99612,383 mi

Anchorage, AK

2023 Dodge Challenger SXT

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

2023 Dodge Challenger SXT

Anchorage, AK

UnscoredInsufficient · 0
$34,84321,355 mi

Anchorage, AK

2020 Dodge Challenger R/T

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

2020 Dodge Challenger R/T

Anchorage, AK

UnscoredInsufficient · 0
$34,99837,402 mi

Anchorage, AK

2027 Toyota GR86 Base

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

2027 Toyota GR86 Base

Juneau, AK

UnscoredInsufficient · 0
$35,908Mileage not verified

Juneau, AK

2026 Toyota GR86 Premium

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

2026 Toyota GR86 Premium

Soldotna, AK

UnscoredInsufficient · 0
$35,958Mileage not verified

Soldotna, AK

2022 Lexus RC 350 F SPORT

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

2022 Lexus RC 350 F SPORT

Anchorage, AK

UnscoredInsufficient · 0
$38,28832,449 mi

Anchorage, AK

2026 Subaru BRZ Limited

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

2026 Subaru BRZ Limited

Fairbanks, AK

UnscoredInsufficient · 0
$38,813Mileage not verified

Fairbanks, AK

2020 Dodge Challenger SRT

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

2020 Dodge Challenger SRT

Fairbanks, AK

Salvage title
$39,99519,535 mi

Fairbanks, AK

2021 Lexus RC 350 F SPORT

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

2021 Lexus RC 350 F SPORT

Anchorage, AK

UnscoredInsufficient · 0
$39,99934,740 mi

Anchorage, AK

2026 Mazda MX-5 Miata RF Grand Touring

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

2026 Mazda MX-5 Miata RF Grand Touring

Anchorage, AK

UnscoredInsufficient · 0
$41,129Mileage not verified

Anchorage, AK

2026 Ford Mustang EcoBoost Premium

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

2026 Ford Mustang EcoBoost Premium

Anchorage, AK

UnscoredInsufficient · 0
$41,184Mileage not verified

Anchorage, AK

2026 Ford Mustang EcoBoost

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

2026 Ford Mustang EcoBoost

Wasilla, AK

UnscoredInsufficient · 0
$43,230Mileage not verified

Wasilla, AK

2024 Nissan Z Performance

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

2024 Nissan Z Performance

Fairbanks, AK

UnscoredInsufficient · 0
$45,5504,837 mi

Fairbanks, AK

2023 Dodge Challenger R/T

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

2023 Dodge Challenger R/T

Anchorage, AK

UnscoredInsufficient · 0
$45,99516,481 mi

Anchorage, AK

2026 BMW 2 Series 230i

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

2026 BMW 2 Series 230i

Anchorage, AK

UnscoredInsufficient · 4
$50,555Mileage not verified

Comparison: 4 similar vehicles

Anchorage, AK

2026 BMW 2 Series 230i

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

2026 BMW 2 Series 230i

Anchorage, AK

UnscoredInsufficient · 4
$50,955Mileage not verified

Comparison: 4 similar vehicles

Anchorage, AK

2026 Ford Mustang EcoBoost Premium

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

2026 Ford Mustang EcoBoost Premium

Fairbanks, AK

UnscoredInsufficient · 0
$51,384Mileage not verified

Fairbanks, AK

2026 BMW 2 Series 230i

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

2026 BMW 2 Series 230i

Anchorage, AK

UnscoredInsufficient · 4
$54,405Mileage not verified

Comparison: 4 similar vehicles

Anchorage, AK

2023 Dodge Challenger R/T

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

2023 Dodge Challenger R/T

Fairbanks, AK

UnscoredInsufficient · 0
$54,7003,724 mi

Fairbanks, AK

2022 Toyota Supra Premium

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

2022 Toyota Supra Premium

Anchorage, AK

UnscoredInsufficient · 0
$54,99515,849 mi

Anchorage, AK

2026 BMW 2 Series 230i

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

2026 BMW 2 Series 230i

Anchorage, AK

UnscoredInsufficient · 4
$55,205Mileage not verified

Comparison: 4 similar vehicles

Anchorage, AK

2021 Dodge Challenger SRT

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

2021 Dodge Challenger SRT

Soldotna, AK

UnscoredInsufficient · 0
$56,9888,658 mi

Soldotna, AK

2018 Chevrolet Corvette 3LT

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

2018 Chevrolet Corvette 3LT

Fairbanks, AK

UnscoredInsufficient · 0
$56,99912,543 mi

Fairbanks, AK

2026 Ford Mustang GT Premium

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

2026 Ford Mustang GT Premium

Soldotna, AK

UnscoredInsufficient · 3
$58,999Mileage not verified

Comparison: 3 similar vehicles

Soldotna, AK

2026 Ford Mustang GT Premium

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

2026 Ford Mustang GT Premium

Wasilla, AK

UnscoredInsufficient · 4
$61,339Mileage not verified

Comparison: 4 similar vehicles

Wasilla, AK

2026 Ford Mustang GT Premium

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

2026 Ford Mustang GT Premium

Soldotna, AK

UnscoredInsufficient · 4
$65,384Mileage not verified

Comparison: 4 similar vehicles

Soldotna, AK

2026 Chevrolet Corvette 1LT

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

2026 Chevrolet Corvette 1LT

Anchorage, AK

UnscoredInsufficient · 0
$69,9881,077 mi

Anchorage, AK

2027 Nissan Z NISMO

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

2027 Nissan Z NISMO

Fairbanks, AK

UnscoredInsufficient · 0
$75,893Mileage not verified

Fairbanks, AK

2021 Dodge Challenger SRT

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

2021 Dodge Challenger SRT

Fairbanks, AK

UnscoredInsufficient · 0
$81,0254,287 mi

Fairbanks, AK

2027 Chevrolet Corvette 2LT

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

2027 Chevrolet Corvette 2LT

Wasilla, AK

UnscoredInsufficient · 0
$93,504Mileage not verified

Wasilla, AK

2026 Porsche 911 GTS

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

2026 Porsche 911 GTS

Anchorage, AK

UnscoredInsufficient · 0
$223,349Mileage not verified

Anchorage, AK

2026 Porsche 911 GTS

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

2026 Porsche 911 GTS

Anchorage, AK

UnscoredInsufficient · 0
$230,479Mileage not verified

Anchorage, AK

2026 Porsche 911 GTS

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

2026 Porsche 911 GTS

Anchorage, AK

UnscoredInsufficient · 0
$253,669Mileage not verified

Anchorage, AK

2027 Chevrolet Corvette 3LZ

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

2027 Chevrolet Corvette 3LZ

Wasilla, AK

UnscoredInsufficient · 0
$259,884Mileage not verified

Wasilla, AK

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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