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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 14, 2026

6M+

Unique vehicles analyzed

as of October 13, 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

36 listings found

2025 Subaru Outback Premium

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

2025 Subaru Outback Premium

Fairbanks, AK

UnscoredInsufficient · 0
$28,49519,869 mi

Fairbanks, AK

2025 Subaru Outback Premium

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

2025 Subaru Outback Premium

Soldotna, AK

UnscoredLimited · 5
$29,89536,821 mi

Comparison: 5 similar vehicles

Soldotna, AK

2025 Subaru Outback Premium

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

2025 Subaru Outback Premium

Anchorage, AK

UnscoredInsufficient · 0
$29,98837,390 mi

Anchorage, AK

2025 Subaru Outback Premium

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

2025 Subaru Outback Premium

Fairbanks, AK

UnscoredInsufficient · 3
$30,79524,059 mi

Comparison: 3 similar vehicles

Fairbanks, AK

2025 Subaru Outback Base

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

2025 Subaru Outback Base

Soldotna, AK

UnscoredInsufficient · 0
$31,9952,756 mi

Soldotna, AK

2025 Subaru Outback Premium

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

2025 Subaru Outback Premium

Soldotna, AK

UnscoredInsufficient · 4
$32,79525,333 mi

Comparison: 4 similar vehicles

Soldotna, AK

2025 Subaru Outback Premium

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

2025 Subaru Outback Premium

Wasilla, AK

UnscoredInsufficient · 3
$32,99034,308 mi

Comparison: 3 similar vehicles

Wasilla, AK

2025 Subaru Outback Limited

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

2025 Subaru Outback Limited

Fairbanks, AK

UnscoredInsufficient · 0
$34,79530,011 mi

Fairbanks, AK

2025 Subaru Outback Onyx Edition

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

2025 Subaru Outback Onyx Edition

Anchorage, AK

UnscoredInsufficient · 0
$35,99514,122 mi

Anchorage, AK

2025 Subaru Outback Limited

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

2025 Subaru Outback Limited

Soldotna, AK

UnscoredInsufficient · 0
$36,98813,298 mi

Soldotna, AK

2025 Subaru Outback Touring

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

2025 Subaru Outback Touring

Fairbanks, AK

UnscoredInsufficient · 0
$38,79510,916 mi

Fairbanks, AK

2025 Subaru Outback Wilderness

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

2025 Subaru Outback Wilderness

Anchorage, AK

UnscoredInsufficient · 0
$40,9958,927 mi

Anchorage, AK

2025 BMW M5 Touring

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

2025 BMW M5 Touring

Anchorage, AK

UnscoredInsufficient · 0
$108,9999,523 mi

Anchorage, AK

2024 Subaru Outback Premium

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

2024 Subaru Outback Premium

Soldotna, AK

UnscoredInsufficient · 0
$28,99533,167 mi

Soldotna, AK

2024 Subaru Outback Limited

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

2024 Subaru Outback Limited

Anchorage, AK

UnscoredInsufficient · 0
$30,27627,251 mi

Anchorage, AK

2024 Subaru Outback Limited

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

2024 Subaru Outback Limited

Anchorage, AK

UnscoredInsufficient · 0
$33,99513,688 mi

Anchorage, AK

2022 Subaru Outback Wilderness

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

2022 Subaru Outback Wilderness

Anchorage, AK

UnscoredInsufficient · 0
$25,99580,584 mi

Anchorage, AK

2020 Subaru Outback Touring

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

2020 Subaru Outback Touring

Anchorage, AK

UnscoredInsufficient · 0
$22,99958,192 mi

Anchorage, AK

2020 Subaru Outback Onyx Edition

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

2020 Subaru Outback Onyx Edition

Anchorage, AK

UnscoredInsufficient · 0
$26,98861,866 mi

Anchorage, AK

2020 Subaru Outback Onyx Edition

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

2020 Subaru Outback Onyx Edition

Anchorage, AK

UnscoredInsufficient · 0
$27,99955,035 mi

Anchorage, AK

2020 Volvo V60 Cross Country Base

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

2020 Volvo V60 Cross Country Base

Anchorage, AK

UnscoredInsufficient · 0
$28,49957,256 mi

Anchorage, AK

2019 Volkswagen Golf SportWagen S

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

2019 Volkswagen Golf SportWagen S

Anchorage, AK

UnscoredInsufficient · 0
$12,995113,446 mi

Anchorage, AK

2019 Subaru Outback Touring

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

2019 Subaru Outback Touring

Anchorage, AK

UnscoredInsufficient · 0
$19,99580,167 mi

Anchorage, AK

2018 Subaru Outback Premium

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

2018 Subaru Outback Premium

Fairbanks, AK

UnscoredInsufficient · 0
$16,995109,825 mi

Fairbanks, AK

2017 Subaru Outback Premium

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

2017 Subaru Outback Premium

Fairbanks, AK

UnscoredInsufficient · 0
$10,995147,078 mi

Fairbanks, AK

2017 Subaru Outback Touring

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

2017 Subaru Outback Touring

Fairbanks, AK

UnscoredInsufficient · 0
$20,99586,692 mi

Fairbanks, AK

2017 Subaru Outback Limited

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

2017 Subaru Outback Limited

Wasilla, AK

UnscoredInsufficient · 0
$23,990148,714 mi

Wasilla, AK

2016 Volvo V60 Base

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

2016 Volvo V60 Base

Anchorage, AK

UnscoredInsufficient · 0
$18,90059,040 mi

Anchorage, AK

2015 Subaru Outback Limited

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

2015 Subaru Outback Limited

Anchorage, AK

UnscoredInsufficient · 0
$19,99573,486 mi

Anchorage, AK

2014 Subaru Outback Base

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

2014 Subaru Outback Base

Anchorage, AK

UnscoredInsufficient · 0
$8,995168,105 mi

Anchorage, AK

2013 Subaru Outback Premium

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

2013 Subaru Outback Premium

Soldotna, AK

UnscoredInsufficient · 0
$7,990148,582 mi

Soldotna, AK

2009 Subaru Outback 2.5i

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

2009 Subaru Outback 2.5i

Fairbanks, AK

UnscoredInsufficient · 0
$8,995124,795 mi

Fairbanks, AK

2008 Volvo XC70 3.2

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

2008 Volvo XC70 3.2

Anchorage, AK

UnscoredInsufficient · 0
$9,995157,182 mi

Anchorage, AK

2012 Volvo XC70 3.2

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

2012 Volvo XC70 3.2

Anchorage, AK

UnscoredInsufficient · 0
$8,995192,769 mi

Anchorage, AK

2011 Subaru Outback 3.6R Limited

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

2011 Subaru Outback 3.6R Limited

Wasilla, AK

UnscoredInsufficient · 0
$9,995179,846 mi

Wasilla, AK

2008 Volvo XC70 3.2

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

2008 Volvo XC70 3.2

Anchorage, AK

UnscoredInsufficient · 0
$6,995193,650 mi

Anchorage, 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, 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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