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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 6, 2026

5.9M+

Unique vehicles analyzed

as of October 5, 2026

57,000+

US dealerships

Daily

Data pipeline

Comparable

Market-evidence analysis

3.2M new·2.8M used·Listings processed daily

Or explore the market

34 listings found

2027 Chevrolet Bolt LT

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

2027 Chevrolet Bolt LT

Anchorage, AK

UnscoredLimited · 5
$30,189Mileage not verified

Comparison: 5 similar vehicles

Anchorage, AK

2027 Chevrolet Bolt LT

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

2027 Chevrolet Bolt LT

Wasilla, AK

UnscoredLimited · 5
$30,789Mileage not verified

Comparison: 5 similar vehicles

Wasilla, AK

2027 Chevrolet Bolt LT

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

2027 Chevrolet Bolt LT

Fairbanks, AK

UnscoredInsufficient · 0
$30,889Mileage not verified

Fairbanks, AK

2027 Chevrolet Bolt RS

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

2027 Chevrolet Bolt RS

Anchorage, AK

UnscoredInsufficient · 0
$35,685Mileage not verified

Anchorage, AK

2027 Toyota bZ Woodland

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

2027 Toyota bZ Woodland

Soldotna, AK

UnscoredInsufficient · 3
$49,894Mileage not verified

Comparison: 3 similar vehicles

Soldotna, AK

2027 Toyota bZ Woodland

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

2027 Toyota bZ Woodland

Juneau, AK

UnscoredInsufficient · 0
$50,094Mileage not verified

Juneau, AK

2027 Toyota bZ Woodland

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

2027 Toyota bZ Woodland

Anchorage, AK

UnscoredLimited · 5
$50,379Mileage not verified

Comparison: 5 similar vehicles

Anchorage, AK

2027 Toyota bZ Woodland

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

2027 Toyota bZ Woodland

Soldotna, AK

UnscoredInsufficient · 3
$51,553Mileage not verified

Comparison: 3 similar vehicles

Soldotna, AK

2027 Toyota bZ Woodland

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

2027 Toyota bZ Woodland

Fairbanks, AK

UnscoredInsufficient · 0
$51,648Mileage not verified

Fairbanks, AK

2027 Chevrolet Blazer EV LT

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

2027 Chevrolet Blazer EV LT

Wasilla, AK

UnscoredInsufficient · 0
$55,835Mileage not verified

Wasilla, AK

2027 BMW iX3 50

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

2027 BMW iX3 50

Anchorage, AK

UnscoredInsufficient · 0
$71,800Mileage not verified

Anchorage, AK

2026 Toyota bZ XLE

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

2026 Toyota bZ XLE

Soldotna, AK

UnscoredInsufficient · 4
$41,072Mileage not verified

Comparison: 4 similar vehicles

Soldotna, AK

2026 Toyota bZ XLE

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

2026 Toyota bZ XLE

Soldotna, AK

UnscoredInsufficient · 4
$42,773Mileage not verified

Comparison: 4 similar vehicles

Soldotna, AK

2026 Toyota bZ XLE

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

2026 Toyota bZ XLE

Anchorage, AK

UnscoredLimited · 5
$42,878Mileage not verified

Comparison: 5 similar vehicles

Anchorage, AK

2026 Honda Prologue Touring

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

2026 Honda Prologue Touring

Soldotna, AK

UnscoredInsufficient · 0
$48,794Mileage not verified

Soldotna, AK

2026 Toyota bZ Limited

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

2026 Toyota bZ Limited

Soldotna, AK

UnscoredInsufficient · 0
$49,253Mileage not verified

Soldotna, AK

2026 Lexus RZ Premium

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

2026 Lexus RZ Premium

Soldotna, AK

UnscoredInsufficient · 0
$49,432Mileage not verified

Soldotna, AK

2026 Ford Mustang Mach-E Premium AWD

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

2026 Ford Mustang Mach-E Premium AWD

Soldotna, AK

UnscoredInsufficient · 4
$51,954Mileage not verified

Comparison: 4 similar vehicles

Soldotna, AK

2026 Ford Mustang Mach-E Premium AWD

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

2026 Ford Mustang Mach-E Premium AWD

Soldotna, AK

UnscoredInsufficient · 3
$55,124Mileage not verified

Comparison: 3 similar vehicles

Soldotna, AK

2026 Porsche Taycan GTS

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

2026 Porsche Taycan GTS

Anchorage, AK

UnscoredInsufficient · 0
$189,879Mileage not verified

Anchorage, AK

2025 Audi A6 Sportback e-tron Premium Plus

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

2025 Audi A6 Sportback e-tron Premium Plus

Anchorage, AK

UnscoredInsufficient · 0
$59,347Mileage not verified

Anchorage, AK

2025 Ford F-150 Lightning Flash

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

2025 Ford F-150 Lightning Flash

Soldotna, AK

UnscoredInsufficient · 0
$62,214Mileage not verified

Soldotna, AK

2025 Porsche Taycan Base

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

2025 Porsche Taycan Base

Anchorage, AK

UnscoredInsufficient · 0
$127,074Mileage not verified

Anchorage, AK

2024 Tesla Model 3 Performance

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

2024 Tesla Model 3 Performance

Anchorage, AK

UnscoredInsufficient · 0
$48,99513,589 mi

Anchorage, AK

2024 Lucid Air Touring

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

2024 Lucid Air Touring

Anchorage, AK

UnscoredInsufficient · 0
$49,99510,866 mi

Anchorage, AK

2024 Lucid Air Touring

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

2024 Lucid Air Touring

Anchorage, AK

UnscoredInsufficient · 0
$50,99517,204 mi

Anchorage, AK

2024 Audi Q4 e-tron Premium Plus

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

2024 Audi Q4 e-tron Premium Plus

Anchorage, AK

UnscoredInsufficient · 0
$55,2842,316 mi

Anchorage, AK

2024 GMC HUMMER EV 3X

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

2024 GMC HUMMER EV 3X

Palmer, AK

UnscoredInsufficient · 0
$119,754Mileage not verified

Palmer, AK

2023 Volvo XC40 Ultimate

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

2023 Volvo XC40 Ultimate

Anchorage, AK

UnscoredLimited · 6
$31,99528,614 mi

Comparison: 6 similar vehicles

Anchorage, AK

2023 Ford Mustang Mach-E Premium AWD

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

2023 Ford Mustang Mach-E Premium AWD

Anchorage, AK

UnscoredInsufficient · 0
$34,99518,246 mi

Anchorage, AK

2023 Tesla Model Y Long Range

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

2023 Tesla Model Y Long Range

Fairbanks, AK

UnscoredInsufficient · 0
$37,99548,763 mi

Fairbanks, AK

2023 Ford F-150 Lightning XLT

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

2023 Ford F-150 Lightning XLT

Anchorage, AK

UnscoredInsufficient · 0
$46,95020,168 mi

Anchorage, AK

2022 Nissan LEAF SV

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

2022 Nissan LEAF SV

Juneau, AK

UnscoredInsufficient · 0
$19,99513,439 mi

Juneau, AK

2021 Tesla Model 3 Base

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

2021 Tesla Model 3 Base

Anchorage, AK

UnscoredInsufficient · 0
$32,99543,257 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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