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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 25, 2026

6.1M+

Unique vehicles analyzed

as of October 25, 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

110 listings found

2000 Porsche Boxster Base

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

2000 Porsche Boxster Base

Lynnwood, WA

UnscoredInsufficient · 0
$12,49996,517 mi

Lynnwood, WA

2013 Porsche Cayenne S Hybrid

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

2013 Porsche Cayenne S Hybrid

Lynnwood, WA

UnscoredInsufficient · 0
$12,991131,968 mi

Lynnwood, WA

2017 Porsche Macan Base

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

2017 Porsche Macan Base

Lynnwood, WA

Great DealLimited · 12
$13,736107,863 mi

Market: $17,195 – $20,694

Comparison: 12 similar vehicles

Competitively priced ~20% below the typical range compared to similar vehicles · 144 days listed (based on current market benchmarks)

Lynnwood, WA

2011 Porsche Cayenne Base

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

2011 Porsche Cayenne Base

Lynnwood, WA

UnscoredInsufficient · 0
$14,95055,336 mi

Lynnwood, WA

2016 Porsche Cayenne S E-Hybrid

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

2016 Porsche Cayenne S E-Hybrid

Lynnwood, WA

UnscoredInsufficient · 0
$14,995121,118 mi

Lynnwood, WA

2001 Porsche Boxster Base

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

2001 Porsche Boxster Base

Lynnwood, WA

UnscoredInsufficient · 4
$15,49862,072 mi

Comparison: 4 similar vehicles

Lynnwood, WA

2016 Porsche Macan Turbo

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

2016 Porsche Macan Turbo

Lynnwood, WA

UnscoredInsufficient · 3
$15,995125,403 mi

Comparison: 3 similar vehicles

Lynnwood, WA

2013 Porsche Cayenne GTS

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

2013 Porsche Cayenne GTS

Lynnwood, WA

UnscoredInsufficient · 0
$15,998147,993 mi

Lynnwood, WA

2002 Porsche Boxster Base

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

2002 Porsche Boxster Base

Lynnwood, WA

UnscoredInsufficient · 0
$16,97027,787 mi

Lynnwood, WA

2015 Porsche Macan Turbo

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

2015 Porsche Macan Turbo

Lynnwood, WA

UnscoredLimited · 5
$16,999109,538 mi

Comparison: 5 similar vehicles

Lynnwood, WA

2013 Porsche Cayenne Base

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

2013 Porsche Cayenne Base

Lynnwood, WA

UnscoredInsufficient · 0
$17,99178,914 mi

Lynnwood, WA

2017 Porsche Macan Base

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

2017 Porsche Macan Base

Lynnwood, WA

Fair PriceLimited · 12
$17,995118,791 mi

Market: $13,736 – $20,694

Comparison: 12 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 464 days listed (based on current market benchmarks)

Lynnwood, WA

2015 Porsche Macan S

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

2015 Porsche Macan S

Lynnwood, WA

UnscoredLimited · 5
$18,00081,201 mi

Comparison: 5 similar vehicles

Lynnwood, WA

2016 Porsche Macan S

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

2016 Porsche Macan S

Lynnwood, WA

UnscoredInsufficient · 4
$18,50083,257 mi

Comparison: 4 similar vehicles

Lynnwood, WA

2018 Porsche Macan Base

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

2018 Porsche Macan Base

Lynnwood, WA

UnscoredLimited · 8
$18,99189,973 mi

Comparison: 8 similar vehicles

Lynnwood, WA

2001 Porsche Boxster Base

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

2001 Porsche Boxster Base

Lynnwood, WA

UnscoredInsufficient · 0
$19,99855,008 mi

Lynnwood, WA

2017 Porsche Macan S

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

2017 Porsche Macan S

Lynnwood, WA

UnscoredInsufficient · 3
$20,99775,924 mi

Comparison: 3 similar vehicles

Lynnwood, WA

2018 Porsche Cayenne Base

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

2018 Porsche Cayenne Base

Lynnwood, WA

UnscoredInsufficient · 0
$20,99980,170 mi

Lynnwood, WA

2012 Porsche Panamera S

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

2012 Porsche Panamera S

Lynnwood, WA

UnscoredInsufficient · 0
$21,991136,581 mi

Lynnwood, WA

2011 Porsche Cayenne Turbo

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

2011 Porsche Cayenne Turbo

Lynnwood, WA

UnscoredInsufficient · 0
$21,99596,011 mi

Lynnwood, WA

2017 Porsche Macan S

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

2017 Porsche Macan S

Lynnwood, WA

UnscoredInsufficient · 0
$22,99559,836 mi

Lynnwood, WA

2017 Porsche Macan GTS

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

2017 Porsche Macan GTS

Lynnwood, WA

UnscoredLimited · 5
$24,085Mileage not verified

Comparison: 5 similar vehicles

Lynnwood, WA

2013 Porsche Panamera GTS

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

2013 Porsche Panamera GTS

Lynnwood, WA

UnscoredInsufficient · 0
$26,60082,638 mi

Lynnwood, WA

2019 Porsche Cayenne Base

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

2019 Porsche Cayenne Base

Lynnwood, WA

UnscoredLimited · 5
$27,50083,832 mi

Comparison: 5 similar vehicles

Lynnwood, WA

2013 Porsche Panamera Platinum Edition

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

2013 Porsche Panamera Platinum Edition

Lynnwood, WA

UnscoredInsufficient · 0
$29,99920,954 mi

Lynnwood, WA

2016 Porsche Panamera GTS

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

2016 Porsche Panamera GTS

Lynnwood, WA

UnscoredInsufficient · 0
$37,99554,444 mi

Lynnwood, WA

2019 Porsche Cayenne S

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

2019 Porsche Cayenne S

Lynnwood, WA

UnscoredInsufficient · 0
$37,99853,136 mi

Lynnwood, WA

2021 Porsche Macan S

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

2021 Porsche Macan S

Lynnwood, WA

UnscoredInsufficient · 0
$38,95046,785 mi

Lynnwood, WA

2004 Porsche 911 Carrera

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

2004 Porsche 911 Carrera

Lynnwood, WA

UnscoredInsufficient · 0
$41,00038,878 mi

Lynnwood, WA

2019 Porsche Cayenne S

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

2019 Porsche Cayenne S

Lynnwood, WA

UnscoredInsufficient · 0
$47,99838,868 mi

Lynnwood, WA

2023 Porsche Cayenne Base

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

2023 Porsche Cayenne Base

Lynnwood, WA

UnscoredLimited · 9
$49,79925,962 mi

Comparison: 9 similar vehicles

Lynnwood, WA

2019 Porsche Cayenne Turbo

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

2019 Porsche Cayenne Turbo

Lynnwood, WA

UnscoredInsufficient · 0
$55,88853,880 mi

Lynnwood, WA

2021 Porsche Macan GTS

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

2021 Porsche Macan GTS

Lynnwood, WA

UnscoredInsufficient · 0
$56,55520,762 mi

Lynnwood, WA

2021 Porsche Taycan S

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

2021 Porsche Taycan S

Lynnwood, WA

UnscoredInsufficient · 0
$61,88823,900 mi

Lynnwood, WA

2008 Porsche 911 Targa S

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

2008 Porsche 911 Targa S

Lynnwood, WA

UnscoredInsufficient · 0
$68,88859,480 mi

Lynnwood, WA

2026 Porsche Macan T

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

2026 Porsche Macan T

Lynnwood, WA

Fair PriceModerate · 43
$77,300Mileage not verified

Market: $78,150 – $95,890

Comparison: 43 similar vehicles

Fairly priced — priced near the comparable range, but not far enough below it to qualify as a Great Deal · 107 days listed (based on current market benchmarks)

Lynnwood, WA

2026 Porsche Macan T

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

2026 Porsche Macan T

Lynnwood, WA

Fair PriceModerate · 43
$80,080Mileage not verified

Market: $77,300 – $95,890

Comparison: 43 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 14 days listed (based on current market benchmarks)

Lynnwood, WA

2026 Porsche Macan T

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

2026 Porsche Macan T

Lynnwood, WA

Fair PriceModerate · 43
$81,390Mileage not verified

Market: $77,300 – $95,890

Comparison: 43 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 135 days listed (based on current market benchmarks)

Lynnwood, WA

2026 Porsche Macan Base

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

2026 Porsche Macan Base

Lynnwood, WA

Fair PriceModerate · 21
$82,160Mileage not verified

Market: $82,500 – $111,175

Comparison: 21 similar vehicles

Fairly priced — priced near the comparable range, but not far enough below it to qualify as a Great Deal · 255 days listed (based on current market benchmarks)

Lynnwood, WA

2026 Porsche Macan Base

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

2026 Porsche Macan Base

Lynnwood, WA

Fair PriceModerate · 21
$82,500Mileage not verified

Market: $82,160 – $111,175

Comparison: 21 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 260 days listed (based on current market benchmarks)

Lynnwood, WA

2026 Porsche Macan T

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

2026 Porsche Macan T

Lynnwood, WA

Fair PriceModerate · 43
$82,830Mileage not verified

Market: $77,300 – $95,890

Comparison: 43 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 177 days listed (based on current market benchmarks)

Lynnwood, WA

2026 Porsche Macan Base

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

2026 Porsche Macan Base

Lynnwood, WA

Fair PriceModerate · 21
$83,170Mileage not verified

Market: $82,160 – $111,175

Comparison: 21 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 289 days listed (based on current market benchmarks)

Lynnwood, WA

2026 Porsche Macan Base

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

2026 Porsche Macan Base

Lynnwood, WA

Fair PriceModerate · 21
$83,190Mileage not verified

Market: $82,160 – $111,175

Comparison: 21 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 213 days listed (based on current market benchmarks)

Lynnwood, WA

2026 Porsche Macan Base

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

2026 Porsche Macan Base

Lynnwood, WA

Fair PriceModerate · 21
$83,400Mileage not verified

Market: $82,160 – $111,175

Comparison: 21 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 261 days listed (based on current market benchmarks)

Lynnwood, WA

2026 Porsche Macan Base

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

2026 Porsche Macan Base

Lynnwood, WA

Fair PriceModerate · 21
$83,400Mileage not verified

Market: $82,160 – $111,175

Comparison: 21 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 196 days listed (based on current market benchmarks)

Lynnwood, WA

2026 Porsche Macan Base

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

2026 Porsche Macan Base

Lynnwood, WA

Fair PriceModerate · 21
$83,770Mileage not verified

Market: $82,160 – $111,175

Comparison: 21 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 360 days listed (based on current market benchmarks)

Lynnwood, WA

2026 Porsche Macan Base

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

2026 Porsche Macan Base

Lynnwood, WA

Fair PriceModerate · 21
$84,230Mileage not verified

Market: $82,160 – $111,175

Comparison: 21 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 262 days listed (based on current market benchmarks)

Lynnwood, WA

2026 Porsche Macan

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

2026 Porsche Macan

Lynnwood, WA

UnscoredInsufficient · 0
$84,740Mileage not verified

Lynnwood, WA

2011 Porsche 911 Carrera S

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

2011 Porsche 911 Carrera S

Lynnwood, WA

UnscoredInsufficient · 3
$84,99867,505 mi

Comparison: 3 similar vehicles

Lynnwood, WA

2026 Porsche Macan Base

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

2026 Porsche Macan Base

Lynnwood, WA

Fair PriceModerate · 21
$85,490Mileage not verified

Market: $82,160 – $111,175

Comparison: 21 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 196 days listed (based on current market benchmarks)

Lynnwood, WA

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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