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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 26, 2026

6.1M+

Unique vehicles analyzed

as of October 26, 2026

56,000+

US dealerships

Daily

Data pipeline

Comparable

Market-evidence analysis

3.4M new·2.8M used·Listings processed daily

Or explore the market

396 listings found

2015 Porsche Macan S

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

2015 Porsche Macan S

South Salt Lake, UT

UnscoredLimited · 11
$7,99989,524 mi

Comparison: 11 similar vehicles

South Salt Lake, UT

2017 Porsche Macan Base

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

2017 Porsche Macan Base

Provo, UT

UnscoredInsufficient · 0
$9,999351,642 mi

Provo, UT

2010 Porsche Cayenne Base

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

2010 Porsche Cayenne Base

Orem, UT

UnscoredInsufficient · 0
$9,999117,916 mi

Orem, UT

2014 Porsche Cayenne S Hybrid

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

2014 Porsche Cayenne S Hybrid

Orem, UT

UnscoredInsufficient · 0
$10,490127,000 mi

Orem, UT

2017 Porsche Cayenne Platinum Edition

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

2017 Porsche Cayenne Platinum Edition

Midvale, UT

UnscoredInsufficient · 3
$10,523168,795 mi

Comparison: 3 similar vehicles

Midvale, UT

2015 Porsche Macan S

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

2015 Porsche Macan S

West Valley City, UT

Fair PriceLimited · 11
$10,85888,533 mi

Market: $7,999 – $16,594

Comparison: 11 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 109 days listed (based on current market benchmarks)

West Valley City, UT

2015 Porsche Macan S

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

2015 Porsche Macan S

Riverdale, UT

UnscoredInsufficient · 3
$11,433143,625 mi

Comparison: 3 similar vehicles

Riverdale, UT

2013 Porsche Cayenne S

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

2013 Porsche Cayenne S

Salt Lake City, UT

UnscoredInsufficient · 0
$11,50089,000 mi

Salt Lake City, UT

2011 Porsche Panamera S

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

2011 Porsche Panamera S

Sandy, UT

UnscoredInsufficient · 0
$12,577127,855 mi

Sandy, UT

2017 Porsche Macan S

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

2017 Porsche Macan S

Millcreek, UT

UnscoredInsufficient · 0
$12,990132,903 mi

Millcreek, UT

2013 Porsche Panamera

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

2013 Porsche Panamera

Provo, UT

UnscoredInsufficient · 0
$12,990127,913 mi

Provo, UT

2018 Porsche Macan Base

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

2018 Porsche Macan Base

Lindon, UT

Salvage title
$12,99576,919 mi

Lindon, UT

2015 Porsche Macan Turbo

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

2015 Porsche Macan Turbo

American Fork, UT

UnscoredInsufficient · 0
$13,399154,087 mi

American Fork, UT

2016 Porsche Cayenne Base

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

2016 Porsche Cayenne Base

Salt Lake City, UT

UnscoredInsufficient · 0
$13,999142,020 mi

Salt Lake City, UT

2018 Porsche Macan S

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

2018 Porsche Macan S

Bountiful, UT

UnscoredInsufficient · 0
$14,881118,207 mi

Bountiful, UT

2008 Porsche Cayenne GTS

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

2008 Porsche Cayenne GTS

Millcreek, UT

UnscoredInsufficient · 0
$14,884103,090 mi

Millcreek, UT

2013 Porsche Cayenne Turbo

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

2013 Porsche Cayenne Turbo

Murray, UT

UnscoredInsufficient · 0
$14,900131,392 mi

Murray, UT

2015 Porsche Macan S

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

2015 Porsche Macan S

Spanish Fork, UT

UnscoredLimited · 7
$14,97596,518 mi

Comparison: 7 similar vehicles

Spanish Fork, UT

2012 Porsche Panamera Base

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

2012 Porsche Panamera Base

Orem, UT

UnscoredInsufficient · 0
$14,995139,981 mi

Orem, UT

2014 Porsche Panamera S E-Hybrid

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

2014 Porsche Panamera S E-Hybrid

South Salt Lake, UT

UnscoredInsufficient · 0
$14,999111,115 mi

South Salt Lake, UT

2027 Porsche Cayenne Coupe Base

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

2027 Porsche Cayenne Coupe Base

Holladay, UT

UnscoredLimited · 7
$15,550Mileage not verified

Comparison: 7 similar vehicles

Holladay, UT

2015 Porsche Macan Turbo

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

2015 Porsche Macan Turbo

Provo, UT

UnscoredInsufficient · 0
$15,990130,190 mi

Provo, UT

2017 Porsche Macan S

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

2017 Porsche Macan S

Midvale, UT

UnscoredInsufficient · 0
$16,099102,470 mi

Midvale, UT

2015 Porsche Macan S

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

2015 Porsche Macan S

Murray, UT

OverpricedLimited · 11
$16,59499,493 mi

Market: $7,999 – $11,433

Comparison: 11 similar vehicles

Priced ~45% above the typical market range for similar vehicles (based on current market benchmarks)

Murray, UT

2014 Porsche Panamera Base

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

2014 Porsche Panamera Base

Ogden, UT

UnscoredInsufficient · 0
$16,60390,331 mi

Ogden, UT

2016 Porsche Panamera Base

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

2016 Porsche Panamera Base

Draper, UT

Salvage title
$16,74976,103 mi

Draper, UT

2017 Porsche Macan Base

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

2017 Porsche Macan Base

Lindon, UT

UnscoredInsufficient · 0
$16,99591,090 mi

Lindon, UT

2012 Porsche Panamera S Hybrid

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

2012 Porsche Panamera S Hybrid

St. George, UT

UnscoredInsufficient · 0
$17,95063,391 mi

St. George, UT

2015 Porsche Panamera Base

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

2015 Porsche Panamera Base

Lehi, UT

UnscoredInsufficient · 0
$17,99086,359 mi

Lehi, UT

2018 Porsche Macan Base

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

2018 Porsche Macan Base

Lindon, UT

UnscoredInsufficient · 0
$17,99559,409 mi

Lindon, UT

2015 Porsche Macan S

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

2015 Porsche Macan S

Provo, UT

UnscoredLimited · 7
$17,99996,854 mi

Comparison: 7 similar vehicles

Provo, UT

2027 Porsche Macan Base

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

2027 Porsche Macan Base

Holladay, UT

UnscoredInsufficient · 4
$18,220Mileage not verified

Comparison: 4 similar vehicles

Holladay, UT

2019 Porsche Cayenne Base

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

2019 Porsche Cayenne Base

Salt Lake City, UT

UnscoredInsufficient · 0
$18,294122,742 mi

Salt Lake City, UT

2015 Porsche Panamera S E-Hybrid

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

2015 Porsche Panamera S E-Hybrid

Provo, UT

UnscoredInsufficient · 0
$18,500112,265 mi

Provo, UT

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

Provo, UT

UnscoredInsufficient · 0
$18,99075,000 mi

Provo, UT

2018 Porsche Cayenne Platinum Edition

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

2018 Porsche Cayenne Platinum Edition

Lindon, UT

UnscoredInsufficient · 0
$18,99582,566 mi

Lindon, UT

2010 Porsche Panamera Turbo

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

2010 Porsche Panamera Turbo

Ogden, UT

UnscoredInsufficient · 0
$19,07795,164 mi

Ogden, UT

2020 Porsche Macan Base

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

2020 Porsche Macan Base

Riverdale, UT

UnscoredInsufficient · 0
$19,717130,524 mi

Riverdale, UT

2016 Porsche Cayenne S

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

2016 Porsche Cayenne S

Orem, UT

UnscoredInsufficient · 0
$19,99572,792 mi

Orem, UT

2018 Porsche Macan Base

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

2018 Porsche Macan Base

Lindon, UT

UnscoredInsufficient · 0
$20,49577,415 mi

Lindon, UT

2027 Porsche Cayenne Coupe Base

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

2027 Porsche Cayenne Coupe Base

Holladay, UT

UnscoredLimited · 7
$21,610Mileage not verified

Comparison: 7 similar vehicles

Holladay, UT

2018 Porsche Macan S

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

2018 Porsche Macan S

St. George, UT

UnscoredInsufficient · 0
$21,65076,263 mi

St. George, UT

2027 Porsche Macan Base

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

2027 Porsche Macan Base

Holladay, UT

UnscoredInsufficient · 4
$21,880Mileage not verified

Comparison: 4 similar vehicles

Holladay, UT

2017 Porsche Cayenne Platinum Edition

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

2017 Porsche Cayenne Platinum Edition

Provo, UT

UnscoredInsufficient · 3
$21,99073,454 mi

Comparison: 3 similar vehicles

Provo, UT

2017 Porsche Macan Turbo

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

2017 Porsche Macan Turbo

South Salt Lake, UT

UnscoredInsufficient · 0
$21,99986,155 mi

South Salt Lake, UT

2016 Porsche Macan Turbo

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

2016 Porsche Macan Turbo

Orem, UT

UnscoredInsufficient · 0
$21,99953,813 mi

Orem, UT

2016 Porsche Panamera S E-Hybrid

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

2016 Porsche Panamera S E-Hybrid

North Salt Lake, UT

UnscoredInsufficient · 0
$22,19990,533 mi

North Salt Lake, UT

2017 Porsche Cayenne Platinum Edition

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

2017 Porsche Cayenne Platinum Edition

Provo, UT

UnscoredInsufficient · 3
$22,49995,909 mi

Comparison: 3 similar vehicles

Provo, UT

2014 Porsche Panamera S

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

2014 Porsche Panamera S

Salt Lake City, UT

UnscoredInsufficient · 0
$22,50077,219 mi

Salt Lake City, UT

2027 Porsche Cayenne Coupe Base

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

2027 Porsche Cayenne Coupe Base

Holladay, UT

UnscoredLimited · 7
$22,660Mileage not verified

Comparison: 7 similar vehicles

Holladay, UT

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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