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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 · November 1, 2026

6.1M+

Unique vehicles analyzed

as of November 1, 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

143 listings found

2009 Toyota Land Cruiser Base

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

2009 Toyota Land Cruiser Base

Holladay, UT

UnscoredInsufficient · 0
$16,493278,143 mi

Holladay, 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

Unscored
$32,000Mileage not verified

Comparison: 7 similar vehicles

Holladay, UT

2022 Mercedes-Benz GLB AMG GLB35

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

2022 Mercedes-Benz GLB AMG GLB35

Holladay, UT

UnscoredInsufficient · 0
$32,99141,794 mi

Holladay, UT

2018 Porsche Macan Turbo

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

2018 Porsche Macan Turbo

Holladay, UT

UnscoredInsufficient · 0
$33,99198,481 mi

Holladay, UT

2023 Jeep Gladiator Mojave

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

2023 Jeep Gladiator Mojave

Holladay, UT

UnscoredInsufficient · 3
$35,99133,416 mi

Comparison: 3 similar vehicles

Holladay, UT

2023 Land Rover Defender X-Dynamic SE

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

2023 Land Rover Defender X-Dynamic SE

Holladay, UT

Unscored
$51,99937,279 mi

Comparison: 7 similar vehicles

Holladay, UT

2018 Audi RS 3 Base

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

2018 Audi RS 3 Base

Holladay, UT

UnscoredInsufficient · 0
$52,9986,232 mi

Holladay, UT

2025 Porsche Macan Base

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

2025 Porsche Macan Base

Holladay, UT

Unscored
$59,9985,056 mi

Comparison: 5 similar vehicles

Holladay, UT

2023 Porsche Macan S

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

2023 Porsche Macan S

Holladay, UT

UnscoredInsufficient · 0
$59,99938,399 mi

Holladay, UT

2026 Porsche Macan Base

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

2026 Porsche Macan Base

Holladay, UT

Fair PriceLimited · 17
$64,9983,976 mi

Market: $65,998 – $108,980

Comparison: 17 similar vehicles

Fairly priced — priced near the comparable range, but not far enough below it to qualify as a Great Deal · 95 days listed (based on current market benchmarks)

Holladay, UT

2025 Porsche Macan Base

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

2025 Porsche Macan Base

Holladay, UT

Unscored
$64,9986,016 mi

Comparison: 5 similar vehicles

Holladay, UT

2025 Porsche Macan Base

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

2025 Porsche Macan Base

Holladay, UT

Unscored
$64,9986,111 mi

Comparison: 5 similar vehicles

Holladay, UT

2025 Porsche Macan Base

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

2025 Porsche Macan Base

Holladay, UT

Unscored
$64,9987,165 mi

Comparison: 5 similar vehicles

Holladay, UT

2026 Porsche Macan Base

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

2026 Porsche Macan Base

Holladay, UT

Fair PriceLimited · 17
$65,9982,308 mi

Market: $64,998 – $108,980

Comparison: 17 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 95 days listed (based on current market benchmarks)

Holladay, UT

2025 Porsche Macan Base

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

2025 Porsche Macan Base

Holladay, UT

Unscored
$65,9984,845 mi

Comparison: 5 similar vehicles

Holladay, UT

2025 Porsche Macan Base

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

2025 Porsche Macan Base

Holladay, UT

Unscored
$65,9983,809 mi

Comparison: 5 similar vehicles

Holladay, UT

2023 Dodge Challenger SRT

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

2023 Dodge Challenger SRT

Holladay, UT

Great DealModerate · 30
$66,4946,659 mi

Market: $104,999 – $136,447

Comparison: 30 similar vehicles

Competitively priced ~37% below the typical range compared to similar vehicles · 17 days listed (based on current market benchmarks)

Holladay, UT

2026 Porsche Macan Base

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

2026 Porsche Macan Base

Holladay, UT

Fair PriceLimited · 17
$67,9996,958 mi

Market: $64,998 – $108,980

Comparison: 17 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 95 days listed (based on current market benchmarks)

Holladay, UT

2026 Porsche Macan Base

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

2026 Porsche Macan Base

Holladay, UT

Fair PriceLimited · 17
$68,9987,257 mi

Market: $64,998 – $108,980

Comparison: 17 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 95 days listed (based on current market benchmarks)

Holladay, UT

2026 Porsche Macan Base

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

2026 Porsche Macan Base

Holladay, UT

Fair PriceLimited · 17
$68,9986,630 mi

Market: $64,998 – $108,980

Comparison: 17 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 81 days listed (based on current market benchmarks)

Holladay, UT

2026 Porsche Macan Base

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

2026 Porsche Macan Base

Holladay, UT

Fair PriceLimited · 17
$69,9988,117 mi

Market: $64,998 – $108,980

Comparison: 17 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 36 days listed (based on current market benchmarks)

Holladay, UT

2026 Porsche Macan Base

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

2026 Porsche Macan Base

Holladay, UT

Fair PriceLimited · 17
$69,9995,726 mi

Market: $64,998 – $108,980

Comparison: 17 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 95 days listed (based on current market benchmarks)

Holladay, UT

2026 Porsche Macan Base

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

2026 Porsche Macan Base

Holladay, UT

Fair PriceLimited · 17
$69,9996,374 mi

Market: $64,998 – $108,980

Comparison: 17 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 95 days listed (based on current market benchmarks)

Holladay, UT

2026 Porsche Macan Base

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

2026 Porsche Macan Base

Holladay, UT

Fair PriceLimited · 17
$70,9991,205 mi

Market: $64,998 – $108,980

Comparison: 17 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 95 days listed (based on current market benchmarks)

Holladay, UT

2026 Porsche Macan Base

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

2026 Porsche Macan Base

Holladay, UT

Fair PriceLimited · 17
$71,9985,408 mi

Market: $64,998 – $108,980

Comparison: 17 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 43 days listed (based on current market benchmarks)

Holladay, UT

2026 Porsche Macan Base

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

2026 Porsche Macan Base

Holladay, UT

Fair PriceLimited · 17
$71,9996,690 mi

Market: $64,998 – $108,980

Comparison: 17 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 95 days listed (based on current market benchmarks)

Holladay, UT

2021 Porsche Taycan S

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

2021 Porsche Taycan S

Holladay, UT

UnscoredInsufficient · 0
$72,99111,464 mi

Holladay, UT

2026 Porsche Macan Base

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

2026 Porsche Macan Base

Holladay, UT

Fair PriceLimited · 17
$72,9996,025 mi

Market: $64,998 – $108,980

Comparison: 17 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 95 days listed (based on current market benchmarks)

Holladay, UT

2024 Porsche Cayenne Coupe Base

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

2024 Porsche Cayenne Coupe Base

Holladay, UT

UnscoredInsufficient · 0
$77,99125,062 mi

Holladay, UT

2026 Porsche Macan Base

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

2026 Porsche Macan Base

Holladay, UT

Fair PriceModerate · 32
$81,999Mileage not verified

Market: $82,199 – $116,819

Comparison: 32 similar vehicles

Fairly priced — priced near the comparable range, but not far enough below it to qualify as a Great Deal · 46 days listed (based on current market benchmarks)

Holladay, UT

2026 Porsche Macan Base

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

2026 Porsche Macan Base

Holladay, UT

Fair PriceModerate · 33
$82,199Mileage not verified

Market: $81,999 – $116,819

Comparison: 33 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 95 days listed (based on current market benchmarks)

Holladay, UT

2026 Porsche Macan Base

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

2026 Porsche Macan Base

Holladay, UT

Fair PriceLimited · 17
$82,990Mileage not verified

Market: $64,998 – $108,980

Comparison: 17 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 95 days listed (based on current market benchmarks)

Holladay, UT

2026 Porsche Macan Base

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

2026 Porsche Macan Base

Holladay, UT

Fair PriceModerate · 33
$83,589Mileage not verified

Market: $81,999 – $116,819

Comparison: 33 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 95 days listed (based on current market benchmarks)

Holladay, UT

2026 Porsche Macan Base

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

2026 Porsche Macan Base

Holladay, UT

Fair PriceModerate · 32
$83,629Mileage not verified

Market: $81,999 – $116,819

Comparison: 32 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 95 days listed (based on current market benchmarks)

Holladay, UT

2026 Porsche Macan Base

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

2026 Porsche Macan Base

Holladay, UT

Fair PriceLimited · 17
$83,740Mileage not verified

Market: $64,998 – $108,980

Comparison: 17 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 95 days listed (based on current market benchmarks)

Holladay, UT

2026 Porsche Macan Base

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

2026 Porsche Macan Base

Holladay, UT

Fair PriceModerate · 32
$83,809Mileage not verified

Market: $81,999 – $116,819

Comparison: 32 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 11 days listed (based on current market benchmarks)

Holladay, UT

2026 Porsche Macan Base

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

2026 Porsche Macan Base

Holladay, UT

Fair PriceLimited · 17
$84,420Mileage not verified

Market: $64,998 – $108,980

Comparison: 17 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 95 days listed (based on current market benchmarks)

Holladay, UT

2026 Porsche Macan Base

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

2026 Porsche Macan Base

Holladay, UT

Fair PriceLimited · 17
$84,850Mileage not verified

Market: $64,998 – $108,980

Comparison: 17 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 5 days listed (based on current market benchmarks)

Holladay, UT

2026 Porsche Macan T

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

2026 Porsche Macan T

Holladay, UT

Fair PriceModerate · 46
$85,049Mileage not verified

Market: $79,699 – $90,989

Comparison: 46 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 95 days listed (based on current market benchmarks)

Holladay, UT

2026 Porsche Macan Base

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

2026 Porsche Macan Base

Holladay, UT

Fair PriceLimited · 17
$85,290Mileage not verified

Market: $64,998 – $108,980

Comparison: 17 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 95 days listed (based on current market benchmarks)

Holladay, UT

2026 Porsche Macan Base

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

2026 Porsche Macan Base

Holladay, UT

Fair PriceModerate · 33
$85,489Mileage not verified

Market: $81,999 – $116,819

Comparison: 33 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 95 days listed (based on current market benchmarks)

Holladay, UT

2026 Porsche Macan Base

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

2026 Porsche Macan Base

Holladay, UT

Fair PriceModerate · 33
$85,519Mileage not verified

Market: $81,999 – $116,819

Comparison: 33 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 95 days listed (based on current market benchmarks)

Holladay, UT

2026 Porsche Macan Base

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

2026 Porsche Macan Base

Holladay, UT

Fair PriceModerate · 32
$85,929Mileage not verified

Market: $81,999 – $116,819

Comparison: 32 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 73 days listed (based on current market benchmarks)

Holladay, UT

2026 Porsche Macan Base

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

2026 Porsche Macan Base

Holladay, UT

Fair PriceModerate · 32
$86,089Mileage not verified

Market: $81,999 – $116,819

Comparison: 32 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 45 days listed (based on current market benchmarks)

Holladay, UT

2026 Porsche Macan Base

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

2026 Porsche Macan Base

Holladay, UT

Fair PriceModerate · 32
$86,199Mileage not verified

Market: $81,999 – $116,819

Comparison: 32 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 95 days listed (based on current market benchmarks)

Holladay, UT

2026 Porsche Macan Base

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

2026 Porsche Macan Base

Holladay, UT

Fair PriceModerate · 32
$86,249Mileage not verified

Market: $81,999 – $116,819

Comparison: 32 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 95 days listed (based on current market benchmarks)

Holladay, UT

2026 Porsche Macan Base

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

2026 Porsche Macan Base

Holladay, UT

Fair PriceModerate · 33
$87,599Mileage not verified

Market: $81,999 – $116,819

Comparison: 33 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 75 days listed (based on current market benchmarks)

Holladay, UT

2026 Porsche Macan Base

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

2026 Porsche Macan Base

Holladay, UT

Fair PriceModerate · 32
$88,679Mileage not verified

Market: $81,999 – $116,819

Comparison: 32 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 11 days listed (based on current market benchmarks)

Holladay, UT

2026 Porsche Macan S

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

2026 Porsche Macan S

Holladay, UT

UnscoredInsufficient · 0
$92,870Mileage not verified

Holladay, UT

2026 Porsche Macan S

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

2026 Porsche Macan S

Holladay, UT

Great DealLimited · 16
$93,469Mileage not verified

Market: $99,949 – $116,819

Comparison: 16 similar vehicles

Competitively priced ~6% below the typical range compared to similar vehicles · 95 days listed (based on current market benchmarks)

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.
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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