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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

6M+

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

442 listings found

2015 Nissan Pathfinder SV

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

2015 Nissan Pathfinder SV

Wood Village, OR

UnscoredLimited · 5
$12,99096,126 mi

Comparison: 5 similar vehicles

Wood Village, OR

2015 GMC Terrain SLE-2

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

2015 GMC Terrain SLE-2

Wood Village, OR

UnscoredLimited · 6
$13,59084,757 mi

Comparison: 6 similar vehicles

Wood Village, OR

2016 Ford Edge Sport

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

2016 Ford Edge Sport

Wood Village, OR

UnscoredInsufficient · 3
$14,59099,831 mi

Comparison: 3 similar vehicles

Wood Village, OR

2013 Lincoln MKX Base

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

2013 Lincoln MKX Base

Wood Village, OR

OverpricedLimited · 18
$14,59077,485 mi

Market: $5,999 – $12,195

Comparison: 18 similar vehicles

Priced ~20% above the typical market range for similar vehicles (based on current market benchmarks)

Wood Village, OR

2011 Jeep Wrangler Unlimited Sport

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

2011 Jeep Wrangler Unlimited Sport

Wood Village, OR

UnscoredInsufficient · 4
$14,590109,553 mi

Comparison: 4 similar vehicles

Wood Village, OR

2011 Chevrolet Camaro LS

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

2011 Chevrolet Camaro LS

Wood Village, OR

UnscoredInsufficient · 0
$14,59073,421 mi

Wood Village, OR

2017 Nissan Pathfinder SL

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

2017 Nissan Pathfinder SL

Wood Village, OR

UnscoredLimited · 5
$14,79088,164 mi

Comparison: 5 similar vehicles

Wood Village, OR

2017 Land Rover Discovery Sport SE

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

2017 Land Rover Discovery Sport SE

Wood Village, OR

UnscoredInsufficient · 0
$14,99078,051 mi

Wood Village, OR

2018 Alfa Romeo Stelvio Base

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

2018 Alfa Romeo Stelvio Base

Wood Village, OR

UnscoredInsufficient · 0
$15,59070,065 mi

Wood Village, OR

2015 Ford Edge Sport

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

2015 Ford Edge Sport

Wood Village, OR

Fair PriceLimited · 15
$15,59079,060 mi

Market: $11,198 – $32,990

Comparison: 15 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 37 days listed (based on current market benchmarks)

Wood Village, OR

2010 Lexus RX 350

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

2010 Lexus RX 350

Wood Village, OR

OverpricedLimited · 13
$15,590104,065 mi

Market: $5,500 – $14,198

Comparison: 13 similar vehicles

Priced ~10% above the typical market range for similar vehicles (based on current market benchmarks)

Wood Village, OR

2011 Lexus ES 350

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

2011 Lexus ES 350

Wood Village, OR

UnscoredInsufficient · 4
$16,59068,584 mi

Comparison: 4 similar vehicles

Wood Village, OR

2017 Nissan Pathfinder SL

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

2017 Nissan Pathfinder SL

Wood Village, OR

UnscoredLimited · 5
$16,99090,426 mi

Comparison: 5 similar vehicles

Wood Village, OR

2015 Ford Edge Titanium

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

2015 Ford Edge Titanium

Wood Village, OR

UnscoredLimited · 5
$16,99080,005 mi

Comparison: 5 similar vehicles

Wood Village, OR

2021 Ford Edge SEL

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

2021 Ford Edge SEL

Wood Village, OR

UnscoredLimited · 6
$17,59098,833 mi

Comparison: 6 similar vehicles

Wood Village, OR

2017 Ford Expedition XLT

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

2017 Ford Expedition XLT

Wood Village, OR

UnscoredInsufficient · 3
$17,590115,436 mi

Comparison: 3 similar vehicles

Wood Village, OR

2020 Nissan Pathfinder SL

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

2020 Nissan Pathfinder SL

Wood Village, OR

Fair PriceLimited · 16
$17,99071,482 mi

Market: $6,999 – $20,215

Comparison: 16 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 49 days listed (based on current market benchmarks)

Wood Village, OR

2016 Chevrolet Colorado Work Truck

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

2016 Chevrolet Colorado Work Truck

Wood Village, OR

UnscoredInsufficient · 3
$17,990112,345 mi

Comparison: 3 similar vehicles

Wood Village, OR

2015 Mercedes-Benz C-Class C300

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

2015 Mercedes-Benz C-Class C300

Wood Village, OR

UnscoredInsufficient · 0
$17,99040,722 mi

Wood Village, OR

2021 Chevrolet Traverse 1LT

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

2021 Chevrolet Traverse 1LT

Wood Village, OR

UnscoredInsufficient · 0
$18,590103,478 mi

Wood Village, OR

2020 Hyundai Palisade SEL

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

2020 Hyundai Palisade SEL

Wood Village, OR

Fair PriceModerate · 25
$18,590102,687 mi

Market: $15,995 – $21,998

Comparison: 25 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 24 days listed (based on current market benchmarks)

Wood Village, OR

2019 Mazda CX-9 Touring

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

2019 Mazda CX-9 Touring

Wood Village, OR

UnscoredLimited · 9
$18,59088,485 mi

Comparison: 9 similar vehicles

Wood Village, OR

2017 Ford Expedition Limited

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

2017 Ford Expedition Limited

Wood Village, OR

UnscoredInsufficient · 3
$18,590110,068 mi

Comparison: 3 similar vehicles

Wood Village, OR

2017 Mercedes-Benz GLC GLC300

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

2017 Mercedes-Benz GLC GLC300

Wood Village, OR

UnscoredLimited · 5
$18,59070,847 mi

Comparison: 5 similar vehicles

Wood Village, OR

2016 Dodge Challenger SXT

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

2016 Dodge Challenger SXT

Wood Village, OR

UnscoredLimited · 9
$18,59062,755 mi

Comparison: 9 similar vehicles

Wood Village, OR

2016 BMW X5 xDrive35i

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

2016 BMW X5 xDrive35i

Wood Village, OR

UnscoredInsufficient · 4
$18,59077,593 mi

Comparison: 4 similar vehicles

Wood Village, OR

2015 Mercedes-Benz C-Class C300

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

2015 Mercedes-Benz C-Class C300

Wood Village, OR

UnscoredInsufficient · 0
$18,59047,340 mi

Wood Village, OR

2012 Jeep Wrangler Unlimited Sport

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

2012 Jeep Wrangler Unlimited Sport

Wood Village, OR

OverpricedModerate · 22
$18,59076,054 mi

Market: $6,999 – $15,199

Comparison: 22 similar vehicles

Priced ~22% above the typical market range for similar vehicles (based on current market benchmarks)

Wood Village, OR

2019 Ford Edge SEL

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

2019 Ford Edge SEL

Wood Village, OR

UnscoredInsufficient · 0
$18,99031,238 mi

Wood Village, OR

2019 Subaru Ascent Premium

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

2019 Subaru Ascent Premium

Wood Village, OR

Fair PriceModerate · 26
$18,99087,147 mi

Market: $13,950 – $23,995

Comparison: 26 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 3 days listed (based on current market benchmarks)

Wood Village, OR

2022 Ford Edge Titanium

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

2022 Ford Edge Titanium

Wood Village, OR

UnscoredLimited · 7
$19,59077,811 mi

Comparison: 7 similar vehicles

Wood Village, OR

2018 Jeep Wrangler JK Unlimited Altitude

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

2018 Jeep Wrangler JK Unlimited Altitude

Wood Village, OR

UnscoredInsufficient · 0
$19,590121,892 mi

Wood Village, OR

2013 Honda Ridgeline RTL

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

2013 Honda Ridgeline RTL

Wood Village, OR

UnscoredInsufficient · 0
$19,590103,277 mi

Wood Village, OR

2025 Kia K4 LXS

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

2025 Kia K4 LXS

Wood Village, OR

Fair PriceModerate · 30
$19,99035,169 mi

Market: $18,771 – $20,590

Comparison: 30 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 12 days listed (based on current market benchmarks)

Wood Village, OR

2025 Chevrolet Trailblazer LT

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

2025 Chevrolet Trailblazer LT

Wood Village, OR

Fair PriceLimited · 10
$19,99030,019 mi

Market: $19,219 – $22,240

Comparison: 10 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 67 days listed (based on current market benchmarks)

Wood Village, OR

2023 Ford Edge SEL

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

2023 Ford Edge SEL

Wood Village, OR

UnscoredInsufficient · 3
$19,99081,997 mi

Comparison: 3 similar vehicles

Wood Village, OR

2022 Dodge Charger SXT

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

2022 Dodge Charger SXT

Wood Village, OR

Fair PriceModerate · 21
$19,99064,475 mi

Market: $13,499 – $23,990

Comparison: 21 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 19 days listed (based on current market benchmarks)

Wood Village, OR

2019 GMC Acadia Denali

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

2019 GMC Acadia Denali

Wood Village, OR

UnscoredLimited · 6
$19,990104,463 mi

Comparison: 6 similar vehicles

Wood Village, OR

2018 BMW X5 xDrive40e

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

2018 BMW X5 xDrive40e

Wood Village, OR

OverpricedLimited · 12
$19,99063,582 mi

Market: $12,699 – $18,900

Comparison: 12 similar vehicles

Priced ~6% above the typical market range for similar vehicles (based on current market benchmarks)

Wood Village, OR

2018 Mercedes-Benz GLC GLC300

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

2018 Mercedes-Benz GLC GLC300

Wood Village, OR

UnscoredInsufficient · 4
$19,99063,373 mi

Comparison: 4 similar vehicles

Wood Village, OR

2016 Mazda CX-9 Signature

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

2016 Mazda CX-9 Signature

Wood Village, OR

UnscoredLimited · 7
$19,99065,217 mi

Comparison: 7 similar vehicles

Wood Village, OR

2025 Kia K4 LXS

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

2025 Kia K4 LXS

Wood Village, OR

OverpricedModerate · 30
$20,59035,260 mi

Market: $18,771 – $19,990

Comparison: 30 similar vehicles

Priced ~3% above the typical market range for similar vehicles (based on current market benchmarks)

Wood Village, OR

2025 Kia K4 LXS

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

2025 Kia K4 LXS

Wood Village, OR

UnscoredLimited · 9
$20,59027,946 mi

Comparison: 9 similar vehicles

Wood Village, OR

2023 Volkswagen Taos S

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

2023 Volkswagen Taos S

Wood Village, OR

UnscoredInsufficient · 3
$20,59033,955 mi

Comparison: 3 similar vehicles

Wood Village, OR

2023 Hyundai Elantra Blue

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

2023 Hyundai Elantra Blue

Wood Village, OR

UnscoredLimited · 6
$20,59064,137 mi

Comparison: 6 similar vehicles

Wood Village, OR

2021 Mazda CX-30 S

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

2021 Mazda CX-30 S

Wood Village, OR

UnscoredInsufficient · 0
$20,59030,644 mi

Wood Village, OR

2013 Lexus RX 450h

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

2013 Lexus RX 450h

Wood Village, OR

UnscoredInsufficient · 4
$20,59080,833 mi

Comparison: 4 similar vehicles

Wood Village, OR

2026 Volkswagen Taos S

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

2026 Volkswagen Taos S

Wood Village, OR

UnscoredLimited · 6
$20,99019,817 mi

Comparison: 6 similar vehicles

Wood Village, OR

2025 Kia K4 EX

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

2025 Kia K4 EX

Wood Village, OR

UnscoredInsufficient · 0
$20,99036,190 mi

Wood Village, OR

2024 GMC Terrain SLE

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

2024 GMC Terrain SLE

Wood Village, OR

UnscoredLimited · 14
$20,99042,006 mi

Comparison: 14 similar vehicles

Wood Village, OR

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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