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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

94 listings found

2003 Ford F-150 Lariat

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

2003 Ford F-150 Lariat

Port Angeles, WA

UnscoredInsufficient · 3
$5,995149,534 mi

Comparison: 3 similar vehicles

Port Angeles, WA

2010 Ford Escape XLT

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

2010 Ford Escape XLT

Port Angeles, WA

UnscoredInsufficient · 4
$6,495194,339 mi

Comparison: 4 similar vehicles

Port Angeles, WA

2008 Ford Edge SEL

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

2008 Ford Edge SEL

Port Angeles, WA

UnscoredInsufficient · 0
$6,495211,608 mi

Port Angeles, WA

2006 Ford F-150 XLT

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

2006 Ford F-150 XLT

Port Angeles, WA

UnscoredLimited · 19
$6,995329,938 mi

Comparison: 19 similar vehicles

Port Angeles, WA

2010 Ford Flex Limited

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

2010 Ford Flex Limited

Port Angeles, WA

UnscoredInsufficient · 0
$7,995142,510 mi

Port Angeles, WA

2014 Ford Escape SE

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

2014 Ford Escape SE

Port Angeles, WA

Fair PriceModerate · 22
$8,500105,600 mi

Market: $4,950 – $11,195

Comparison: 22 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 10 days listed (based on current market benchmarks)

Port Angeles, WA

2011 Ford F-150 XL

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

2011 Ford F-150 XL

Port Angeles, WA

UnscoredInsufficient · 0
$8,995204,318 mi

Port Angeles, WA

2007 Ford F-150 Lariat

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

2007 Ford F-150 Lariat

Port Angeles, WA

UnscoredInsufficient · 0
$8,995132,867 mi

Port Angeles, WA

2015 Ford Explorer Limited

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

2015 Ford Explorer Limited

Port Angeles, WA

UnscoredModerate · 22
$9,995217,168 mi

Comparison: 22 similar vehicles

Port Angeles, WA

2008 Ford Escape XLT

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

2008 Ford Escape XLT

Port Angeles, WA

UnscoredInsufficient · 0
$10,16350,155 mi

Port Angeles, WA

2013 Ford Explorer XLT

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

2013 Ford Explorer XLT

Port Angeles, WA

UnscoredLimited · 8
$10,995150,739 mi

Comparison: 8 similar vehicles

Port Angeles, WA

2013 Ford Escape SE

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

2013 Ford Escape SE

Port Angeles, WA

UnscoredInsufficient · 0
$11,06334,693 mi

Port Angeles, WA

2004 Ford F-350 Super Duty Lariat

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

2004 Ford F-350 Super Duty Lariat

Port Angeles, WA

UnscoredInsufficient · 0
$11,750175,670 mi

Port Angeles, WA

2005 Ford F-250 Super Duty Lariat

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

2005 Ford F-250 Super Duty Lariat

Port Angeles, WA

UnscoredInsufficient · 0
$11,995176,824 mi

Port Angeles, WA

2010 Ford Ranger XLT

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

2010 Ford Ranger XLT

Port Angeles, WA

UnscoredInsufficient · 3
$16,16370,601 mi

Comparison: 3 similar vehicles

Port Angeles, WA

2016 Ford F-150 XL

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

2016 Ford F-150 XL

Port Angeles, WA

UnscoredLimited · 7
$19,08686,323 mi

Comparison: 7 similar vehicles

Port Angeles, WA

2021 Ford Transit Connect XL

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

2021 Ford Transit Connect XL

Port Angeles, WA

UnscoredInsufficient · 3
$26,16361,103 mi

Comparison: 3 similar vehicles

Port Angeles, WA

2023 Ford Bronco Sport Big Bend

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

2023 Ford Bronco Sport Big Bend

Port Angeles, WA

UnscoredInsufficient · 0
$26,78417,952 mi

Port Angeles, WA

2024 Ford Escape ST-Line

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

2024 Ford Escape ST-Line

Port Angeles, WA

UnscoredLimited · 6
$27,06341,336 mi

Comparison: 6 similar vehicles

Port Angeles, WA

2024 Ford Bronco Sport Outer Banks

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

2024 Ford Bronco Sport Outer Banks

Port Angeles, WA

UnscoredLimited · 10
$30,26717,291 mi

Comparison: 10 similar vehicles

Port Angeles, WA

2019 Ford Ranger Lariat

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

2019 Ford Ranger Lariat

Port Angeles, WA

UnscoredInsufficient · 4
$30,88929,798 mi

Comparison: 4 similar vehicles

Port Angeles, WA

2019 Ford F-150 Limited

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

2019 Ford F-150 Limited

Port Angeles, WA

Fair PriceLimited · 12
$32,94391,632 mi

Market: $28,999 – $36,999

Comparison: 12 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 115 days listed (based on current market benchmarks)

Port Angeles, WA

2026 Ford Bronco Sport Big Bend

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

2026 Ford Bronco Sport Big Bend

Port Angeles, WA

UnscoredLimited · 8
$33,4144,950 mi

Comparison: 8 similar vehicles

Port Angeles, WA

2025 Ford Transit Van Base

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

2025 Ford Transit Van Base

Port Angeles, WA

Fair PriceRobust · 63
$33,4917,857 mi

Market: $31,910 – $64,591

Comparison: 63 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 158 days listed (based on current market benchmarks)

Port Angeles, WA

2026 Ford Bronco Sport Big Bend

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

2026 Ford Bronco Sport Big Bend

Port Angeles, WA

UnscoredLimited · 8
$34,3074,943 mi

Comparison: 8 similar vehicles

Port Angeles, WA

2026 Ford Bronco Sport Big Bend

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

2026 Ford Bronco Sport Big Bend

Port Angeles, WA

UnscoredLimited · 8
$34,4532,404 mi

Comparison: 8 similar vehicles

Port Angeles, WA

2021 Ford Ranger Lariat

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

2021 Ford Ranger Lariat

Port Angeles, WA

UnscoredLimited · 5
$34,59843,720 mi

Comparison: 5 similar vehicles

Port Angeles, WA

2025 Ford Bronco Sport Heritage

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

2025 Ford Bronco Sport Heritage

Port Angeles, WA

Fair PriceModerate · 44
$35,1121,616 mi

Market: $27,214 – $39,515

Comparison: 44 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 543 days listed (based on current market benchmarks)

Port Angeles, WA

2026 Ford Bronco Sport Big Bend

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

2026 Ford Bronco Sport Big Bend

Port Angeles, WA

UnscoredLimited · 8
$35,515Mileage not verified

Comparison: 8 similar vehicles

Port Angeles, WA

2026 Ford Bronco Sport Big Bend

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

2026 Ford Bronco Sport Big Bend

Port Angeles, WA

UnscoredLimited · 8
$35,735Mileage not verified

Comparison: 8 similar vehicles

Port Angeles, WA

2026 Ford Bronco Sport Big Bend

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

2026 Ford Bronco Sport Big Bend

Port Angeles, WA

Fair PriceModerate · 31
$35,935Mileage not verified

Market: $27,990 – $40,555

Comparison: 31 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 147 days listed (based on current market benchmarks)

Port Angeles, WA

2025 Ford Bronco Sport Heritage

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

2025 Ford Bronco Sport Heritage

Port Angeles, WA

Fair PriceModerate · 44
$35,981Mileage not verified

Market: $27,214 – $39,515

Comparison: 44 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 493 days listed (based on current market benchmarks)

Port Angeles, WA

2026 Ford Bronco Sport Outer Banks

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

2026 Ford Bronco Sport Outer Banks

Port Angeles, WA

Fair PriceRobust · 256
$36,0831,106 mi

Market: $31,735 – $46,900

Comparison: 256 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 252 days listed (based on current market benchmarks)

Port Angeles, WA

2026 Ford Bronco Sport Big Bend

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

2026 Ford Bronco Sport Big Bend

Port Angeles, WA

UnscoredLimited · 8
$36,120Mileage not verified

Comparison: 8 similar vehicles

Port Angeles, WA

2026 Ford Bronco Sport Big Bend

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

2026 Ford Bronco Sport Big Bend

Port Angeles, WA

UnscoredLimited · 8
$36,575Mileage not verified

Comparison: 8 similar vehicles

Port Angeles, WA

2026 Ford Bronco Sport Big Bend

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

2026 Ford Bronco Sport Big Bend

Port Angeles, WA

UnscoredLimited · 8
$36,890Mileage not verified

Comparison: 8 similar vehicles

Port Angeles, WA

2026 Ford Bronco Sport Outer Banks

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

2026 Ford Bronco Sport Outer Banks

Port Angeles, WA

Fair PriceRobust · 256
$37,0183,713 mi

Market: $31,735 – $46,900

Comparison: 256 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 228 days listed (based on current market benchmarks)

Port Angeles, WA

2023 Ford F-150 XLT

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

2023 Ford F-150 XLT

Port Angeles, WA

Fair PriceModerate · 22
$37,18832,033 mi

Market: $36,599 – $42,700

Comparison: 22 similar vehicles

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

Port Angeles, WA

2025 Ford Bronco Sport Outer Banks

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

2025 Ford Bronco Sport Outer Banks

Port Angeles, WA

UnscoredLimited · 6
$37,394Mileage not verified

Comparison: 6 similar vehicles

Port Angeles, WA

2025 Ford Bronco Sport Heritage

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

2025 Ford Bronco Sport Heritage

Port Angeles, WA

Fair PriceModerate · 44
$37,921Mileage not verified

Market: $27,214 – $39,515

Comparison: 44 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 388 days listed (based on current market benchmarks)

Port Angeles, WA

2026 Ford Bronco Sport Big Bend

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

2026 Ford Bronco Sport Big Bend

Port Angeles, WA

Fair PriceModerate · 31
$38,130Mileage not verified

Market: $27,990 – $40,555

Comparison: 31 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 126 days listed (based on current market benchmarks)

Port Angeles, WA

2026 Ford Bronco Sport Big Bend

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

2026 Ford Bronco Sport Big Bend

Port Angeles, WA

UnscoredLimited · 8
$38,130Mileage not verified

Comparison: 8 similar vehicles

Port Angeles, WA

2026 Ford Maverick XLT

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

2026 Ford Maverick XLT

Port Angeles, WA

Fair PriceRobust · 89
$38,840Mileage not verified

Market: $31,265 – $42,535

Comparison: 89 similar vehicles

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

Port Angeles, WA

2026 Ford Maverick XLT

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

2026 Ford Maverick XLT

Port Angeles, WA

Fair PriceRobust · 418
$39,000Mileage not verified

Market: $28,911 – $42,858

Comparison: 418 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 122 days listed (based on current market benchmarks)

Port Angeles, WA

2026 Ford Bronco Sport Outer Banks

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

2026 Ford Bronco Sport Outer Banks

Port Angeles, WA

Fair PriceRobust · 256
$40,065Mileage not verified

Market: $31,735 – $46,900

Comparison: 256 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 140 days listed (based on current market benchmarks)

Port Angeles, WA

2023 Ford Transit Van Base

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

2023 Ford Transit Van Base

Port Angeles, WA

UnscoredInsufficient · 3
$40,24149,675 mi

Comparison: 3 similar vehicles

Port Angeles, WA

2026 Ford Maverick XLT

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

2026 Ford Maverick XLT

Port Angeles, WA

Fair PriceRobust · 418
$41,245Mileage not verified

Market: $28,911 – $42,858

Comparison: 418 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 57 days listed (based on current market benchmarks)

Port Angeles, WA

2026 Ford Maverick Tremor

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

2026 Ford Maverick Tremor

Port Angeles, WA

Fair PriceRobust · 73
$43,535Mileage not verified

Market: $37,611 – $44,380

Comparison: 73 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 39 days listed (based on current market benchmarks)

Port Angeles, WA

2026 Ford Bronco Sport Badlands

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

2026 Ford Bronco Sport Badlands

Port Angeles, WA

Fair PriceRobust · 210
$43,725Mileage not verified

Market: $35,465 – $47,130

Comparison: 210 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 122 days listed (based on current market benchmarks)

Port Angeles, WA

2024 Ford F-150 XLT

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

2024 Ford F-150 XLT

Port Angeles, WA

OverpricedLimited · 14
$44,18852,109 mi

Market: $32,772 – $40,212

Comparison: 14 similar vehicles

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

Port Angeles, 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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