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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 2, 2026

6.1M+

Unique vehicles analyzed

as of November 2, 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

56 listings found

2007 Ford Expedition Eddie Bauer

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

2007 Ford Expedition Eddie Bauer

Pine Bluff, AR

UnscoredInsufficient · 3
$4,995137,091 mi

Comparison: 3 similar vehicles

Pine Bluff, AR

2011 Ford F-150 Platinum

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

2011 Ford F-150 Platinum

Pine Bluff, AR

UnscoredInsufficient · 0
$6,900261,000 mi

Pine Bluff, AR

2015 Ford F-150 XLT

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

2015 Ford F-150 XLT

Pine Bluff, AR

Unscored
$10,126272,343 mi

Comparison: 70 similar vehicles

Pine Bluff, AR

2017 Ford Expedition Limited

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

2017 Ford Expedition Limited

Pine Bluff, AR

Unscored
$10,495175,218 mi

Comparison: 29 similar vehicles

Pine Bluff, AR

2007 Ford F-350 Super Duty XLT

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

2007 Ford F-350 Super Duty XLT

Pine Bluff, AR

UnscoredInsufficient · 0
$10,940387,736 mi

Pine Bluff, AR

2020 Ford Ecosport Titanium

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

2020 Ford Ecosport Titanium

Pine Bluff, AR

UnscoredInsufficient · 0
$12,90080,898 mi

Pine Bluff, AR

2017 Ford Escape Titanium

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

2017 Ford Escape Titanium

Pine Bluff, AR

Fair PriceModerate · 40
$12,900109,609 mi

Market: $5,500 – $16,420

Comparison: 40 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 47 days listed (based on current market benchmarks)

Pine Bluff, AR

2017 Ford F-150 XL

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

2017 Ford F-150 XL

Pine Bluff, AR

Unscored
$12,995155,413 mi

Comparison: 46 similar vehicles

Pine Bluff, AR

2017 Ford Escape SE

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

2017 Ford Escape SE

Pine Bluff, AR

Unscored
$15,500124,223 mi

Comparison: 60 similar vehicles

Pine Bluff, AR

2022 Ford Edge SEL

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

2022 Ford Edge SEL

Pine Bluff, AR

OverpricedModerate · 22
$19,99569,242 mi

Market: $13,995 – $19,988

Comparison: 22 similar vehicles

Pine Bluff, AR

2026 Ford Maverick XL

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

2026 Ford Maverick XL

Pine Bluff, AR

Fair PriceRobust · 116
$31,714Mileage not verified

Market: $27,359 – $40,342

Comparison: 116 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 62 days listed (based on current market benchmarks)

Pine Bluff, AR

2026 Ford Mustang EcoBoost

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

2026 Ford Mustang EcoBoost

Pine Bluff, AR

Fair PriceRobust · 139
$31,919Mileage not verified

Market: $28,684 – $51,069

Comparison: 139 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 403 days listed (based on current market benchmarks)

Pine Bluff, AR

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

Pine Bluff, AR

Fair PriceRobust · 259
$33,100117,249 mi

Market: $27,462 – $46,303

Comparison: 259 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 47 days listed (based on current market benchmarks)

Pine Bluff, AR

2026 Ford Maverick XLT

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

2026 Ford Maverick XLT

Pine Bluff, AR

OverpricedLimited · 17
$33,509Mileage not verified

Market: $28,206 – $31,941

Comparison: 17 similar vehicles

Priced ~5% above the typical market range for similar vehicles (based on current market benchmarks)

Pine Bluff, AR

2023 Ford Explorer ST-LINE

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

2023 Ford Explorer ST-LINE

Pine Bluff, AR

UnscoredInsufficient · 4
$33,99731,495 mi

Comparison: 4 similar vehicles

Pine Bluff, AR

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

Pine Bluff, AR

Fair PriceLimited · 19
$35,369Mileage not verified

Market: $34,354 – $37,456

Comparison: 19 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 264 days listed (based on current market benchmarks)

Pine Bluff, AR

2026 Ford Mustang EcoBoost Premium

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

2026 Ford Mustang EcoBoost Premium

Pine Bluff, AR

Unscored
$35,919Mileage not verified

Comparison: 7 similar vehicles

Pine Bluff, AR

2026 Ford Ranger XLT

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

2026 Ford Ranger XLT

Pine Bluff, AR

Fair PriceLimited · 14
$36,529Mileage not verified

Market: $36,272 – $43,610

Comparison: 14 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 9 days listed (based on current market benchmarks)

Pine Bluff, AR

2026 Ford Mustang EcoBoost Premium

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

2026 Ford Mustang EcoBoost Premium

Pine Bluff, AR

Unscored
$38,619Mileage not verified

Comparison: 7 similar vehicles

Pine Bluff, AR

2022 Ford Explorer King Ranch

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

2022 Ford Explorer King Ranch

Pine Bluff, AR

UnscoredInsufficient · 0
$39,99729,883 mi

Pine Bluff, AR

2026 Ford Explorer

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

2026 Ford Explorer

Pine Bluff, AR

UnscoredInsufficient · 0
$41,554Mileage not verified

Pine Bluff, AR

2020 Ford F-250 Super Duty Platinum

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

2020 Ford F-250 Super Duty Platinum

Pine Bluff, AR

Unscored
$41,997214,512 mi

Comparison: 18 similar vehicles

Pine Bluff, AR

2026 Ford Maverick Tremor

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

2026 Ford Maverick Tremor

Pine Bluff, AR

Unscored
$42,209Mileage not verified

Comparison: 9 similar vehicles

Pine Bluff, AR

2025 Ford Bronco 4-Door Outer Banks

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

2025 Ford Bronco 4-Door Outer Banks

Pine Bluff, AR

UnscoredInsufficient · 0
$44,99535,611 mi

Pine Bluff, AR

2026 Ford Explorer ST-LINE

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

2026 Ford Explorer ST-LINE

Pine Bluff, AR

UnscoredInsufficient · 4
$45,374Mileage not verified

Comparison: 4 similar vehicles

Pine Bluff, AR

2026 Ford F-150 STX

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

2026 Ford F-150 STX

Pine Bluff, AR

Fair PriceModerate · 23
$46,669Mileage not verified

Market: $42,951 – $54,489

Comparison: 23 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 34 days listed (based on current market benchmarks)

Pine Bluff, AR

2026 Ford Explorer Tremor

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

2026 Ford Explorer Tremor

Pine Bluff, AR

Great DealLimited · 10
$48,959Mileage not verified

Market: $51,629 – $56,171

Comparison: 10 similar vehicles

Competitively priced ~5% below the typical range compared to similar vehicles · 17 days listed (based on current market benchmarks)

Pine Bluff, AR

2026 Ford Bronco 4-Door Outer Banks

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

2026 Ford Bronco 4-Door Outer Banks

Pine Bluff, AR

Fair PriceModerate · 24
$49,809Mileage not verified

Market: $47,841 – $56,423

Comparison: 24 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 51 days listed (based on current market benchmarks)

Pine Bluff, AR

2024 Ford F-250 Super Duty XLT

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

2024 Ford F-250 Super Duty XLT

Pine Bluff, AR

Fair PriceModerate · 25
$51,99757,294 mi

Market: $46,500 – $53,995

Comparison: 25 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 26 days listed (based on current market benchmarks)

Pine Bluff, AR

2026 Ford F-150 STX

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

2026 Ford F-150 STX

Pine Bluff, AR

Fair PriceModerate · 23
$53,728Mileage not verified

Market: $42,951 – $54,489

Comparison: 23 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 66 days listed (based on current market benchmarks)

Pine Bluff, AR

2026 Ford F-150 STX

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

2026 Ford F-150 STX

Pine Bluff, AR

OverpricedModerate · 23
$54,489100 mi

Market: $42,951 – $53,728

Comparison: 23 similar vehicles

Priced ~1% above the typical market range for similar vehicles (based on current market benchmarks)

Pine Bluff, AR

2026 Ford F-150 XLT

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

2026 Ford F-150 XLT

Pine Bluff, AR

Fair PriceRobust · 91
$54,949Mileage not verified

Market: $38,540 – $67,095

Comparison: 91 similar vehicles

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

Pine Bluff, AR

2026 Ford F-150 XLT

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

2026 Ford F-150 XLT

Pine Bluff, AR

Fair PriceRobust · 91
$54,949Mileage not verified

Market: $38,540 – $67,095

Comparison: 91 similar vehicles

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

Pine Bluff, AR

2026 Ford F-150 XLT

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

2026 Ford F-150 XLT

Pine Bluff, AR

Fair PriceRobust · 91
$54,949Mileage not verified

Market: $38,540 – $67,095

Comparison: 91 similar vehicles

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

Pine Bluff, AR

2026 Ford F-150 XLT

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

2026 Ford F-150 XLT

Pine Bluff, AR

Fair PriceRobust · 91
$55,344Mileage not verified

Market: $38,540 – $67,095

Comparison: 91 similar vehicles

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

Pine Bluff, AR

2026 Ford F-150 XLT

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

2026 Ford F-150 XLT

Pine Bluff, AR

Fair PriceRobust · 91
$55,984Mileage not verified

Market: $38,540 – $67,095

Comparison: 91 similar vehicles

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

Pine Bluff, AR

2026 Ford F-150 XLT

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

2026 Ford F-150 XLT

Pine Bluff, AR

Fair PriceRobust · 91
$56,919480 mi

Market: $38,540 – $67,095

Comparison: 91 similar vehicles

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

Pine Bluff, AR

2026 Ford F-150 XLT

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

2026 Ford F-150 XLT

Pine Bluff, AR

Fair PriceRobust · 91
$58,119Mileage not verified

Market: $38,540 – $67,095

Comparison: 91 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 239 days listed (based on current market benchmarks)

Pine Bluff, AR

2025 Ford Expedition Platinum

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

2025 Ford Expedition Platinum

Pine Bluff, AR

Fair PriceRobust · 115
$62,99729,283 mi

Market: $60,099 – $78,995

Comparison: 115 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 26 days listed (based on current market benchmarks)

Pine Bluff, AR

2026 Ford F-150 Lariat

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

2026 Ford F-150 Lariat

Pine Bluff, AR

Fair PriceRobust · 77
$68,609Mileage not verified

Market: $58,278 – $74,154

Comparison: 77 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 17 days listed (based on current market benchmarks)

Pine Bluff, AR

2026 Ford F-150 Tremor

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

2026 Ford F-150 Tremor

Pine Bluff, AR

Unscored
$70,184Mileage not verified

Comparison: 8 similar vehicles

Pine Bluff, AR

2026 Ford F-150 Tremor

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

2026 Ford F-150 Tremor

Pine Bluff, AR

Unscored
$71,364286 mi

Comparison: 8 similar vehicles

Pine Bluff, AR

2026 Ford F-150 King Ranch

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

2026 Ford F-150 King Ranch

Pine Bluff, AR

Great DealLimited · 16
$72,0794,565 mi

Market: $74,199 – $79,564

Comparison: 16 similar vehicles

Competitively priced ~3% below the typical range compared to similar vehicles · 51 days listed (based on current market benchmarks)

Pine Bluff, AR

2026 Ford F-150 Lariat

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

2026 Ford F-150 Lariat

Pine Bluff, AR

Fair PriceRobust · 77
$73,309Mileage not verified

Market: $58,278 – $74,154

Comparison: 77 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 26 days listed (based on current market benchmarks)

Pine Bluff, AR

2026 Ford F-150 Lariat

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

2026 Ford F-150 Lariat

Pine Bluff, AR

OverpricedRobust · 77
$74,154Mileage not verified

Market: $58,278 – $73,309

Comparison: 77 similar vehicles

Priced ~1% above the typical market range for similar vehicles (based on current market benchmarks)

Pine Bluff, AR

2026 Ford F-150 King Ranch

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

2026 Ford F-150 King Ranch

Pine Bluff, AR

Fair PriceLimited · 16
$75,364324 mi

Market: $72,079 – $79,564

Comparison: 16 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 72 days listed (based on current market benchmarks)

Pine Bluff, AR

2026 Ford F-150 Platinum

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

2026 Ford F-150 Platinum

Pine Bluff, AR

Fair PriceLimited · 18
$76,919Mileage not verified

Market: $62,629 – $86,730

Comparison: 18 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 178 days listed (based on current market benchmarks)

Pine Bluff, AR

2026 Ford F-150 King Ranch

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

2026 Ford F-150 King Ranch

Pine Bluff, AR

OverpricedLimited · 16
$79,564Mileage not verified

Market: $72,079 – $76,270

Comparison: 16 similar vehicles

Priced ~4% above the typical market range for similar vehicles (based on current market benchmarks)

Pine Bluff, AR

2026 Ford F-150 Platinum

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

2026 Ford F-150 Platinum

Pine Bluff, AR

Fair PriceLimited · 18
$81,579Mileage not verified

Market: $62,629 – $86,730

Comparison: 18 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 113 days listed (based on current market benchmarks)

Pine Bluff, AR

2027 Ford F-250 Super Duty XLT

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

2027 Ford F-250 Super Duty XLT

Pine Bluff, AR

OverpricedModerate · 22
$84,429Mileage not verified

Market: $53,159 – $80,369

Comparison: 22 similar vehicles

Priced ~5% above the typical market range for similar vehicles (based on current market benchmarks)

Pine Bluff, AR

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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