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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 7, 2026

7.1M+

Vehicles tracked nationwide

6M+ searchable on oav.io

60,000+

US dealerships

Daily

Data pipeline

Comparable

Market-evidence analysis

New and used·Listings processed daily

Or explore the market

51 listings found

2010 Ford Flex Limited

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

2010 Ford Flex Limited

Algona, IA

UnscoredInsufficient · 0
$3,175218,763 mi

Algona, IA

1997 Ford F-150 STANDARD

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

1997 Ford F-150 STANDARD

Algona, IA

UnscoredInsufficient · 0
$3,549164,435 mi

Algona, IA

2010 Ford F-150 King Ranch

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

2010 Ford F-150 King Ranch

Algona, IA

UnscoredInsufficient · 3
$8,861173,974 mi

Comparison: 3 similar vehicles

Algona, IA

2017 Ford F-150 XLT

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

2017 Ford F-150 XLT

Algona, IA

Unscored
$11,995229,898 mi

Comparison: 175 similar vehicles

Algona, IA

2018 Ford F-150 XLT

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

2018 Ford F-150 XLT

Algona, IA

UnscoredInsufficient · 3
$12,689233,648 mi

Comparison: 3 similar vehicles

Algona, IA

2015 Ford Edge SEL

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

2015 Ford Edge SEL

Algona, IA

Fair PriceModerate · 47
$14,17566,197 mi

Market: $5,995 – $14,345

Comparison: 47 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 23 days listed (based on current market benchmarks)

Algona, IA

2020 Ford Escape SE

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

2020 Ford Escape SE

Algona, IA

UnscoredInsufficient · 3
$14,37791,602 mi

Comparison: 3 similar vehicles

Algona, IA

2016 Ford Mustang EcoBoost Premium

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

2016 Ford Mustang EcoBoost Premium

Algona, IA

Fair PriceLimited · 12
$16,02999,269 mi

Market: $12,998 – $18,995

Comparison: 12 similar vehicles

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

Algona, IA

2016 Ford F-150 XLT

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

2016 Ford F-150 XLT

Algona, IA

UnscoredInsufficient · 4
$22,060101,098 mi

Comparison: 4 similar vehicles

Algona, IA

2019 Ford F-150 XL

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

2019 Ford F-150 XL

Algona, IA

Fair PriceRobust · 99
$22,17599,515 mi

Market: $13,177 – $27,290

Comparison: 99 similar vehicles

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

Algona, IA

2024 Ford Edge SE

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

2024 Ford Edge SE

Algona, IA

Unscored
$23,37134,200 mi

Comparison: 5 similar vehicles

Algona, IA

2023 Ford Ranger XLT

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

2023 Ford Ranger XLT

Algona, IA

Unscored
$27,065102,572 mi

Comparison: 7 similar vehicles

Algona, IA

2021 Ford Explorer Platinum

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

2021 Ford Explorer Platinum

Algona, IA

Fair PriceLimited · 12
$27,85775,051 mi

Market: $22,960 – $28,747

Comparison: 12 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 41 days listed (based on current market benchmarks)

Algona, IA

2024 Ford Edge SEL

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

2024 Ford Edge SEL

Algona, IA

UnscoredInsufficient · 3
$28,06014,200 mi

Comparison: 3 similar vehicles

Algona, IA

2021 Ford Ranger Lariat

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

2021 Ford Ranger Lariat

Algona, IA

Fair PriceLimited · 16
$30,06056,969 mi

Market: $28,340 – $30,170

Comparison: 16 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 90 days listed (based on current market benchmarks)

Algona, IA

2026 Ford Maverick XLT

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

2026 Ford Maverick XLT

Algona, IA

Fair PriceModerate · 49
$31,0609,894 mi

Market: $31,800 – $39,415

Comparison: 49 similar vehicles

Fairly priced — priced near the comparable range, but not far enough below it to qualify as a Great Deal · 126 days listed (based on current market benchmarks)

Algona, IA

2024 Ford Edge ST-Line

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

2024 Ford Edge ST-Line

Algona, IA

UnscoredInsufficient · 0
$36,0607,111 mi

Algona, IA

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

Algona, IA

Fair PriceLimited · 10
$36,270Mileage not verified

Market: $30,773 – $39,305

Comparison: 10 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 50 days listed (based on current market benchmarks)

Algona, IA

2022 Ford F-150 Lariat

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

2022 Ford F-150 Lariat

Algona, IA

Fair PriceRobust · 231
$37,17586,114 mi

Market: $25,441 – $45,900

Comparison: 231 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 103 days listed (based on current market benchmarks)

Algona, IA

2023 Ford Expedition XLT

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

2023 Ford Expedition XLT

Algona, IA

Fair PriceModerate · 23
$37,99579,132 mi

Market: $33,416 – $42,088

Comparison: 23 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 285 days listed (based on current market benchmarks)

Algona, IA

2024 Ford Explorer XLT

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

2024 Ford Explorer XLT

Algona, IA

UnscoredInsufficient · 3
$38,06019,645 mi

Comparison: 3 similar vehicles

Algona, IA

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

Algona, IA

Fair PriceLimited · 10
$38,410Mileage not verified

Market: $30,773 – $39,305

Comparison: 10 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 233 days listed (based on current market benchmarks)

Algona, IA

2025 Ford Explorer Active

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

2025 Ford Explorer Active

Algona, IA

OverpricedModerate · 25
$39,06021,244 mi

Market: $32,640 – $37,180

Comparison: 25 similar vehicles

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

Algona, IA

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

Algona, IA

OverpricedLimited · 10
$39,305Mileage not verified

Market: $30,773 – $38,410

Comparison: 10 similar vehicles

Priced ~2% above the typical market range for similar vehicles (based on current market benchmarks)

Algona, IA

2023 Ford F-150 Lariat

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

2023 Ford F-150 Lariat

Algona, IA

UnscoredInsufficient · 3
$40,17579,481 mi

Comparison: 3 similar vehicles

Algona, IA

2026 Ford Explorer Active

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

2026 Ford Explorer Active

Algona, IA

Unscored
$44,3544,000 mi

Comparison: 9 similar vehicles

Algona, IA

2026 Ford Maverick Tremor

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

2026 Ford Maverick Tremor

Algona, IA

Fair PriceRobust · 109
$44,990Mileage not verified

Market: $36,584 – $44,990

Comparison: 109 similar vehicles

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

Algona, IA

2016 Ford F-350 Super Duty Lariat

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

2016 Ford F-350 Super Duty Lariat

Algona, IA

OverpricedModerate · 41
$45,24967,063 mi

Market: $17,995 – $43,999

Comparison: 41 similar vehicles

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

Algona, IA

2025 Ford Explorer ST

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

2025 Ford Explorer ST

Algona, IA

Fair PriceLimited · 18
$45,60033,436 mi

Market: $42,840 – $46,999

Comparison: 18 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 68 days listed (based on current market benchmarks)

Algona, IA

2026 Ford Ranger XLT

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

2026 Ford Ranger XLT

Algona, IA

Unscored
$47,780Mileage not verified

Comparison: 6 similar vehicles

Algona, IA

2025 Ford Explorer Platinum

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

2025 Ford Explorer Platinum

Algona, IA

Unscored
$47,96838,119 mi

Comparison: 7 similar vehicles

Algona, IA

2026 Ford Explorer Active

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

2026 Ford Explorer Active

Algona, IA

Unscored
$49,935Mileage not verified

Comparison: 9 similar vehicles

Algona, IA

2027 Ford Explorer Utility Police Interceptor

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

2027 Ford Explorer Utility Police Interceptor

Algona, IA

Fair PriceRobust · 193
$52,005Mileage not verified

Market: $44,956 – $55,805

Comparison: 193 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 16 days listed (based on current market benchmarks)

Algona, IA

2027 Ford Explorer ST-LINE

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

2027 Ford Explorer ST-LINE

Algona, IA

Unscored
$52,060250 mi

Comparison: 8 similar vehicles

Algona, IA

2027 Ford Explorer ST-LINE

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

2027 Ford Explorer ST-LINE

Algona, IA

Unscored
$53,360Mileage not verified

Comparison: 8 similar vehicles

Algona, IA

2025 Ford F-150 Lariat

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

2025 Ford F-150 Lariat

Algona, IA

Fair PriceModerate · 48
$53,99326,330 mi

Market: $49,348 – $58,294

Comparison: 48 similar vehicles

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

Algona, IA

2027 Ford Explorer ST-LINE

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

2027 Ford Explorer ST-LINE

Algona, IA

Unscored
$54,205Mileage not verified

Comparison: 8 similar vehicles

Algona, IA

2025 Ford F-150 Lariat

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

2025 Ford F-150 Lariat

Algona, IA

Fair PriceModerate · 20
$56,17533,289 mi

Market: $46,388 – $58,199

Comparison: 20 similar vehicles

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

Algona, IA

2027 Ford Explorer Platinum

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

2027 Ford Explorer Platinum

Algona, IA

Fair PriceLimited · 10
$58,126Mileage not verified

Market: $53,991 – $59,917

Comparison: 10 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 52 days listed (based on current market benchmarks)

Algona, IA

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

Algona, IA

Fair PriceModerate · 36
$62,949250 mi

Market: $50,669 – $66,120

Comparison: 36 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 22 days listed (based on current market benchmarks)

Algona, IA

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

Algona, IA

Fair PriceModerate · 36
$65,135Mileage not verified

Market: $50,669 – $66,120

Comparison: 36 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 6 days listed (based on current market benchmarks)

Algona, IA

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

Algona, IA

OverpricedModerate · 36
$66,120250 mi

Market: $50,669 – $65,665

Comparison: 36 similar vehicles

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

Algona, IA

2026 Ford Bronco 4-Door Badlands

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

2026 Ford Bronco 4-Door Badlands

Algona, IA

Unscored
$68,660250 mi

Comparison: 6 similar vehicles

Algona, IA

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

Algona, IA

Fair PriceLimited · 19
$71,985250 mi

Market: $62,686 – $80,000

Comparison: 19 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 2 days listed (based on current market benchmarks)

Algona, IA

2025 Ford Expedition Platinum

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

2025 Ford Expedition Platinum

Algona, IA

Fair PriceRobust · 61
$72,75212,200 mi

Market: $64,279 – $75,188

Comparison: 61 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 38 days listed (based on current market benchmarks)

Algona, IA

2027 Ford F-350 Super Duty Lariat

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

2027 Ford F-350 Super Duty Lariat

Algona, IA

Unscored
$73,685Mileage not verified

Comparison: 8 similar vehicles

Algona, IA

2027 Ford F-150 Lariat

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

2027 Ford F-150 Lariat

Algona, IA

Fair PriceRobust · 336
$79,780Mileage not verified

Market: $65,026 – $83,624

Comparison: 336 similar vehicles

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

Algona, IA

2027 Ford F-350 Super Duty Lariat

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

2027 Ford F-350 Super Duty Lariat

Algona, IA

Unscored
$84,120Mileage not verified

Comparison: 8 similar vehicles

Algona, IA

2027 Ford F-150 Raptor

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

2027 Ford F-150 Raptor

Algona, IA

Fair PriceRobust · 120
$85,905Mileage not verified

Market: $77,144 – $138,255

Comparison: 120 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 13 days listed (based on current market benchmarks)

Algona, IA

2027 Ford F-350 Super Duty XLT

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

2027 Ford F-350 Super Duty XLT

Algona, IA

Unscored
$86,735Mileage not verified

Comparison: 6 similar vehicles

Algona, IA

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 recently 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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