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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

127 listings found

2017 Ford Escape SE

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

2017 Ford Escape SE

East Liverpool, OH

Fair PriceModerate · 31
$9,888107,762 mi

Market: $4,900 – $11,888

Comparison: 31 similar vehicles

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

East Liverpool, OH

2018 Ford Ecosport SE

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

2018 Ford Ecosport SE

East Liverpool, OH

UnscoredLimited · 8
$9,995115,885 mi

Comparison: 8 similar vehicles

East Liverpool, OH

2001 Ford F-450

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

2001 Ford F-450

East Liverpool, OH

UnscoredInsufficient · 0
$9,995189,000 mi

East Liverpool, OH

2005 Ford F-450

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

2005 Ford F-450

East Liverpool, OH

UnscoredInsufficient · 0
$12,898115,003 mi

East Liverpool, OH

2019 Ford Expedition XLT

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

2019 Ford Expedition XLT

East Liverpool, OH

UnscoredLimited · 10
$13,275212,844 mi

Comparison: 10 similar vehicles

East Liverpool, OH

2015 Ford F-350 Super Duty XL

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

2015 Ford F-350 Super Duty XL

East Liverpool, OH

UnscoredLimited · 16
$13,388278,276 mi

Comparison: 16 similar vehicles

East Liverpool, OH

2005 Ford F-550

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

2005 Ford F-550

East Liverpool, OH

UnscoredInsufficient · 0
$13,388101,606 mi

East Liverpool, OH

2020 Ford Ecosport SE

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

2020 Ford Ecosport SE

East Liverpool, OH

Fair PriceLimited · 18
$15,88836,007 mi

Market: $7,995 – $16,590

Comparison: 18 similar vehicles

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

East Liverpool, OH

2018 Ford Explorer XLT

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

2018 Ford Explorer XLT

East Liverpool, OH

Fair PriceModerate · 22
$16,88890,455 mi

Market: $12,709 – $18,597

Comparison: 22 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 163 days listed (based on current market benchmarks)

East Liverpool, OH

2014 Ford F-150 FX4

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

2014 Ford F-150 FX4

East Liverpool, OH

Fair PriceRobust · 63
$16,88887,964 mi

Market: $5,000 – $28,398

Comparison: 63 similar vehicles

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

East Liverpool, OH

2015 Ford F-250 Super Duty XL

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

2015 Ford F-250 Super Duty XL

East Liverpool, OH

UnscoredModerate · 27
$17,388149,872 mi

Comparison: 27 similar vehicles

East Liverpool, OH

2022 Ford Edge SE

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

2022 Ford Edge SE

East Liverpool, OH

UnscoredLimited · 9
$21,88827,012 mi

Comparison: 9 similar vehicles

East Liverpool, OH

2024 Ford Escape Active

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

2024 Ford Escape Active

East Liverpool, OH

Fair PriceLimited · 10
$22,28826,242 mi

Market: $18,580 – $24,387

Comparison: 10 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 70 days listed (based on current market benchmarks)

East Liverpool, OH

2003 Ford F-550

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

2003 Ford F-550

East Liverpool, OH

UnscoredInsufficient · 0
$23,145130,618 mi

East Liverpool, OH

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

East Liverpool, OH

UnscoredLimited · 18
$25,388126,301 mi

Comparison: 18 similar vehicles

East Liverpool, OH

2023 Ford Bronco Sport Badlands

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

2023 Ford Bronco Sport Badlands

East Liverpool, OH

UnscoredInsufficient · 4
$25,88857,922 mi

Comparison: 4 similar vehicles

East Liverpool, OH

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

East Liverpool, OH

UnscoredInsufficient · 0
$25,99029,638 mi

East Liverpool, OH

2020 Ford F-350 Super Duty XL

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

2020 Ford F-350 Super Duty XL

East Liverpool, OH

UnscoredInsufficient · 3
$26,888154,857 mi

Comparison: 3 similar vehicles

East Liverpool, OH

2024 Ford Transit Van Base

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

2024 Ford Transit Van Base

East Liverpool, OH

UnscoredLimited · 13
$28,888140,069 mi

Comparison: 13 similar vehicles

East Liverpool, OH

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

East Liverpool, OH

UnscoredRobust · 64
$29,00071,734 mi

Comparison: 64 similar vehicles

East Liverpool, OH

2024 Ford Transit Van Base

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

2024 Ford Transit Van Base

East Liverpool, OH

Fair PriceLimited · 13
$29,35884,701 mi

Market: $27,983 – $37,708

Comparison: 13 similar vehicles

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

East Liverpool, OH

2024 Ford Edge ST

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

2024 Ford Edge ST

East Liverpool, OH

UnscoredInsufficient · 4
$29,84893,042 mi

Comparison: 4 similar vehicles

East Liverpool, OH

2022 Ford F-350 Super Duty XL

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

2022 Ford F-350 Super Duty XL

East Liverpool, OH

UnscoredInsufficient · 4
$29,888133,580 mi

Comparison: 4 similar vehicles

East Liverpool, OH

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

East Liverpool, OH

Fair PriceModerate · 39
$31,38888,215 mi

Market: $29,440 – $38,398

Comparison: 39 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 15 days listed (based on current market benchmarks)

East Liverpool, OH

2022 Ford Bronco 2-Door Base

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

2022 Ford Bronco 2-Door Base

East Liverpool, OH

UnscoredInsufficient · 0
$31,38842,381 mi

East Liverpool, OH

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

East Liverpool, OH

Fair PriceRobust · 677
$31,698Mileage not verified

Market: $26,371 – $41,150

Comparison: 677 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 163 days listed (based on current market benchmarks)

East Liverpool, OH

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

East Liverpool, OH

Fair PriceRobust · 677
$31,874Mileage not verified

Market: $26,371 – $41,150

Comparison: 677 similar vehicles

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

East Liverpool, OH

2022 Ford Explorer Limited

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

2022 Ford Explorer Limited

East Liverpool, OH

Fair PriceLimited · 10
$31,88837,044 mi

Market: $22,297 – $33,931

Comparison: 10 similar vehicles

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

East Liverpool, OH

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

East Liverpool, OH

Fair PriceRobust · 677
$32,207Mileage not verified

Market: $26,371 – $41,150

Comparison: 677 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 137 days listed (based on current market benchmarks)

East Liverpool, OH

2026 Ford Bronco Sport Heritage

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

2026 Ford Bronco Sport Heritage

East Liverpool, OH

Fair PriceModerate · 37
$32,459Mileage not verified

Market: $31,769 – $38,521

Comparison: 37 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 148 days listed (based on current market benchmarks)

East Liverpool, OH

2022 Ford F-150 Platinum

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

2022 Ford F-150 Platinum

East Liverpool, OH

UnscoredInsufficient · 3
$32,490132,988 mi

Comparison: 3 similar vehicles

East Liverpool, OH

2022 Ford Ranger Lariat

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

2022 Ford Ranger Lariat

East Liverpool, OH

UnscoredInsufficient · 3
$32,98828,033 mi

Comparison: 3 similar vehicles

East Liverpool, OH

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

East Liverpool, OH

Fair PriceRobust · 677
$33,233Mileage not verified

Market: $26,371 – $41,150

Comparison: 677 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 101 days listed (based on current market benchmarks)

East Liverpool, OH

2026 Ford Bronco Sport Heritage

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

2026 Ford Bronco Sport Heritage

East Liverpool, OH

Fair PriceModerate · 37
$34,1175,000 mi

Market: $31,769 – $38,521

Comparison: 37 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 206 days listed (based on current market benchmarks)

East Liverpool, OH

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

East Liverpool, OH

Fair PriceRobust · 677
$34,460Mileage not verified

Market: $26,371 – $41,150

Comparison: 677 similar vehicles

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

East Liverpool, OH

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

East Liverpool, OH

Fair PriceRobust · 382
$34,725Mileage not verified

Market: $31,184 – $44,958

Comparison: 382 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 101 days listed (based on current market benchmarks)

East Liverpool, OH

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

East Liverpool, OH

Fair PriceRobust · 382
$35,660Mileage not verified

Market: $31,184 – $44,958

Comparison: 382 similar vehicles

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

East Liverpool, OH

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

East Liverpool, OH

Fair PriceModerate · 46
$37,36048,503 mi

Market: $33,379 – $43,838

Comparison: 46 similar vehicles

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

East Liverpool, OH

2023 Ford F-250 Super Duty XLT

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

2023 Ford F-250 Super Duty XLT

East Liverpool, OH

UnscoredLimited · 9
$37,388100,946 mi

Comparison: 9 similar vehicles

East Liverpool, OH

2025 Ford Escape Plug-in hybrid

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

2025 Ford Escape Plug-in hybrid

East Liverpool, OH

UnscoredInsufficient · 4
$39,890Mileage not verified

Comparison: 4 similar vehicles

East Liverpool, OH

2023 Ford F-150 Tremor

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

2023 Ford F-150 Tremor

East Liverpool, OH

UnscoredInsufficient · 4
$40,28895,943 mi

Comparison: 4 similar vehicles

East Liverpool, OH

2026 Ford Ranger XLT

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

2026 Ford Ranger XLT

East Liverpool, OH

Fair PriceRobust · 226
$42,965Mileage not verified

Market: $36,078 – $49,180

Comparison: 226 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 29 days listed (based on current market benchmarks)

East Liverpool, OH

2026 Ford Explorer Active

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

2026 Ford Explorer Active

East Liverpool, OH

Fair PriceRobust · 143
$44,011Mileage not verified

Market: $38,222 – $52,115

Comparison: 143 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 196 days listed (based on current market benchmarks)

East Liverpool, OH

2026 Ford Ranger XLT

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

2026 Ford Ranger XLT

East Liverpool, OH

Fair PriceRobust · 226
$44,946Mileage not verified

Market: $36,078 – $49,180

Comparison: 226 similar vehicles

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

East Liverpool, OH

2026 Ford Bronco 4-Door Big Bend

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

2026 Ford Bronco 4-Door Big Bend

East Liverpool, OH

Fair PriceRobust · 431
$45,728Mileage not verified

Market: $40,098 – $78,455

Comparison: 431 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 74 days listed (based on current market benchmarks)

East Liverpool, OH

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

East Liverpool, OH

Fair PriceRobust · 71
$46,870Mileage not verified

Market: $39,936 – $56,165

Comparison: 71 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 339 days listed (based on current market benchmarks)

East Liverpool, OH

2025 Ford Escape Plug-in hybrid

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

2025 Ford Escape Plug-in hybrid

East Liverpool, OH

UnscoredInsufficient · 4
$47,015Mileage not verified

Comparison: 4 similar vehicles

East Liverpool, OH

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

East Liverpool, OH

Fair PriceRobust · 309
$47,483326 mi

Market: $43,011 – $80,862

Comparison: 309 similar vehicles

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

East Liverpool, OH

2020 Ford F-250 Super Duty Lariat

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

2020 Ford F-250 Super Duty Lariat

East Liverpool, OH

Fair PriceModerate · 35
$47,68899,622 mi

Market: $23,995 – $52,348

Comparison: 35 similar vehicles

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

East Liverpool, OH

2023 Ford Expedition Limited

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

2023 Ford Expedition Limited

East Liverpool, OH

Fair PriceModerate · 33
$48,38851,492 mi

Market: $42,000 – $49,594

Comparison: 33 similar vehicles

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

East Liverpool, OH

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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