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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

31 listings found

2014 Ford Focus SE

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

2014 Ford Focus SE

Grand Island, NY

Fair PriceRobust · 64
$7,00098,972 mi

Market: $1,299 – $10,775

Comparison: 64 similar vehicles

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

Grand Island, NY

2018 Ford Escape SE

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

2018 Ford Escape SE

Grand Island, NY

Fair PriceLimited · 17
$10,90092,420 mi

Market: $8,995 – $13,158

Comparison: 17 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 53 days listed (based on current market benchmarks)

Grand Island, NY

2018 Ford Ecosport Titanium

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

2018 Ford Ecosport Titanium

Grand Island, NY

Fair PriceLimited · 17
$11,67581,159 mi

Market: $9,222 – $14,290

Comparison: 17 similar vehicles

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

Grand Island, NY

2022 Ford EcoSport S

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

2022 Ford EcoSport S

Grand Island, NY

UnscoredLimited · 5
$13,50049,831 mi

Comparison: 5 similar vehicles

Grand Island, NY

2017 Ford Explorer XLT

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

2017 Ford Explorer XLT

Grand Island, NY

Fair PriceLimited · 17
$16,70062,209 mi

Market: $8,999 – $19,590

Comparison: 17 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 4 days listed (based on current market benchmarks)

Grand Island, NY

2020 Ford Explorer XLT

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

2020 Ford Explorer XLT

Grand Island, NY

Great DealRobust · 106
$17,675115,043 mi

Market: $18,590 – $27,999

Comparison: 106 similar vehicles

Competitively priced ~5% below the typical range compared to similar vehicles · 45 days listed (based on current market benchmarks)

Grand Island, NY

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

Grand Island, NY

UnscoredInsufficient · 3
$20,67591,308 mi

Comparison: 3 similar vehicles

Grand Island, NY

2004 Ford Mustang GT Deluxe

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

2004 Ford Mustang GT Deluxe

Grand Island, NY

Great DealLimited · 12
$21,17019,572 mi

Market: $24,996 – $25,171

Comparison: 12 similar vehicles

Competitively priced ~15% below the typical range compared to similar vehicles · 4 days listed (based on current market benchmarks)

Grand Island, NY

2023 Ford Escape Platinum

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

2023 Ford Escape Platinum

Grand Island, NY

UnscoredInsufficient · 0
$22,67550,500 mi

Grand Island, NY

2018 Ford F-150 Lariat

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

2018 Ford F-150 Lariat

Grand Island, NY

UnscoredLimited · 5
$24,170104,587 mi

Comparison: 5 similar vehicles

Grand Island, NY

2025 Ford Bronco Sport Big Bend

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

2025 Ford Bronco Sport Big Bend

Grand Island, NY

Fair PriceModerate · 27
$25,17040,067 mi

Market: $22,259 – $27,995

Comparison: 27 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 25 days listed (based on current market benchmarks)

Grand Island, NY

2023 Ford Explorer XLT

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

2023 Ford Explorer XLT

Grand Island, NY

Fair PriceRobust · 196
$28,50039,259 mi

Market: $27,714 – $33,000

Comparison: 196 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 91 days listed (based on current market benchmarks)

Grand Island, NY

2023 Ford Explorer Limited

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

2023 Ford Explorer Limited

Grand Island, NY

UnscoredLimited · 7
$29,47555,890 mi

Comparison: 7 similar vehicles

Grand Island, NY

2018 Ford Mustang GT Premium

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

2018 Ford Mustang GT Premium

Grand Island, NY

UnscoredInsufficient · 0
$30,17066,107 mi

Grand Island, NY

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

Grand Island, NY

Fair PriceModerate · 43
$33,67524,625 mi

Market: $29,747 – $39,990

Comparison: 43 similar vehicles

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

Grand Island, NY

2022 Ford F-150 XLT

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

2022 Ford F-150 XLT

Grand Island, NY

Great DealModerate · 23
$34,17052,753 mi

Market: $36,958 – $39,685

Comparison: 23 similar vehicles

Competitively priced ~8% below the typical range compared to similar vehicles · 103 days listed (based on current market benchmarks)

Grand Island, NY

2025 Ford Explorer Active

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

2025 Ford Explorer Active

Grand Island, NY

Fair PriceRobust · 66
$36,00015,744 mi

Market: $35,692 – $39,414

Comparison: 66 similar vehicles

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

Grand Island, NY

2025 Ford F-150 XLT

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

2025 Ford F-150 XLT

Grand Island, NY

Fair PriceLimited · 15
$36,92533,161 mi

Market: $34,990 – $38,999

Comparison: 15 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 88 days listed (based on current market benchmarks)

Grand Island, NY

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

Grand Island, NY

Great DealModerate · 26
$39,17019,066 mi

Market: $42,712 – $42,887

Comparison: 26 similar vehicles

Competitively priced ~8% below the typical range compared to similar vehicles · 85 days listed (based on current market benchmarks)

Grand Island, NY

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

Grand Island, NY

Fair PriceRobust · 79
$39,17054,449 mi

Market: $29,000 – $44,313

Comparison: 79 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 124 days listed (based on current market benchmarks)

Grand Island, NY

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

Grand Island, NY

Fair PriceModerate · 21
$39,42522,397 mi

Market: $38,829 – $42,400

Comparison: 21 similar vehicles

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

Grand Island, NY

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

Grand Island, NY

Fair PriceRobust · 57
$39,67553,435 mi

Market: $31,399 – $40,180

Comparison: 57 similar vehicles

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

Grand Island, NY

2024 Ford Explorer TIMBERLINE

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

2024 Ford Explorer TIMBERLINE

Grand Island, NY

UnscoredLimited · 5
$41,00021,567 mi

Comparison: 5 similar vehicles

Grand Island, NY

2021 Ford F-150 Lariat

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

2021 Ford F-150 Lariat

Grand Island, NY

UnscoredInsufficient · 0
$42,1708,884 mi

Grand Island, NY

2024 Ford Bronco 4-Door Outer Banks

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

2024 Ford Bronco 4-Door Outer Banks

Grand Island, NY

UnscoredInsufficient · 0
$43,17040,440 mi

Grand Island, NY

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

Grand Island, NY

Fair PriceRobust · 127
$44,50012,607 mi

Market: $33,170 – $49,599

Comparison: 127 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 123 days listed (based on current market benchmarks)

Grand Island, NY

2023 Ford F-250 Super Duty XL

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

2023 Ford F-250 Super Duty XL

Grand Island, NY

UnscoredInsufficient · 3
$44,97517,439 mi

Comparison: 3 similar vehicles

Grand Island, NY

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

Grand Island, NY

OverpricedModerate · 21
$49,80033,708 mi

Market: $45,500 – $48,173

Comparison: 21 similar vehicles

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

Grand Island, NY

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

Grand Island, NY

UnscoredInsufficient · 3
$50,17012,766 mi

Comparison: 3 similar vehicles

Grand Island, NY

2025 Ford Expedition Platinum

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

2025 Ford Expedition Platinum

Grand Island, NY

Fair PriceModerate · 37
$66,17015,480 mi

Market: $63,737 – $73,995

Comparison: 37 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 45 days listed (based on current market benchmarks)

Grand Island, NY

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

Grand Island, NY

UnscoredLimited · 5
$69,1702,938 mi

Comparison: 5 similar vehicles

Grand Island, NY

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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