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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 14, 2026

5.9M+

Unique vehicles analyzed

as of October 14, 2026

57,000+

US dealerships

Daily

Data pipeline

Comparable

Market-evidence analysis

3.2M new·2.7M used·Listings processed daily

Or explore the market

98 listings found

2027 Ford Expedition Active

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

2027 Ford Expedition Active

Grants, NM

UnscoredInsufficient · 0
$74,619Mileage not verified

Grants, NM

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

Grants, NM

OverpricedLimited · 10
$84,499Mileage not verified

Market: $62,235 – $83,585

Comparison: 10 similar vehicles

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

Grants, NM

2027 Ford Expedition Tremor

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

2027 Ford Expedition Tremor

Grants, NM

UnscoredInsufficient · 0
$87,179Mileage not verified

Grants, NM

2027 Ford F-450 Super Duty Lariat

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

2027 Ford F-450 Super Duty Lariat

Grants, NM

UnscoredInsufficient · 0
$94,119Mileage not verified

Grants, NM

2026 Ford Maverick XL

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

2026 Ford Maverick XL

Grants, NM

UnscoredLimited · 8
$30,854Mileage not verified

Comparison: 8 similar vehicles

Grants, NM

2026 Ford Maverick XL

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

2026 Ford Maverick XL

Grants, NM

UnscoredLimited · 8
$33,074Mileage not verified

Comparison: 8 similar vehicles

Grants, NM

2026 Ford Maverick XL

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

2026 Ford Maverick XL

Grants, NM

Fair PriceRobust · 57
$33,074Mileage not verified

Market: $26,331 – $34,068

Comparison: 57 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 212 days listed (based on current market benchmarks)

Grants, NM

2026 Ford Maverick XLT

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

2026 Ford Maverick XLT

Grants, NM

UnscoredInsufficient · 3
$33,204Mileage not verified

Comparison: 3 similar vehicles

Grants, NM

2026 Ford Maverick XLT

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

2026 Ford Maverick XLT

Grants, NM

UnscoredInsufficient · 3
$33,999Mileage not verified

Comparison: 3 similar vehicles

Grants, NM

2026 Ford Maverick XLT

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

2026 Ford Maverick XLT

Grants, NM

UnscoredInsufficient · 3
$35,094Mileage not verified

Comparison: 3 similar vehicles

Grants, NM

2026 Jeep Wrangler 2-Door Sport

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

2026 Jeep Wrangler 2-Door Sport

Grants, NM

Fair PriceLimited · 12
$35,8772,950 mi

Market: $31,356 – $38,587

Comparison: 12 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 102 days listed (based on current market benchmarks)

Grants, NM

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

Grants, NM

UnscoredLimited · 8
$36,239Mileage not verified

Comparison: 8 similar vehicles

Grants, NM

2026 Ford Mustang EcoBoost

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

2026 Ford Mustang EcoBoost

Grants, NM

UnscoredInsufficient · 3
$36,479Mileage not verified

Comparison: 3 similar vehicles

Grants, NM

2026 Ford Maverick XLT

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

2026 Ford Maverick XLT

Grants, NM

UnscoredInsufficient · 3
$37,014Mileage not verified

Comparison: 3 similar vehicles

Grants, NM

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

Grants, NM

UnscoredLimited · 8
$37,844Mileage not verified

Comparison: 8 similar vehicles

Grants, NM

2026 Ford Explorer

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

2026 Ford Explorer

Grants, NM

UnscoredInsufficient · 0
$37,99519,354 mi

Grants, NM

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

Grants, NM

UnscoredLimited · 9
$38,134Mileage not verified

Comparison: 9 similar vehicles

Grants, NM

2026 Ford Maverick Lobo Standard

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

2026 Ford Maverick Lobo Standard

Grants, NM

UnscoredInsufficient · 0
$38,439Mileage not verified

Grants, NM

2026 Ford Maverick Lobo Standard

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

2026 Ford Maverick Lobo Standard

Grants, NM

UnscoredInsufficient · 0
$38,589Mileage not verified

Grants, NM

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

Grants, NM

UnscoredLimited · 9
$38,629Mileage not verified

Comparison: 9 similar vehicles

Grants, NM

2026 Ford Ranger XL

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

2026 Ford Ranger XL

Grants, NM

UnscoredInsufficient · 3
$39,294Mileage not verified

Comparison: 3 similar vehicles

Grants, NM

2026 Nissan Pathfinder SV

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

2026 Nissan Pathfinder SV

Grants, NM

UnscoredInsufficient · 0
$39,9951,284 mi

Grants, NM

2026 Nissan Frontier PRO-4X

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

2026 Nissan Frontier PRO-4X

Grants, NM

UnscoredInsufficient · 0
$39,99511,999 mi

Grants, NM

2026 Ford Ranger XL

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

2026 Ford Ranger XL

Grants, NM

UnscoredInsufficient · 3
$40,269Mileage not verified

Comparison: 3 similar vehicles

Grants, NM

2026 Ford Ranger XL

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

2026 Ford Ranger XL

Grants, NM

UnscoredInsufficient · 3
$40,544Mileage not verified

Comparison: 3 similar vehicles

Grants, NM

2026 Ford Ranger XL

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

2026 Ford Ranger XL

Grants, NM

UnscoredInsufficient · 3
$40,664Mileage not verified

Comparison: 3 similar vehicles

Grants, NM

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

Grants, NM

UnscoredLimited · 8
$48,169Mileage not verified

Comparison: 8 similar vehicles

Grants, NM

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

Grants, NM

UnscoredLimited · 8
$48,869Mileage not verified

Comparison: 8 similar vehicles

Grants, NM

2026 Ford F-150 XL

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

2026 Ford F-150 XL

Grants, NM

UnscoredInsufficient · 3
$49,189Mileage not verified

Comparison: 3 similar vehicles

Grants, NM

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

Grants, NM

UnscoredLimited · 8
$50,799Mileage not verified

Comparison: 8 similar vehicles

Grants, NM

2026 Ford F-150 XL

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

2026 Ford F-150 XL

Grants, NM

UnscoredInsufficient · 3
$51,684Mileage not verified

Comparison: 3 similar vehicles

Grants, NM

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

Grants, NM

UnscoredInsufficient · 3
$52,329Mileage not verified

Comparison: 3 similar vehicles

Grants, NM

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

Grants, NM

UnscoredInsufficient · 3
$52,639Mileage not verified

Comparison: 3 similar vehicles

Grants, NM

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

Grants, NM

UnscoredInsufficient · 3
$52,639Mileage not verified

Comparison: 3 similar vehicles

Grants, NM

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

Grants, NM

UnscoredInsufficient · 3
$53,034Mileage not verified

Comparison: 3 similar vehicles

Grants, NM

2026 Ford F-250 Super Duty XL

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

2026 Ford F-250 Super Duty XL

Grants, NM

UnscoredInsufficient · 3
$59,674Mileage not verified

Comparison: 3 similar vehicles

Grants, NM

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

Grants, NM

Fair PriceModerate · 21
$60,334Mileage not verified

Market: $47,499 – $67,169

Comparison: 21 similar vehicles

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

Grants, NM

2026 Ford Explorer Platinum

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

2026 Ford Explorer Platinum

Grants, NM

UnscoredInsufficient · 0
$60,444Mileage not verified

Grants, NM

2026 Ford F-250 Super Duty XL

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

2026 Ford F-250 Super Duty XL

Grants, NM

UnscoredInsufficient · 3
$62,879Mileage not verified

Comparison: 3 similar vehicles

Grants, NM

2026 Ford F-250 Super Duty XL

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

2026 Ford F-250 Super Duty XL

Grants, NM

UnscoredInsufficient · 3
$63,904Mileage not verified

Comparison: 3 similar vehicles

Grants, NM

2026 Ford F-250 Super Duty XL

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

2026 Ford F-250 Super Duty XL

Grants, NM

UnscoredInsufficient · 3
$64,469Mileage not verified

Comparison: 3 similar vehicles

Grants, NM

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

Grants, NM

Fair PriceModerate · 21
$66,324Mileage not verified

Market: $47,499 – $67,169

Comparison: 21 similar vehicles

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

Grants, NM

2026 Ford F-250 Super Duty XLT

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

2026 Ford F-250 Super Duty XLT

Grants, NM

UnscoredInsufficient · 3
$82,974Mileage not verified

Comparison: 3 similar vehicles

Grants, NM

2026 Ford F-250 Super Duty Lariat

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

2026 Ford F-250 Super Duty Lariat

Grants, NM

UnscoredLimited · 7
$88,879Mileage not verified

Comparison: 7 similar vehicles

Grants, NM

2026 Ford F-150 Raptor

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

2026 Ford F-150 Raptor

Grants, NM

UnscoredInsufficient · 0
$114,719Mileage not verified

Grants, NM

2025 Nissan Altima SV

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

2025 Nissan Altima SV

Grants, NM

OverpricedLimited · 18
$22,97559,601 mi

Market: $17,999 – $22,349

Comparison: 18 similar vehicles

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

Grants, NM

2025 Mitsubishi Eclipse Cross Black Edition

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

2025 Mitsubishi Eclipse Cross Black Edition

Grants, NM

UnscoredInsufficient · 0
$24,61152,173 mi

Grants, NM

2025 Chevrolet Trailblazer LT

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

2025 Chevrolet Trailblazer LT

Grants, NM

UnscoredLimited · 7
$24,88846,340 mi

Comparison: 7 similar vehicles

Grants, NM

2025 Ford Escape ST-Line

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

2025 Ford Escape ST-Line

Grants, NM

Fair PriceModerate · 32
$26,42836,687 mi

Market: $21,359 – $28,299

Comparison: 32 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 186 days listed (based on current market benchmarks)

Grants, NM

2025 Kia K4 LX

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

2025 Kia K4 LX

Grants, NM

UnscoredLimited · 5
$28,99511,503 mi

Comparison: 5 similar vehicles

Grants, NM

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, and mileage is not used to select comparables or adjust comparable prices, but acts as a reliability check on used vehicles — OAV withholds a verdict when mileage is very high or unreliable, or when a lower price is better explained by higher-than-typical mileage than by a genuine market discount. 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 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 manage their profile, 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, exports, and enhanced merchandising.
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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