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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 22, 2026

6M+

Unique vehicles analyzed

as of October 21, 2026

56,000+

US dealerships

Daily

Data pipeline

Comparable

Market-evidence analysis

3.3M new·2.7M used·Listings processed daily

Or explore the market

42 listings found

2013 Ford F-350 Super Duty XL

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

2013 Ford F-350 Super Duty XL

Ridgecrest, CA

UnscoredInsufficient · 3
$21,080139,877 mi

Comparison: 3 similar vehicles

Ridgecrest, CA

2017 RAM 1500 Pickup Laramie

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

2017 RAM 1500 Pickup Laramie

Ridgecrest, CA

Fair PriceModerate · 20
$24,17098,787 mi

Market: $12,900 – $26,622

Comparison: 20 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 20 days listed (based on current market benchmarks)

Ridgecrest, CA

2015 Toyota Tundra SR5

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

2015 Toyota Tundra SR5

Ridgecrest, CA

Fair PriceModerate · 22
$25,17092,096 mi

Market: $12,950 – $38,068

Comparison: 22 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 1164 days listed (based on current market benchmarks)

Ridgecrest, CA

1999 Ford F-350 Super Duty LARIAT

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

1999 Ford F-350 Super Duty LARIAT

Ridgecrest, CA

UnscoredInsufficient · 0
$30,17085,196 mi

Ridgecrest, CA

2023 Ford F-150 XL

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

2023 Ford F-150 XL

Ridgecrest, CA

Fair PriceRobust · 87
$32,08061,105 mi

Market: $14,858 – $37,834

Comparison: 87 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 216 days listed (based on current market benchmarks)

Ridgecrest, CA

2020 Chevrolet Silverado 1500 Custom

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

2020 Chevrolet Silverado 1500 Custom

Ridgecrest, CA

UnscoredInsufficient · 0
$33,17038,680 mi

Ridgecrest, CA

2026 Ford Maverick Lariat

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

2026 Ford Maverick Lariat

Ridgecrest, CA

Fair PriceRobust · 427
$39,377Mileage not verified

Market: $33,890 – $48,219

Comparison: 427 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 201 days listed (based on current market benchmarks)

Ridgecrest, CA

2026 Toyota Tacoma TRD Off Road

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

2026 Toyota Tacoma TRD Off Road

Ridgecrest, CA

UnscoredInsufficient · 3
$46,150Mileage not verified

Comparison: 3 similar vehicles

Ridgecrest, CA

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

Ridgecrest, CA

Fair PriceRobust · 71
$47,08028,398 mi

Market: $16,858 – $61,833

Comparison: 71 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 89 days listed (based on current market benchmarks)

Ridgecrest, CA

2026 Toyota Tacoma TRD Off Road

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

2026 Toyota Tacoma TRD Off Road

Ridgecrest, CA

UnscoredInsufficient · 3
$52,516Mileage not verified

Comparison: 3 similar vehicles

Ridgecrest, CA

2026 Toyota Tacoma TRD Off Road

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

2026 Toyota Tacoma TRD Off Road

Ridgecrest, CA

UnscoredInsufficient · 3
$53,121Mileage not verified

Comparison: 3 similar vehicles

Ridgecrest, CA

2026 Toyota Tundra SR5

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

2026 Toyota Tundra SR5

Ridgecrest, CA

UnscoredInsufficient · 3
$53,898Mileage not verified

Comparison: 3 similar vehicles

Ridgecrest, CA

2026 Toyota Tundra SR5

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

2026 Toyota Tundra SR5

Ridgecrest, CA

UnscoredInsufficient · 3
$53,920Mileage not verified

Comparison: 3 similar vehicles

Ridgecrest, CA

2026 Toyota Tundra SR5

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

2026 Toyota Tundra SR5

Ridgecrest, CA

UnscoredInsufficient · 3
$53,920Mileage not verified

Comparison: 3 similar vehicles

Ridgecrest, CA

2026 Toyota Tundra SR5

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

2026 Toyota Tundra SR5

Ridgecrest, CA

UnscoredInsufficient · 3
$54,828Mileage not verified

Comparison: 3 similar vehicles

Ridgecrest, CA

2026 Ford F-150 Police Responder

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

2026 Ford F-150 Police Responder

Ridgecrest, CA

UnscoredLimited · 6
$56,485Mileage not verified

Comparison: 6 similar vehicles

Ridgecrest, CA

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

Ridgecrest, CA

UnscoredInsufficient · 0
$59,08031,604 mi

Ridgecrest, CA

2026 Toyota Tacoma TRD Off Road

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

2026 Toyota Tacoma TRD Off Road

Ridgecrest, CA

UnscoredInsufficient · 3
$59,505Mileage not verified

Comparison: 3 similar vehicles

Ridgecrest, CA

2025 Ford F-250 Super Duty XL

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

2025 Ford F-250 Super Duty XL

Ridgecrest, CA

Fair PriceModerate · 33
$62,915Mileage not verified

Market: $48,287 – $73,465

Comparison: 33 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 623 days listed (based on current market benchmarks)

Ridgecrest, CA

2026 Toyota Tundra Limited

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

2026 Toyota Tundra Limited

Ridgecrest, CA

UnscoredInsufficient · 3
$63,135Mileage not verified

Comparison: 3 similar vehicles

Ridgecrest, CA

2026 Toyota Tundra Limited

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

2026 Toyota Tundra Limited

Ridgecrest, CA

UnscoredInsufficient · 3
$64,100Mileage not verified

Comparison: 3 similar vehicles

Ridgecrest, CA

2026 Toyota Tundra Limited

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

2026 Toyota Tundra Limited

Ridgecrest, CA

UnscoredInsufficient · 3
$64,100Mileage not verified

Comparison: 3 similar vehicles

Ridgecrest, CA

2026 Toyota Tundra Limited

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

2026 Toyota Tundra Limited

Ridgecrest, CA

UnscoredInsufficient · 3
$66,407Mileage not verified

Comparison: 3 similar vehicles

Ridgecrest, CA

2026 Ford F-350 Super Duty Lariat

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

2026 Ford F-350 Super Duty Lariat

Ridgecrest, CA

Fair PriceRobust · 396
$66,852Mileage not verified

Market: $63,231 – $120,302

Comparison: 396 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 386 days listed (based on current market benchmarks)

Ridgecrest, CA

2026 Ford F-350 Super Duty Lariat

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

2026 Ford F-350 Super Duty Lariat

Ridgecrest, CA

Fair PriceRobust · 396
$66,942Mileage not verified

Market: $63,231 – $120,302

Comparison: 396 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 434 days listed (based on current market benchmarks)

Ridgecrest, CA

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

Ridgecrest, CA

Fair PriceRobust · 648
$67,287Mileage not verified

Market: $50,205 – $114,510

Comparison: 648 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 190 days listed (based on current market benchmarks)

Ridgecrest, CA

2026 Ford Ranger Raptor

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

2026 Ford Ranger Raptor

Ridgecrest, CA

UnscoredInsufficient · 0
$68,080200 mi

Ridgecrest, CA

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

Ridgecrest, CA

Fair PriceRobust · 400
$68,980Mileage not verified

Market: $51,720 – $91,452

Comparison: 400 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 49 days listed (based on current market benchmarks)

Ridgecrest, CA

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

Ridgecrest, CA

Fair PriceRobust · 400
$69,505Mileage not verified

Market: $51,720 – $91,452

Comparison: 400 similar vehicles

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

Ridgecrest, CA

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

Ridgecrest, CA

Fair PriceRobust · 1447
$71,267Mileage not verified

Market: $54,754 – $197,962

Comparison: 1447 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 245 days listed (based on current market benchmarks)

Ridgecrest, CA

2027 Ford F-350 Super Duty XL

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

2027 Ford F-350 Super Duty XL

Ridgecrest, CA

Fair PriceRobust · 269
$74,925Mileage not verified

Market: $49,960 – $87,221

Comparison: 269 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 12 days listed (based on current market benchmarks)

Ridgecrest, CA

2027 Ford F-350 Super Duty XL

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

2027 Ford F-350 Super Duty XL

Ridgecrest, CA

Fair PriceRobust · 269
$75,150Mileage not verified

Market: $49,960 – $87,221

Comparison: 269 similar vehicles

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

Ridgecrest, CA

2026 Toyota Tundra Platinum

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

2026 Toyota Tundra Platinum

Ridgecrest, CA

Fair PriceRobust · 763
$76,794Mileage not verified

Market: $64,640 – $97,756

Comparison: 763 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 64 days listed (based on current market benchmarks)

Ridgecrest, CA

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

Ridgecrest, CA

UnscoredInsufficient · 3
$78,427Mileage not verified

Comparison: 3 similar vehicles

Ridgecrest, CA

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

Ridgecrest, CA

Fair PriceRobust · 401
$80,050Mileage not verified

Market: $51,720 – $91,452

Comparison: 401 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 5 days listed (based on current market benchmarks)

Ridgecrest, CA

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

Ridgecrest, CA

UnscoredInsufficient · 3
$81,672Mileage not verified

Comparison: 3 similar vehicles

Ridgecrest, CA

2026 Toyota Tundra TRD Pro

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

2026 Toyota Tundra TRD Pro

Ridgecrest, CA

Fair PriceRobust · 108
$82,106Mileage not verified

Market: $74,211 – $88,190

Comparison: 108 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 244 days listed (based on current market benchmarks)

Ridgecrest, CA

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

Ridgecrest, CA

Fair PriceRobust · 761
$82,545Mileage not verified

Market: $81,685 – $249,825

Comparison: 761 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 7 days listed (based on current market benchmarks)

Ridgecrest, CA

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

Ridgecrest, CA

Fair PriceRobust · 761
$82,940Mileage not verified

Market: $81,685 – $249,825

Comparison: 761 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 7 days listed (based on current market benchmarks)

Ridgecrest, CA

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

Ridgecrest, CA

Fair PriceRobust · 760
$82,940Mileage not verified

Market: $81,685 – $249,825

Comparison: 760 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 28 days listed (based on current market benchmarks)

Ridgecrest, CA

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

Ridgecrest, CA

Fair PriceRobust · 84
$84,305Mileage not verified

Market: $53,147 – $89,951

Comparison: 84 similar vehicles

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

Ridgecrest, CA

2026 Ford F-350 Super Duty Lariat

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

2026 Ford F-350 Super Duty Lariat

Ridgecrest, CA

Fair PriceRobust · 396
$91,182Mileage not verified

Market: $63,231 – $120,302

Comparison: 396 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 404 days listed (based on current market benchmarks)

Ridgecrest, CA

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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