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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 28, 2026

6M+

Unique vehicles analyzed

as of October 28, 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

107 listings found

2010 RAM 1500 Pickup SLT

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

2010 RAM 1500 Pickup SLT

Red Bluff, CA

Unscored
$12,167145,267 mi

Comparison: 9 similar vehicles

Red Bluff, CA

2015 RAM 1500 Pickup Tradesman

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

2015 RAM 1500 Pickup Tradesman

Red Bluff, CA

Unscored
$17,16792,554 mi

Comparison: 7 similar vehicles

Red Bluff, CA

2021 RAM 2500 Pickup Tradesman

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

2021 RAM 2500 Pickup Tradesman

Red Bluff, CA

Unscored
$18,167143,144 mi

Comparison: 12 similar vehicles

Red Bluff, CA

2015 RAM 1500 Pickup Laramie

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

2015 RAM 1500 Pickup Laramie

Red Bluff, CA

Fair PriceLimited · 14
$21,10876,244 mi

Market: $11,995 – $27,240

Comparison: 14 similar vehicles

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

Red Bluff, CA

2015 RAM 1500 Pickup Big Horn/Lone Star

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

2015 RAM 1500 Pickup Big Horn/Lone Star

Red Bluff, CA

OverpricedLimited · 14
$21,99590,392 mi

Market: $11,485 – $21,222

Comparison: 14 similar vehicles

Priced ~4% above the typical market range for similar vehicles (based on current market benchmarks)

Red Bluff, CA

2019 RAM 1500 Pickup Longhorn

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

2019 RAM 1500 Pickup Longhorn

Red Bluff, CA

Unscored
$31,99584,449 mi

Comparison: 8 similar vehicles

Red Bluff, CA

2019 RAM 3500 Pickup Big Horn

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

2019 RAM 3500 Pickup Big Horn

Red Bluff, CA

Unscored
$33,166132,398 mi

Comparison: 5 similar vehicles

Red Bluff, CA

2019 RAM 2500 Pickup Big Horn

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

2019 RAM 2500 Pickup Big Horn

Red Bluff, CA

UnscoredInsufficient · 4
$37,16782,796 mi

Comparison: 4 similar vehicles

Red Bluff, CA

2019 RAM 1500 Pickup Longhorn

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

2019 RAM 1500 Pickup Longhorn

Red Bluff, CA

Unscored
$37,99565,951 mi

Comparison: 8 similar vehicles

Red Bluff, CA

2022 RAM 3500 Pickup Laramie

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

2022 RAM 3500 Pickup Laramie

Red Bluff, CA

Fair PriceLimited · 13
$41,157113,647 mi

Market: $33,991 – $57,590

Comparison: 13 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 87 days listed (based on current market benchmarks)

Red Bluff, CA

2020 RAM 2500 Pickup Laramie

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

2020 RAM 2500 Pickup Laramie

Red Bluff, CA

Fair PriceModerate · 23
$41,16793,320 mi

Market: $29,887 – $59,243

Comparison: 23 similar vehicles

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

Red Bluff, CA

2025 RAM ProMaster Cargo Van Base

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

2025 RAM ProMaster Cargo Van Base

Red Bluff, CA

Fair PriceLimited · 14
$42,167Mileage not verified

Market: $31,988 – $49,671

Comparison: 14 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 97 days listed (based on current market benchmarks)

Red Bluff, CA

2025 RAM ProMaster Cargo Van Base

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

2025 RAM ProMaster Cargo Van Base

Red Bluff, CA

Fair PriceLimited · 14
$45,167159 mi

Market: $31,988 – $49,671

Comparison: 14 similar vehicles

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

Red Bluff, CA

2021 RAM 2500 Pickup Laramie

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

2021 RAM 2500 Pickup Laramie

Red Bluff, CA

Fair PriceLimited · 11
$45,16776,705 mi

Market: $39,699 – $47,962

Comparison: 11 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 36 days listed (based on current market benchmarks)

Red Bluff, CA

2024 RAM 2500 Pickup Big Horn

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

2024 RAM 2500 Pickup Big Horn

Red Bluff, CA

Fair PriceModerate · 45
$45,84259,639 mi

Market: $36,699 – $49,989

Comparison: 45 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 427 days listed (based on current market benchmarks)

Red Bluff, CA

2026 RAM 1500 Pickup Big Horn/Lone Star

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

2026 RAM 1500 Pickup Big Horn/Lone Star

Red Bluff, CA

UnscoredInsufficient · 4
$46,858Mileage not verified

Comparison: 4 similar vehicles

Red Bluff, CA

2026 RAM 1500 Pickup Tradesman

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

2026 RAM 1500 Pickup Tradesman

Red Bluff, CA

Fair PriceRobust · 66
$47,623Mileage not verified

Market: $35,249 – $62,596

Comparison: 66 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 172 days listed (based on current market benchmarks)

Red Bluff, CA

2025 RAM ProMaster Cargo Van Base

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

2025 RAM ProMaster Cargo Van Base

Red Bluff, CA

OverpricedLimited · 14
$49,671Mileage not verified

Market: $31,988 – $45,998

Comparison: 14 similar vehicles

Priced ~8% above the typical market range for similar vehicles (based on current market benchmarks)

Red Bluff, CA

2026 RAM 1500 Pickup Big Horn/Lone Star

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

2026 RAM 1500 Pickup Big Horn/Lone Star

Red Bluff, CA

UnscoredInsufficient · 4
$51,619Mileage not verified

Comparison: 4 similar vehicles

Red Bluff, CA

2026 RAM 1500 Pickup Tradesman

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

2026 RAM 1500 Pickup Tradesman

Red Bluff, CA

Fair PriceRobust · 66
$56,030Mileage not verified

Market: $35,249 – $62,596

Comparison: 66 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 173 days listed (based on current market benchmarks)

Red Bluff, CA

2027 RAM 1500 Pickup Tradesman

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

2027 RAM 1500 Pickup Tradesman

Red Bluff, CA

OverpricedModerate · 25
$56,635Mileage not verified

Market: $43,158 – $56,444

Comparison: 25 similar vehicles

Red Bluff, CA

2024 RAM 1500 Pickup Limited

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

2024 RAM 1500 Pickup Limited

Red Bluff, CA

UnscoredInsufficient · 0
$58,121295 mi

Red Bluff, CA

2026 RAM 1500 Pickup Big Horn/Lone Star

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

2026 RAM 1500 Pickup Big Horn/Lone Star

Red Bluff, CA

UnscoredInsufficient · 4
$60,100Mileage not verified

Comparison: 4 similar vehicles

Red Bluff, CA

2026 RAM 1500 Pickup Laramie

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

2026 RAM 1500 Pickup Laramie

Red Bluff, CA

Unscored
$60,236Mileage not verified

Comparison: 8 similar vehicles

Red Bluff, CA

2026 RAM 2500 Pickup Tradesman

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

2026 RAM 2500 Pickup Tradesman

Red Bluff, CA

Unscored
$60,533Mileage not verified

Comparison: 7 similar vehicles

Red Bluff, CA

2026 RAM 2500 Pickup Tradesman

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

2026 RAM 2500 Pickup Tradesman

Red Bluff, CA

Unscored
$61,071Mileage not verified

Comparison: 7 similar vehicles

Red Bluff, CA

2026 RAM 2500 Pickup Tradesman

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

2026 RAM 2500 Pickup Tradesman

Red Bluff, CA

Unscored
$61,421Mileage not verified

Comparison: 7 similar vehicles

Red Bluff, CA

2026 RAM 2500 Pickup Tradesman

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

2026 RAM 2500 Pickup Tradesman

Red Bluff, CA

Unscored
$63,196Mileage not verified

Comparison: 7 similar vehicles

Red Bluff, CA

2026 RAM 2500 Pickup Tradesman/Black Express

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

2026 RAM 2500 Pickup Tradesman/Black Express

Red Bluff, CA

Fair PriceRobust · 108
$63,566Mileage not verified

Market: $54,962 – $79,575

Comparison: 108 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 170 days listed (based on current market benchmarks)

Red Bluff, CA

2026 RAM 3500 Pickup Big Horn

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

2026 RAM 3500 Pickup Big Horn

Red Bluff, CA

Fair PriceRobust · 147
$66,205Mileage not verified

Market: $56,389 – $89,083

Comparison: 147 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 223 days listed (based on current market benchmarks)

Red Bluff, CA

2025 RAM 1500 Pickup Big Horn/Lone Star

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

2025 RAM 1500 Pickup Big Horn/Lone Star

Red Bluff, CA

Unscored
$66,270Mileage not verified

Comparison: 5 similar vehicles

Red Bluff, CA

2026 RAM 2500 Pickup Tradesman

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

2026 RAM 2500 Pickup Tradesman

Red Bluff, CA

Unscored
$66,310Mileage not verified

Comparison: 7 similar vehicles

Red Bluff, CA

2026 RAM 1500 Pickup Big Horn/Lone Star

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

2026 RAM 1500 Pickup Big Horn/Lone Star

Red Bluff, CA

UnscoredInsufficient · 4
$66,510Mileage not verified

Comparison: 4 similar vehicles

Red Bluff, CA

2026 RAM 2500 Pickup Big Horn

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

2026 RAM 2500 Pickup Big Horn

Red Bluff, CA

UnscoredInsufficient · 3
$66,661Mileage not verified

Comparison: 3 similar vehicles

Red Bluff, CA

2025 RAM 3500 Pickup Tradesman

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

2025 RAM 3500 Pickup Tradesman

Red Bluff, CA

UnscoredInsufficient · 0
$67,171Mileage not verified

Red Bluff, CA

2026 RAM 1500 Pickup Big Horn/Lone Star

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

2026 RAM 1500 Pickup Big Horn/Lone Star

Red Bluff, CA

UnscoredInsufficient · 4
$67,295151 mi

Comparison: 4 similar vehicles

Red Bluff, CA

2026 RAM 3500 Chassis Cab Tradesman

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

2026 RAM 3500 Chassis Cab Tradesman

Red Bluff, CA

Unscored
$67,950230 mi

Comparison: 5 similar vehicles

Red Bluff, CA

2027 RAM 1500 Pickup Big Horn/Lone Star

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

2027 RAM 1500 Pickup Big Horn/Lone Star

Red Bluff, CA

Unscored
$68,905Mileage not verified

Comparison: 5 similar vehicles

Red Bluff, CA

2025 RAM 2500 Pickup Laramie

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

2025 RAM 2500 Pickup Laramie

Red Bluff, CA

Unscored
$72,648Mileage not verified

Comparison: 16 similar vehicles

Red Bluff, CA

2026 RAM 2500 Pickup Tradesman

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

2026 RAM 2500 Pickup Tradesman

Red Bluff, CA

Unscored
$72,915Mileage not verified

Comparison: 7 similar vehicles

Red Bluff, CA

2027 RAM 1500 Pickup Laramie

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

2027 RAM 1500 Pickup Laramie

Red Bluff, CA

UnscoredInsufficient · 3
$73,240Mileage not verified

Comparison: 3 similar vehicles

Red Bluff, CA

2026 RAM 2500 Pickup Laramie

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

2026 RAM 2500 Pickup Laramie

Red Bluff, CA

Fair PriceLimited · 14
$73,883Mileage not verified

Market: $72,401 – $92,335

Comparison: 14 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 376 days listed (based on current market benchmarks)

Red Bluff, CA

2026 RAM 2500 Pickup Laramie

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

2026 RAM 2500 Pickup Laramie

Red Bluff, CA

Fair PriceLimited · 14
$74,116Mileage not verified

Market: $72,401 – $92,335

Comparison: 14 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 419 days listed (based on current market benchmarks)

Red Bluff, CA

2026 RAM 2500 Pickup Laramie

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

2026 RAM 2500 Pickup Laramie

Red Bluff, CA

Fair PriceLimited · 14
$74,126Mileage not verified

Market: $72,401 – $92,335

Comparison: 14 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 369 days listed (based on current market benchmarks)

Red Bluff, CA

2026 RAM 2500 Pickup Laramie

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

2026 RAM 2500 Pickup Laramie

Red Bluff, CA

OverpricedModerate · 21
$74,167Mileage not verified

Market: $58,249 – $70,179

Comparison: 21 similar vehicles

Priced ~6% above the typical market range for similar vehicles (based on current market benchmarks)

Red Bluff, CA

2027 RAM 1500 Pickup Rebel

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

2027 RAM 1500 Pickup Rebel

Red Bluff, CA

UnscoredInsufficient · 3
$74,480Mileage not verified

Comparison: 3 similar vehicles

Red Bluff, CA

2026 RAM 2500 Pickup Tradesman

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

2026 RAM 2500 Pickup Tradesman

Red Bluff, CA

Unscored
$74,680Mileage not verified

Comparison: 7 similar vehicles

Red Bluff, CA

2026 RAM 2500 Pickup Tradesman

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

2026 RAM 2500 Pickup Tradesman

Red Bluff, CA

Unscored
$74,680Mileage not verified

Comparison: 7 similar vehicles

Red Bluff, CA

2027 RAM 2500 Pickup Tradesman

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

2027 RAM 2500 Pickup Tradesman

Red Bluff, CA

Unscored
$74,930Mileage not verified

Comparison: 9 similar vehicles

Red Bluff, CA

2025 RAM 2500 Pickup Laramie

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

2025 RAM 2500 Pickup Laramie

Red Bluff, CA

Fair PriceLimited · 16
$75,167Mileage not verified

Market: $72,648 – $79,085

Comparison: 16 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 159 days listed (based on current market benchmarks)

Red Bluff, 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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