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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

473 listings found

2003 Dodge Ram 1500 Pickup SLT

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

2003 Dodge Ram 1500 Pickup SLT

Redding, CA

UnscoredInsufficient · 3
$7,995221,869 mi

Comparison: 3 similar vehicles

Redding, CA

2013 Nissan Frontier SL

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

2013 Nissan Frontier SL

Redding, CA

UnscoredInsufficient · 0
$9,995247,986 mi

Redding, CA

2009 Chevrolet Silverado 1500 1LT

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

2009 Chevrolet Silverado 1500 1LT

Redding, CA

UnscoredInsufficient · 0
$11,995187,646 mi

Redding, CA

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

UnscoredLimited · 8
$12,167145,267 mi

Comparison: 8 similar vehicles

Red Bluff, CA

2007 GMC Sierra 1500 SLT

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

2007 GMC Sierra 1500 SLT

Redding, CA

UnscoredInsufficient · 0
$13,100161,600 mi

Redding, CA

2006 Nissan Frontier SE

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

2006 Nissan Frontier SE

Redding, CA

UnscoredInsufficient · 3
$14,000129,897 mi

Comparison: 3 similar vehicles

Redding, CA

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

Redding, CA

UnscoredRobust · 90
$17,995181,780 mi

Comparison: 90 similar vehicles

Redding, CA

2016 Nissan Frontier SV

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

2016 Nissan Frontier SV

Redding, CA

UnscoredLimited · 7
$18,074141,093 mi

Comparison: 7 similar vehicles

Redding, 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

UnscoredLimited · 11
$18,167143,144 mi

Comparison: 11 similar vehicles

Red Bluff, CA

2005 Ford F-250 Super Duty XLT

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

2005 Ford F-250 Super Duty XLT

Redding, CA

UnscoredInsufficient · 0
$18,175128,725 mi

Redding, CA

2015 Chevrolet Colorado Z71

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

2015 Chevrolet Colorado Z71

Red Bluff, CA

UnscoredLimited · 6
$18,611131,535 mi

Comparison: 6 similar vehicles

Red Bluff, CA

2017 RAM 1500 Pickup Laramie Longhorn

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

2017 RAM 1500 Pickup Laramie Longhorn

Redding, CA

UnscoredLimited · 8
$18,995132,789 mi

Comparison: 8 similar vehicles

Redding, CA

2022 RAM 1500 Pickup Tradesman

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

2022 RAM 1500 Pickup Tradesman

Redding, CA

UnscoredInsufficient · 0
$19,995123,219 mi

Redding, CA

2019 Ford F-150 XLT

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

2019 Ford F-150 XLT

Redding, CA

UnscoredLimited · 7
$19,995134,718 mi

Comparison: 7 similar vehicles

Redding, CA

2015 Chevrolet Silverado 1500 LT

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

2015 Chevrolet Silverado 1500 LT

Redding, CA

Fair PriceModerate · 22
$19,99598,196 mi

Market: $12,220 – $25,998

Comparison: 22 similar vehicles

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

Redding, CA

2012 Ford F-350 Super Duty Chassis Cab XL

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

2012 Ford F-350 Super Duty Chassis Cab XL

Redding, CA

UnscoredInsufficient · 0
$20,00052,107 mi

Redding, CA

2008 Toyota Tundra SR5

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

2008 Toyota Tundra SR5

Redding, CA

UnscoredLimited · 5
$20,000123,877 mi

Comparison: 5 similar vehicles

Redding, CA

2019 RAM 1500 Pickup Big Horn/Lone Star

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

2019 RAM 1500 Pickup Big Horn/Lone Star

Redding, CA

UnscoredModerate · 45
$20,995125,383 mi

Comparison: 45 similar vehicles

Redding, 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 · 15
$21,10876,244 mi

Market: $11,995 – $27,243

Comparison: 15 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 131 days listed (based on current market benchmarks)

Red Bluff, CA

2016 Chevrolet Silverado 1500 LT

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

2016 Chevrolet Silverado 1500 LT

Redding, CA

Salvage title
$21,328105,000 mi

Redding, CA

2015 Ford F-150 XL

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

2015 Ford F-150 XL

Redding, CA

UnscoredInsufficient · 0
$22,131114,047 mi

Redding, CA

2019 Ford F-150 XLT

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

2019 Ford F-150 XLT

Redding, CA

UnscoredLimited · 7
$23,176105,782 mi

Comparison: 7 similar vehicles

Redding, CA

2019 Honda Ridgeline Sport

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

2019 Honda Ridgeline Sport

Red Bluff, CA

UnscoredInsufficient · 0
$24,10571,554 mi

Red Bluff, CA

2019 RAM 1500 Pickup Big Horn/Lone Star

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

2019 RAM 1500 Pickup Big Horn/Lone Star

Redding, CA

Fair PriceModerate · 49
$25,17587,087 mi

Market: $15,123 – $32,995

Comparison: 49 similar vehicles

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

Redding, CA

2022 Nissan Frontier S

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

2022 Nissan Frontier S

Redding, CA

UnscoredInsufficient · 0
$26,02157,349 mi

Redding, CA

2019 Ford F-150 Lariat

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

2019 Ford F-150 Lariat

Redding, CA

Fair PriceModerate · 42
$26,675113,557 mi

Market: $21,990 – $36,750

Comparison: 42 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 60 days listed (based on current market benchmarks)

Redding, CA

2018 Chevrolet Silverado 1500 LTZ

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

2018 Chevrolet Silverado 1500 LTZ

Redding, CA

Fair PriceModerate · 24
$27,000100,604 mi

Market: $19,450 – $33,995

Comparison: 24 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 79 days listed (based on current market benchmarks)

Redding, CA

2021 RAM 1500 Pickup Big Horn/Lone Star

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

2021 RAM 1500 Pickup Big Horn/Lone Star

Red Bluff, CA

Fair PriceRobust · 67
$27,42074,287 mi

Market: $21,275 – $34,990

Comparison: 67 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 71 days listed (based on current market benchmarks)

Red Bluff, CA

2018 Chevrolet Silverado 1500 LT

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

2018 Chevrolet Silverado 1500 LT

Redding, CA

Fair PriceRobust · 70
$27,83678,409 mi

Market: $9,275 – $33,162

Comparison: 70 similar vehicles

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

Redding, CA

2024 Ford Maverick XLT

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

2024 Ford Maverick XLT

Redding, CA

UnscoredInsufficient · 0
$27,99528,529 mi

Redding, CA

2021 Chevrolet Silverado 1500 LT

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

2021 Chevrolet Silverado 1500 LT

Redding, CA

Fair PriceRobust · 51
$27,99590,806 mi

Market: $24,825 – $39,995

Comparison: 51 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 42 days listed (based on current market benchmarks)

Redding, CA

2022 Chevrolet Silverado 1500 Custom

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

2022 Chevrolet Silverado 1500 Custom

Redding, CA

Fair PriceModerate · 33
$28,11796,587 mi

Market: $16,637 – $33,827

Comparison: 33 similar vehicles

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

Redding, CA

2018 Chevrolet Silverado 1500 LTZ

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

2018 Chevrolet Silverado 1500 LTZ

Redding, CA

Fair PriceModerate · 30
$28,17598,892 mi

Market: $10,000 – $34,676

Comparison: 30 similar vehicles

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

Redding, CA

2017 Chevrolet Silverado 1500 LTZ Z71

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

2017 Chevrolet Silverado 1500 LTZ Z71

Redding, CA

Fair PriceLimited · 16
$28,67598,462 mi

Market: $23,990 – $33,071

Comparison: 16 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 127 days listed (based on current market benchmarks)

Redding, CA

2019 Toyota Tacoma SR5

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

2019 Toyota Tacoma SR5

Redding, CA

Fair PriceModerate · 22
$28,99572,266 mi

Market: $20,997 – $32,950

Comparison: 22 similar vehicles

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

Redding, CA

2019 Ford F-150 XLT

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

2019 Ford F-150 XLT

Redding, CA

UnscoredInsufficient · 4
$29,11789,634 mi

Comparison: 4 similar vehicles

Redding, CA

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

Redding, CA

Fair PriceRobust · 106
$29,17572,561 mi

Market: $14,584 – $36,995

Comparison: 106 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 35 days listed (based on current market benchmarks)

Redding, CA

2018 Chevrolet Silverado 1500 LT

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

2018 Chevrolet Silverado 1500 LT

Redding, CA

Fair PriceRobust · 85
$29,17573,049 mi

Market: $9,275 – $33,162

Comparison: 85 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 33 days listed (based on current market benchmarks)

Redding, CA

2023 Jeep Gladiator WILLYS

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

2023 Jeep Gladiator WILLYS

Redding, CA

UnscoredInsufficient · 0
$29,99548,243 mi

Redding, CA

2021 Chevrolet Silverado 1500 RST

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

2021 Chevrolet Silverado 1500 RST

Redding, CA

UnscoredInsufficient · 3
$29,995111,251 mi

Comparison: 3 similar vehicles

Redding, CA

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

Redding, CA

UnscoredInsufficient · 0
$29,99554,388 mi

Redding, CA

2017 Chevrolet Silverado 1500 LTZ

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

2017 Chevrolet Silverado 1500 LTZ

Redding, CA

OverpricedLimited · 11
$29,99590,427 mi

Market: $7,275 – $27,995

Comparison: 11 similar vehicles

Priced ~7% above the typical market range for similar vehicles (based on current market benchmarks)

Redding, CA

2022 Ford Maverick Lariat

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

2022 Ford Maverick Lariat

Redding, CA

UnscoredInsufficient · 0
$30,20753,832 mi

Redding, CA

2021 Chevrolet Silverado 1500 RST

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

2021 Chevrolet Silverado 1500 RST

Redding, CA

UnscoredInsufficient · 4
$30,67596,974 mi

Comparison: 4 similar vehicles

Redding, CA

2015 GMC Sierra 1500 SLT

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

2015 GMC Sierra 1500 SLT

Mount Shasta, CA

UnscoredInsufficient · 0
$31,12156,284 mi

Mount Shasta, CA

2023 Chevrolet Colorado Z71

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

2023 Chevrolet Colorado Z71

Redding, CA

UnscoredInsufficient · 0
$31,99589,542 mi

Redding, CA

2020 GMC Sierra 1500 SLE

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

2020 GMC Sierra 1500 SLE

Redding, CA

UnscoredLimited · 6
$32,99583,897 mi

Comparison: 6 similar vehicles

Redding, 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

UnscoredInsufficient · 3
$33,166132,398 mi

Comparison: 3 similar vehicles

Red Bluff, CA

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

Redding, CA

Fair PriceRobust · 85
$33,67572,129 mi

Market: $24,115 – $42,468

Comparison: 85 similar vehicles

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

Redding, CA

2023 GMC Sierra 1500 Pro

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

2023 GMC Sierra 1500 Pro

Redding, CA

UnscoredInsufficient · 0
$33,99529,651 mi

Redding, 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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