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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

429 listings found

1998 Ford F-150 STANDARD

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

1998 Ford F-150 STANDARD

Lakeport, CA

UnscoredInsufficient · 0
$3,990271,249 mi

Lakeport, CA

2004 Ford F-150 XL

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

2004 Ford F-150 XL

Ukiah, CA

UnscoredInsufficient · 0
$5,000Mileage not verified

Ukiah, CA

2009 Nissan Titan LE

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

2009 Nissan Titan LE

Ukiah, CA

UnscoredInsufficient · 0
$8,000183,210 mi

Ukiah, CA

2005 Ford F-150 Lariat

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

2005 Ford F-150 Lariat

Lakeport, CA

UnscoredInsufficient · 0
$9,990149,411 mi

Lakeport, CA

2015 RAM 1500 ST

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

2015 RAM 1500 ST

Ukiah, CA

UnscoredInsufficient · 0
$10,900213,400 mi

Ukiah, CA

2006 Dodge Ram 3500 Pickup SLT

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

2006 Dodge Ram 3500 Pickup SLT

Lakeport, CA

UnscoredInsufficient · 0
$12,900244,079 mi

Lakeport, CA

2009 Ford Ranger XL

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

2009 Ford Ranger XL

Ukiah, CA

UnscoredInsufficient · 0
$15,13467,134 mi

Ukiah, CA

2008 Ford F-250 Super Duty XL

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

2008 Ford F-250 Super Duty XL

Ukiah, CA

UnscoredLimited · 11
$15,623158,193 mi

Comparison: 11 similar vehicles

Ukiah, CA

2022 Nissan Frontier SV

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

2022 Nissan Frontier SV

Lakeport, CA

UnscoredLimited · 7
$15,935141,172 mi

Comparison: 7 similar vehicles

Lakeport, CA

2018 Chevrolet Colorado LT

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

2018 Chevrolet Colorado LT

Lakeport, CA

UnscoredLimited · 19
$16,990132,038 mi

Comparison: 19 similar vehicles

Lakeport, CA

2016 Nissan Frontier SV

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

2016 Nissan Frontier SV

Lakeport, CA

Fair PriceLimited · 11
$17,990101,899 mi

Market: $11,900 – $19,998

Comparison: 11 similar vehicles

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

Lakeport, CA

2004 Ford F-250 Super Duty Lariat

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

2004 Ford F-250 Super Duty Lariat

Lakeport, CA

UnscoredLimited · 5
$17,990239,608 mi

Comparison: 5 similar vehicles

Lakeport, CA

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

Healdsburg, CA

UnscoredModerate · 43
$19,560134,170 mi

Comparison: 43 similar vehicles

Healdsburg, CA

2016 Chevrolet Colorado Z71

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

2016 Chevrolet Colorado Z71

Healdsburg, CA

UnscoredLimited · 17
$20,025129,641 mi

Comparison: 17 similar vehicles

Healdsburg, CA

2020 RAM 1500 Pickup Big Horn/Lone Star

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

2020 RAM 1500 Pickup Big Horn/Lone Star

Healdsburg, CA

UnscoredModerate · 39
$21,561125,885 mi

Comparison: 39 similar vehicles

Healdsburg, CA

2021 Toyota Tacoma SR

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

2021 Toyota Tacoma SR

Healdsburg, CA

Fair PriceModerate · 29
$22,39472,589 mi

Market: $21,069 – $32,960

Comparison: 29 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 86 days listed (based on current market benchmarks)

Healdsburg, CA

2020 RAM 1500 Pickup Laramie

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

2020 RAM 1500 Pickup Laramie

Healdsburg, CA

UnscoredModerate · 31
$22,980122,644 mi

Comparison: 31 similar vehicles

Healdsburg, CA

2023 Ford Maverick XLT

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

2023 Ford Maverick XLT

Healdsburg, CA

UnscoredLimited · 5
$24,61774,040 mi

Comparison: 5 similar vehicles

Healdsburg, CA

2021 GMC Canyon AT4

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

2021 GMC Canyon AT4

Healdsburg, CA

UnscoredInsufficient · 0
$24,970118,334 mi

Healdsburg, CA

2017 RAM 2500 Pickup SLT

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

2017 RAM 2500 Pickup SLT

Lakeport, CA

UnscoredLimited · 10
$25,990184,280 mi

Comparison: 10 similar vehicles

Lakeport, CA

2019 Chevrolet Silverado 1500 LD LT

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

2019 Chevrolet Silverado 1500 LD LT

Ukiah, CA

UnscoredInsufficient · 0
$26,06224,753 mi

Ukiah, CA

2011 Ford F-250 Super Duty XLT

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

2011 Ford F-250 Super Duty XLT

Ukiah, CA

UnscoredLimited · 5
$26,123115,901 mi

Comparison: 5 similar vehicles

Ukiah, CA

2022 Nissan Frontier SV

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

2022 Nissan Frontier SV

Lakeport, CA

UnscoredLimited · 7
$26,98563,306 mi

Comparison: 7 similar vehicles

Lakeport, CA

2021 Toyota Tacoma SR

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

2021 Toyota Tacoma SR

Ukiah, CA

Fair PriceModerate · 30
$27,12377,470 mi

Market: $21,069 – $32,960

Comparison: 30 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 51 days listed (based on current market benchmarks)

Ukiah, CA

2017 Toyota Tacoma Limited

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

2017 Toyota Tacoma Limited

Healdsburg, CA

UnscoredInsufficient · 4
$27,458109,921 mi

Comparison: 4 similar vehicles

Healdsburg, CA

2024 RAM 1500 Classic SLT

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

2024 RAM 1500 Classic SLT

Healdsburg, CA

UnscoredLimited · 6
$27,57045,285 mi

Comparison: 6 similar vehicles

Healdsburg, CA

2022 Nissan Frontier SV

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

2022 Nissan Frontier SV

Lakeport, CA

UnscoredInsufficient · 0
$27,63535,814 mi

Lakeport, CA

2020 Nissan Frontier SV

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

2020 Nissan Frontier SV

Ukiah, CA

UnscoredInsufficient · 0
$28,06226,407 mi

Ukiah, CA

2022 RAM 1500 Pickup Big Horn/Lone Star

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

2022 RAM 1500 Pickup Big Horn/Lone Star

Healdsburg, CA

Fair PriceModerate · 27
$28,06965,000 mi

Market: $17,970 – $30,990

Comparison: 27 similar vehicles

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

Healdsburg, CA

2024 RAM 1500 Classic Warlock

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

2024 RAM 1500 Classic Warlock

Healdsburg, CA

Fair PriceLimited · 10
$28,08448,123 mi

Market: $26,972 – $31,020

Comparison: 10 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 146 days listed (based on current market benchmarks)

Healdsburg, CA

2022 Jeep Gladiator Sport S

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

2022 Jeep Gladiator Sport S

Lakeport, CA

UnscoredInsufficient · 0
$28,83547,091 mi

Lakeport, CA

2016 RAM 1500 Pickup Big Horn/Lone Star

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

2016 RAM 1500 Pickup Big Horn/Lone Star

Ukiah, CA

UnscoredInsufficient · 0
$28,86245,151 mi

Ukiah, 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

Healdsburg, CA

UnscoredInsufficient · 0
$29,06231,956 mi

Healdsburg, CA

2025 Nissan Frontier SV

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

2025 Nissan Frontier SV

Lakeport, CA

UnscoredLimited · 7
$29,58525,300 mi

Comparison: 7 similar vehicles

Lakeport, CA

2020 RAM 1500 Pickup Big Horn/Lone Star

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

2020 RAM 1500 Pickup Big Horn/Lone Star

Lakeport, CA

OverpricedModerate · 39
$29,99080,100 mi

Market: $19,995 – $28,990

Comparison: 39 similar vehicles

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

Lakeport, CA

2020 GMC Sierra 1500 Elevation

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

2020 GMC Sierra 1500 Elevation

Lakeport, CA

Fair PriceModerate · 23
$29,990119,375 mi

Market: $20,000 – $32,900

Comparison: 23 similar vehicles

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

Lakeport, CA

2023 Jeep Gladiator Sport S

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

2023 Jeep Gladiator Sport S

Ukiah, CA

UnscoredInsufficient · 0
$30,08049,145 mi

Ukiah, CA

2023 Nissan Frontier SV

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

2023 Nissan Frontier SV

Fort Bragg, CA

UnscoredInsufficient · 0
$30,16716,164 mi

Fort Bragg, CA

2020 GMC Sierra 1500 SLT

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

2020 GMC Sierra 1500 SLT

Healdsburg, CA

Fair PriceModerate · 45
$30,470111,309 mi

Market: $26,990 – $40,132

Comparison: 45 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 11 days listed (based on current market benchmarks)

Healdsburg, CA

2019 GMC Sierra 1500 AT4

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

2019 GMC Sierra 1500 AT4

Healdsburg, CA

UnscoredLimited · 14
$32,470129,718 mi

Comparison: 14 similar vehicles

Healdsburg, 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

Lakeport, CA

OverpricedLimited · 11
$32,63546,270 mi

Market: $28,369 – $31,590

Comparison: 11 similar vehicles

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

Lakeport, CA

2020 RAM 1500 Pickup Laramie

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

2020 RAM 1500 Pickup Laramie

Lakeport, CA

Fair PriceModerate · 32
$32,63572,289 mi

Market: $21,500 – $33,590

Comparison: 32 similar vehicles

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

Lakeport, CA

2025 Ford Maverick Lobo Standard

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

2025 Ford Maverick Lobo Standard

Ukiah, CA

UnscoredInsufficient · 0
$32,98820,977 mi

Ukiah, CA

2023 Nissan Titan SV

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

2023 Nissan Titan SV

Lakeport, CA

UnscoredInsufficient · 0
$33,03539,224 mi

Lakeport, CA

2022 Chevrolet Colorado ZR2

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

2022 Chevrolet Colorado ZR2

Lakeport, CA

UnscoredLimited · 5
$33,03573,905 mi

Comparison: 5 similar vehicles

Lakeport, CA

2026 Ford Maverick XL

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

2026 Ford Maverick XL

Healdsburg, CA

Fair PriceLimited · 17
$34,372Mileage not verified

Market: $30,112 – $37,592

Comparison: 17 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 146 days listed (based on current market benchmarks)

Healdsburg, CA

2026 Toyota Tacoma SR

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

2026 Toyota Tacoma SR

Ukiah, CA

UnscoredInsufficient · 3
$34,611Mileage not verified

Comparison: 3 similar vehicles

Ukiah, CA

2026 Toyota Tacoma SR

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

2026 Toyota Tacoma SR

Ukiah, CA

UnscoredInsufficient · 3
$34,611Mileage not verified

Comparison: 3 similar vehicles

Ukiah, CA

2026 Chevrolet Colorado Work Truck

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

2026 Chevrolet Colorado Work Truck

Healdsburg, CA

UnscoredLimited · 6
$34,640Mileage not verified

Comparison: 6 similar vehicles

Healdsburg, 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

Healdsburg, CA

Fair PriceModerate · 35
$34,71640,216 mi

Market: $33,132 – $42,530

Comparison: 35 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 55 days listed (based on current market benchmarks)

Healdsburg, 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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