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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

976 listings found

2017 Ford F-150 XL

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

2017 Ford F-150 XL

Rumford, ME

UnscoredModerate · 28
$11,900152,000 mi

Comparison: 28 similar vehicles

Rumford, ME

2019 RAM 1500 Classic Express

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

2019 RAM 1500 Classic Express

Rumford, ME

UnscoredRobust · 93
$12,400172,000 mi

Comparison: 93 similar vehicles

Rumford, ME

2015 RAM 1500 Pickup Outdoorsman

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

2015 RAM 1500 Pickup Outdoorsman

Rumford, ME

UnscoredLimited · 17
$12,500155,000 mi

Comparison: 17 similar vehicles

Rumford, ME

2006 Toyota Tacoma Base

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

2006 Toyota Tacoma Base

Newport, VT

UnscoredInsufficient · 4
$12,900194,165 mi

Comparison: 4 similar vehicles

Newport, VT

2015 Ford F-150 XLT

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

2015 Ford F-150 XLT

Bethel, ME

UnscoredRobust · 60
$12,990259,027 mi

Comparison: 60 similar vehicles

Bethel, ME

2017 RAM 1500 Pickup Express

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

2017 RAM 1500 Pickup Express

Rumford, ME

UnscoredModerate · 39
$13,900121,000 mi

Comparison: 39 similar vehicles

Rumford, ME

2016 Ford F-150 XLT

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

2016 Ford F-150 XLT

Rumford, ME

UnscoredRobust · 101
$13,900174,000 mi

Comparison: 101 similar vehicles

Rumford, ME

2014 RAM 1500 Pickup SLT

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

2014 RAM 1500 Pickup SLT

Rumford, ME

UnscoredLimited · 7
$13,900151,000 mi

Comparison: 7 similar vehicles

Rumford, ME

2012 Nissan Frontier SV

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

2012 Nissan Frontier SV

Saint Johnsbury, VT

UnscoredLimited · 6
$14,900109,089 mi

Comparison: 6 similar vehicles

Saint Johnsbury, VT

2014 Toyota Tundra SR

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

2014 Toyota Tundra SR

Lancaster, NH

UnscoredModerate · 21
$16,399132,986 mi

Comparison: 21 similar vehicles

Lancaster, NH

2018 Nissan Frontier S

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

2018 Nissan Frontier S

Newport, VT

UnscoredInsufficient · 3
$16,50085,500 mi

Comparison: 3 similar vehicles

Newport, VT

2012 Toyota Tundra Grade

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

2012 Toyota Tundra Grade

Brighton, VT

UnscoredLimited · 19
$16,995144,974 mi

Comparison: 19 similar vehicles

Brighton, VT

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

Rumford, ME

UnscoredLimited · 9
$18,900138,000 mi

Comparison: 9 similar vehicles

Rumford, ME

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

Rumford, ME

UnscoredLimited · 10
$18,900129,000 mi

Comparison: 10 similar vehicles

Rumford, ME

2016 GMC Sierra 1500 SLE

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

2016 GMC Sierra 1500 SLE

Rumford, ME

UnscoredLimited · 18
$18,900144,000 mi

Comparison: 18 similar vehicles

Rumford, ME

2014 RAM 1500 Pickup SLT

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

2014 RAM 1500 Pickup SLT

Derby, VT

UnscoredLimited · 6
$18,900107,566 mi

Comparison: 6 similar vehicles

Derby, VT

2018 Chevrolet Silverado 1500 LTZ Z71

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

2018 Chevrolet Silverado 1500 LTZ Z71

Gorham, NH

UnscoredModerate · 49
$18,990140,637 mi

Comparison: 49 similar vehicles

Gorham, NH

2017 RAM 1500 Pickup Express

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

2017 RAM 1500 Pickup Express

Brighton, VT

UnscoredModerate · 43
$18,995130,860 mi

Comparison: 43 similar vehicles

Brighton, VT

2020 Chevrolet Silverado 1500 LT

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

2020 Chevrolet Silverado 1500 LT

Rumford, ME

UnscoredInsufficient · 3
$19,700140,000 mi

Comparison: 3 similar vehicles

Rumford, ME

2020 RAM 1500 Classic Warlock

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

2020 RAM 1500 Classic Warlock

Rumford, ME

UnscoredRobust · 57
$19,900122,000 mi

Comparison: 57 similar vehicles

Rumford, ME

2018 Nissan Frontier SV

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

2018 Nissan Frontier SV

Newport, VT

UnscoredLimited · 9
$19,98873,611 mi

Comparison: 9 similar vehicles

Newport, VT

2018 Nissan Titan Platinum Reserve

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

2018 Nissan Titan Platinum Reserve

Gorham, NH

UnscoredInsufficient · 0
$19,990132,250 mi

Gorham, NH

2018 RAM 1500 Pickup Express

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

2018 RAM 1500 Pickup Express

Lancaster, NH

UnscoredLimited · 9
$20,39950,449 mi

Comparison: 9 similar vehicles

Lancaster, NH

2014 Toyota Tundra Limited

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

2014 Toyota Tundra Limited

Newport, VT

UnscoredInsufficient · 3
$20,950135,033 mi

Comparison: 3 similar vehicles

Newport, VT

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

Bethel, ME

UnscoredModerate · 32
$20,990134,352 mi

Comparison: 32 similar vehicles

Bethel, ME

2020 RAM 1500 Classic Warlock

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

2020 RAM 1500 Classic Warlock

Saint Johnsbury, VT

Fair PriceRobust · 59
$21,000103,268 mi

Market: $17,995 – $30,455

Comparison: 59 similar vehicles

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

Saint Johnsbury, VT

2018 Nissan Frontier SV

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

2018 Nissan Frontier SV

Lyndon, VT

UnscoredInsufficient · 0
$21,49535,100 mi

Lyndon, VT

2015 Toyota Tacoma TRD Pro

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

2015 Toyota Tacoma TRD Pro

Lyndon, VT

UnscoredInsufficient · 3
$21,50091,665 mi

Comparison: 3 similar vehicles

Lyndon, VT

2017 Chevrolet Silverado 1500 LT Z71

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

2017 Chevrolet Silverado 1500 LT Z71

Rumford, ME

UnscoredRobust · 72
$21,900145,000 mi

Comparison: 72 similar vehicles

Rumford, ME

2017 Toyota Tundra SR

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

2017 Toyota Tundra SR

Derby, VT

UnscoredInsufficient · 3
$21,900106,790 mi

Comparison: 3 similar vehicles

Derby, VT

2017 RAM 1500 Pickup Express

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

2017 RAM 1500 Pickup Express

Newport, VT

Fair PriceModerate · 47
$21,95076,056 mi

Market: $7,295 – $26,922

Comparison: 47 similar vehicles

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

Newport, VT

2019 Ford Ranger XLT

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

2019 Ford Ranger XLT

Lancaster, NH

Fair PriceModerate · 37
$22,49869,183 mi

Market: $17,485 – $24,989

Comparison: 37 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 288 days listed (based on current market benchmarks)

Lancaster, NH

2020 Ford F-150 XL

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

2020 Ford F-150 XL

Lyndon, VT

Fair PriceRobust · 91
$22,50066,902 mi

Market: $13,405 – $35,994

Comparison: 91 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 37 days listed (based on current market benchmarks)

Lyndon, VT

2017 Chevrolet Silverado 1500 Work Truck 1WT

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

2017 Chevrolet Silverado 1500 Work Truck 1WT

Newport, VT

Fair PriceModerate · 23
$22,500110,362 mi

Market: $11,995 – $24,995

Comparison: 23 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 184 days listed (based on current market benchmarks)

Newport, VT

2021 Chevrolet Silverado 1500 Custom

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

2021 Chevrolet Silverado 1500 Custom

Gorham, NH

UnscoredInsufficient · 3
$23,450108,288 mi

Comparison: 3 similar vehicles

Gorham, NH

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

Derby, VT

UnscoredRobust · 280
$23,900123,556 mi

Comparison: 280 similar vehicles

Derby, VT

2021 Chevrolet Silverado 1500 Custom

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

2021 Chevrolet Silverado 1500 Custom

Rumford, ME

UnscoredLimited · 9
$23,900107,000 mi

Comparison: 9 similar vehicles

Rumford, ME

2019 GMC Canyon All Terrain

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

2019 GMC Canyon All Terrain

Brighton, VT

UnscoredInsufficient · 3
$23,99579,035 mi

Comparison: 3 similar vehicles

Brighton, VT

2016 Ford F-250 Super Duty XL

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

2016 Ford F-250 Super Duty XL

Newport, VT

UnscoredInsufficient · 3
$24,41546,702 mi

Comparison: 3 similar vehicles

Newport, VT

2016 Toyota Tacoma TRD Sport

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

2016 Toyota Tacoma TRD Sport

Gorham, NH

Fair PriceModerate · 25
$24,49097,631 mi

Market: $15,995 – $30,148

Comparison: 25 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 21 days listed (based on current market benchmarks)

Gorham, NH

2022 Ford Ranger XL

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

2022 Ford Ranger XL

Lyndon, VT

UnscoredInsufficient · 0
$24,50050,618 mi

Lyndon, VT

2021 GMC Sierra 1500 Denali

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

2021 GMC Sierra 1500 Denali

Gorham, NH

UnscoredModerate · 40
$24,990146,731 mi

Comparison: 40 similar vehicles

Gorham, NH

2020 Chevrolet Silverado 1500 LT

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

2020 Chevrolet Silverado 1500 LT

Bethel, ME

UnscoredInsufficient · 3
$24,99098,251 mi

Comparison: 3 similar vehicles

Bethel, ME

2000 Chevrolet K3500 BASE

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

2000 Chevrolet K3500 BASE

Brighton, VT

UnscoredInsufficient · 0
$24,99520,535 mi

Brighton, VT

2021 GMC Sierra 1500 Base

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

2021 GMC Sierra 1500 Base

Littleton, NH

UnscoredInsufficient · 4
$25,03664,303 mi

Comparison: 4 similar vehicles

Littleton, NH

2021 Ford Ranger XLT

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

2021 Ford Ranger XLT

Lancaster, NH

Fair PriceModerate · 35
$25,39981,496 mi

Market: $14,999 – $28,995

Comparison: 35 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 130 days listed (based on current market benchmarks)

Lancaster, NH

2019 Chevrolet Colorado Z71

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

2019 Chevrolet Colorado Z71

Lyndon, VT

UnscoredLimited · 6
$25,99553,470 mi

Comparison: 6 similar vehicles

Lyndon, VT

2022 Chevrolet Colorado Z71

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

2022 Chevrolet Colorado Z71

Lancaster, NH

UnscoredLimited · 8
$25,99989,045 mi

Comparison: 8 similar vehicles

Lancaster, NH

2019 Chevrolet Colorado Z71

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

2019 Chevrolet Colorado Z71

Newport, VT

UnscoredInsufficient · 3
$26,70154,777 mi

Comparison: 3 similar vehicles

Newport, VT

2018 Toyota Tundra SR5

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

2018 Toyota Tundra SR5

Newport, VT

UnscoredInsufficient · 4
$26,950119,100 mi

Comparison: 4 similar vehicles

Newport, VT

You can page through the first 500 listings. Add a filter, such as a ZIP code, price or year, to see others.

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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