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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 29, 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

103 listings found

2004 Dodge Ram 1500 Pickup ST

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

2004 Dodge Ram 1500 Pickup ST

Pounding Mill, VA

Unscored
$2,499199,976 mi

Comparison: 5 similar vehicles

Pounding Mill, VA

2006 Chevrolet Cobalt LS

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

2006 Chevrolet Cobalt LS

Pounding Mill, VA

UnscoredInsufficient · 0
$2,799138,931 mi

Pounding Mill, VA

2008 Lincoln MKX Base

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

2008 Lincoln MKX Base

Pounding Mill, VA

UnscoredInsufficient · 4
$5,500185,939 mi

Comparison: 4 similar vehicles

Pounding Mill, VA

2009 Ford F-150 Platinum

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

2009 Ford F-150 Platinum

Pounding Mill, VA

UnscoredInsufficient · 0
$8,399214,000 mi

Pounding Mill, VA

2015 Jeep Wrangler Sport

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

2015 Jeep Wrangler Sport

Pounding Mill, VA

Unscored
$10,500170,000 mi

Comparison: 93 similar vehicles

Pounding Mill, VA

2015 Nissan Rogue SL

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

2015 Nissan Rogue SL

Pounding Mill, VA

Unscored
$10,900125,497 mi

Comparison: 56 similar vehicles

Pounding Mill, VA

2008 Jeep Wrangler Unlimited Sahara

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

2008 Jeep Wrangler Unlimited Sahara

Pounding Mill, VA

Unscored
$10,990152,398 mi

Comparison: 11 similar vehicles

Pounding Mill, VA

2013 Ford F-150 Lariat

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

2013 Ford F-150 Lariat

Pounding Mill, VA

Unscored
$11,199132,659 mi

Comparison: 32 similar vehicles

Pounding Mill, VA

2015 Chevrolet Suburban LT

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

2015 Chevrolet Suburban LT

Pounding Mill, VA

Unscored
$11,500181,846 mi

Comparison: 22 similar vehicles

Pounding Mill, VA

2015 Subaru Outback Premium

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

2015 Subaru Outback Premium

Pounding Mill, VA

Fair PriceRobust · 63
$12,500100,921 mi

Market: $4,999 – $13,997

Comparison: 63 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 6 days listed (based on current market benchmarks)

Pounding Mill, VA

2016 Ford Edge SEL

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

2016 Ford Edge SEL

Pounding Mill, VA

Fair PriceRobust · 64
$13,50092,739 mi

Market: $5,750 – $14,594

Comparison: 64 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 26 days listed (based on current market benchmarks)

Pounding Mill, VA

2018 Nissan Rogue S

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

2018 Nissan Rogue S

Pounding Mill, VA

Fair PriceRobust · 52
$14,30086,513 mi

Market: $6,500 – $15,720

Comparison: 52 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 63 days listed (based on current market benchmarks)

Pounding Mill, VA

2016 Buick Envision Premium I

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

2016 Buick Envision Premium I

Pounding Mill, VA

UnscoredInsufficient · 0
$14,50092,829 mi

Pounding Mill, VA

2015 Ford Expedition Limited

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

2015 Ford Expedition Limited

Pounding Mill, VA

Unscored
$14,500144,378 mi

Comparison: 50 similar vehicles

Pounding Mill, VA

2012 RAM 1500 Pickup Express

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

2012 RAM 1500 Pickup Express

Pounding Mill, VA

Fair PriceLimited · 14
$14,500105,894 mi

Market: $6,980 – $16,495

Comparison: 14 similar vehicles

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

Pounding Mill, VA

2016 RAM 1500 Pickup Big Horn

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

2016 RAM 1500 Pickup Big Horn

Pounding Mill, VA

Unscored
$15,500139,315 mi

Comparison: 104 similar vehicles

Pounding Mill, VA

2016 RAM 1500 Pickup Big Horn

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

2016 RAM 1500 Pickup Big Horn

Pounding Mill, VA

Unscored
$15,991140,166 mi

Comparison: 101 similar vehicles

Pounding Mill, VA

2020 Ford Escape SEL

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

2020 Ford Escape SEL

Pounding Mill, VA

Fair PriceRobust · 153
$16,49079,001 mi

Market: $8,990 – $19,470

Comparison: 153 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 1023 days listed (based on current market benchmarks)

Pounding Mill, VA

2019 GMC Terrain SLE

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

2019 GMC Terrain SLE

Pounding Mill, VA

Fair PriceRobust · 84
$16,90070,229 mi

Market: $9,252 – $19,024

Comparison: 84 similar vehicles

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

Pounding Mill, VA

2017 Dodge Durango GT

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

2017 Dodge Durango GT

Pounding Mill, VA

Fair PriceLimited · 17
$17,50090,343 mi

Market: $7,450 – $20,000

Comparison: 17 similar vehicles

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

Pounding Mill, VA

2018 Jeep All-New Wrangler Unlimited Sahara

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

2018 Jeep All-New Wrangler Unlimited Sahara

Pounding Mill, VA

Unscored
$18,992140,923 mi

Comparison: 7 similar vehicles

Pounding Mill, VA

2018 RAM 1500 Pickup Laramie Limited

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

2018 RAM 1500 Pickup Laramie Limited

Pounding Mill, VA

Unscored
$19,990191,239 mi

Comparison: 16 similar vehicles

Pounding Mill, VA

2018 Jeep All-New Wrangler Unlimited Sport S

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

2018 Jeep All-New Wrangler Unlimited Sport S

Pounding Mill, VA

Fair PriceRobust · 251
$20,495105,494 mi

Market: $13,995 – $30,795

Comparison: 251 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 69 days listed (based on current market benchmarks)

Pounding Mill, VA

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

Pounding Mill, VA

Unscored
$20,500126,831 mi

Comparison: 404 similar vehicles

Pounding Mill, VA

2012 Toyota Tundra Grade

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

2012 Toyota Tundra Grade

Pounding Mill, VA

Unscored
$20,800133,029 mi

Comparison: 73 similar vehicles

Pounding Mill, VA

2020 Subaru Ascent Limited

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

2020 Subaru Ascent Limited

Pounding Mill, VA

Fair PriceRobust · 85
$20,90081,152 mi

Market: $14,687 – $23,998

Comparison: 85 similar vehicles

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

Pounding Mill, VA

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

Pounding Mill, VA

Fair PriceRobust · 316
$20,900119,546 mi

Market: $10,499 – $29,255

Comparison: 316 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 140 days listed (based on current market benchmarks)

Pounding Mill, VA

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

Pounding Mill, VA

Fair PriceRobust · 215
$21,50096,215 mi

Market: $8,995 – $25,590

Comparison: 215 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 166 days listed (based on current market benchmarks)

Pounding Mill, VA

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

Pounding Mill, VA

Unscored
$22,899149,442 mi

Comparison: 209 similar vehicles

Pounding Mill, VA

2024 Jeep Compass Latitude

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

2024 Jeep Compass Latitude

Pounding Mill, VA

Fair PriceModerate · 28
$22,99848,752 mi

Market: $17,584 – $26,999

Comparison: 28 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 8 days listed (based on current market benchmarks)

Pounding Mill, VA

2018 Chevrolet Silverado 1500 LT Z71

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

2018 Chevrolet Silverado 1500 LT Z71

Pounding Mill, VA

UnscoredInsufficient · 3
$23,500111,135 mi

Comparison: 3 similar vehicles

Pounding Mill, VA

2022 Dodge Durango SXT

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

2022 Dodge Durango SXT

Pounding Mill, VA

Fair PriceLimited · 19
$23,90074,810 mi

Market: $17,999 – $24,298

Comparison: 19 similar vehicles

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

Pounding Mill, VA

2019 Chevrolet Silverado 1500 RST

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

2019 Chevrolet Silverado 1500 RST

Pounding Mill, VA

Unscored
$24,906158,004 mi

Comparison: 187 similar vehicles

Pounding Mill, VA

2018 Toyota Tacoma SR5

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

2018 Toyota Tacoma SR5

Pounding Mill, VA

Fair PriceModerate · 46
$25,990110,367 mi

Market: $12,700 – $30,389

Comparison: 46 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 6 days listed (based on current market benchmarks)

Pounding Mill, VA

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

Pounding Mill, VA

Fair PriceRobust · 230
$27,50088,251 mi

Market: $13,700 – $35,995

Comparison: 230 similar vehicles

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

Pounding Mill, VA

2024 Toyota Camry LE

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

2024 Toyota Camry LE

Pounding Mill, VA

OverpricedModerate · 44
$27,99829,836 mi

Market: $22,668 – $27,232

Comparison: 44 similar vehicles

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

Pounding Mill, VA

2020 Chevrolet Silverado 1500 LT Trail Boss

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

2020 Chevrolet Silverado 1500 LT Trail Boss

Pounding Mill, VA

Fair PriceRobust · 216
$32,79978,586 mi

Market: $19,200 – $41,387

Comparison: 216 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 38 days listed (based on current market benchmarks)

Pounding Mill, VA

2024 Ford Maverick Lariat

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

2024 Ford Maverick Lariat

Pounding Mill, VA

Fair PriceModerate · 29
$32,99516,189 mi

Market: $28,416 – $39,499

Comparison: 29 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 26 days listed (based on current market benchmarks)

Pounding Mill, VA

2026 Ford Mustang EcoBoost

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

2026 Ford Mustang EcoBoost

Pounding Mill, VA

Fair PriceRobust · 1418
$33,209Mileage not verified

Market: $27,989 – $46,146

Comparison: 1418 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 355 days listed (based on current market benchmarks)

Pounding Mill, VA

2026 Ford Bronco Sport Big Bend

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

2026 Ford Bronco Sport Big Bend

Pounding Mill, VA

Unscored
$33,829Mileage not verified

Comparison: 8 similar vehicles

Pounding Mill, VA

2026 Ford Maverick XL

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

2026 Ford Maverick XL

Pounding Mill, VA

Fair PriceRobust · 1118
$34,254Mileage not verified

Market: $27,315 – $43,284

Comparison: 1118 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 13 days listed (based on current market benchmarks)

Pounding Mill, VA

2025 GENESIS GV70 Standard

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

2025 GENESIS GV70 Standard

Pounding Mill, VA

OverpricedLimited · 19
$34,76943,137 mi

Market: $28,212 – $34,219

Comparison: 19 similar vehicles

Priced ~2% above the typical market range for similar vehicles (based on current market benchmarks)

Pounding Mill, VA

2026 Ford Bronco Sport Big Bend

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

2026 Ford Bronco Sport Big Bend

Pounding Mill, VA

Unscored
$36,024Mileage not verified

Comparison: 8 similar vehicles

Pounding Mill, VA

2026 Ford Bronco Sport Big Bend

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

2026 Ford Bronco Sport Big Bend

Pounding Mill, VA

Unscored
$36,074Mileage not verified

Comparison: 8 similar vehicles

Pounding Mill, VA

2019 Chevrolet Silverado 2500HD LTZ

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

2019 Chevrolet Silverado 2500HD LTZ

Pounding Mill, VA

Fair PriceRobust · 86
$36,499106,672 mi

Market: $29,900 – $47,893

Comparison: 86 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 196 days listed (based on current market benchmarks)

Pounding Mill, VA

2026 Ford Bronco Sport Big Bend

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

2026 Ford Bronco Sport Big Bend

Pounding Mill, VA

Unscored
$37,019Mileage not verified

Comparison: 8 similar vehicles

Pounding Mill, VA

2026 Ford Bronco Sport Big Bend

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

2026 Ford Bronco Sport Big Bend

Pounding Mill, VA

Unscored
$37,069Mileage not verified

Comparison: 8 similar vehicles

Pounding Mill, VA

2026 Ford Maverick XLT

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

2026 Ford Maverick XLT

Pounding Mill, VA

UnscoredInsufficient · 4
$37,129Mileage not verified

Comparison: 4 similar vehicles

Pounding Mill, VA

2026 Ford Bronco Sport Badlands

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

2026 Ford Bronco Sport Badlands

Pounding Mill, VA

Fair PriceRobust · 1183
$39,434Mileage not verified

Market: $33,902 – $47,482

Comparison: 1183 similar vehicles

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

Pounding Mill, VA

2022 Chevrolet Silverado 2500HD Custom

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

2022 Chevrolet Silverado 2500HD Custom

Pounding Mill, VA

OverpricedLimited · 11
$44,32651,598 mi

Market: $39,986 – $43,299

Comparison: 11 similar vehicles

Priced ~2% above the typical market range for similar vehicles (based on current market benchmarks)

Pounding Mill, VA

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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