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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 · November 11, 2026

7.3M+

Vehicles tracked nationwide

6M+ searchable on oav.io

60,000+

US dealerships

Daily

Data pipeline

Comparable

Market-evidence analysis

New and used·Listings processed daily

Or explore the market

233 listings found

1996 Chrysler Concorde

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

1996 Chrysler Concorde

Altavista, VA

UnscoredInsufficient · 0
$4,995148,313 mi

Altavista, VA

2009 BMW 3 Series 328i

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

2009 BMW 3 Series 328i

Altavista, VA

Unscored
$5,999144,187 mi

Comparison: 38 similar vehicles

Altavista, VA

2017 Hyundai Elantra SE

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

2017 Hyundai Elantra SE

Altavista, VA

UnscoredInsufficient · 3
$7,599128,860 mi

Comparison: 3 similar vehicles

Altavista, VA

2006 GMC Sierra 1500 Work Truck

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

2006 GMC Sierra 1500 Work Truck

Altavista, VA

UnscoredInsufficient · 0
$8,495218,949 mi

Altavista, VA

2016 Ford Explorer Limited

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

2016 Ford Explorer Limited

Altavista, VA

Unscored
$8,499168,156 mi

Comparison: 73 similar vehicles

Altavista, VA

2016 Ford Expedition XLT

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

2016 Ford Expedition XLT

Altavista, VA

UnscoredInsufficient · 3
$8,999184,498 mi

Comparison: 3 similar vehicles

Altavista, VA

2015 Toyota Sienna Limited

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

2015 Toyota Sienna Limited

Altavista, VA

UnscoredInsufficient · 4
$8,999219,938 mi

Comparison: 4 similar vehicles

Altavista, VA

2019 Subaru Ascent Premium

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

2019 Subaru Ascent Premium

Altavista, VA

Unscored
$9,499131,371 mi

Comparison: 80 similar vehicles

Altavista, VA

2008 Toyota Camry Solara SE

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

2008 Toyota Camry Solara SE

Altavista, VA

UnscoredInsufficient · 3
$9,995100,838 mi

Comparison: 3 similar vehicles

Altavista, VA

1994 Nissan

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

1994 Nissan

Altavista, VA

UnscoredInsufficient · 0
$9,995Mileage not verified

Altavista, VA

2016 Jeep Grand Cherokee Limited

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

2016 Jeep Grand Cherokee Limited

Altavista, VA

Fair PriceRobust · 104
$9,999109,443 mi

Market: $6,995 – $19,600

Comparison: 104 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 54 days listed (based on current market benchmarks)

Altavista, VA

2018 Jeep Grand Cherokee Laredo

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

2018 Jeep Grand Cherokee Laredo

Altavista, VA

Fair PriceLimited · 13
$10,499112,725 mi

Market: $8,990 – $16,219

Comparison: 13 similar vehicles

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

Altavista, VA

2014 Jeep Grand Cherokee Laredo

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

2014 Jeep Grand Cherokee Laredo

Altavista, VA

Fair PriceRobust · 79
$10,49989,312 mi

Market: $4,950 – $18,990

Comparison: 79 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 32 days listed (based on current market benchmarks)

Altavista, VA

2018 Acura ILX Base

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

2018 Acura ILX Base

Altavista, VA

Unscored
$10,999140,468 mi

Comparison: 9 similar vehicles

Altavista, VA

2019 Chevrolet Equinox 2FL

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

2019 Chevrolet Equinox 2FL

Altavista, VA

Fair PriceLimited · 12
$11,99968,372 mi

Market: $4,995 – $16,198

Comparison: 12 similar vehicles

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

Altavista, VA

2014 Ford Escape Titanium

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

2014 Ford Escape Titanium

Altavista, VA

OverpricedLimited · 13
$12,49596,237 mi

Market: $5,700 – $7,500

Comparison: 13 similar vehicles

Priced ~67% above the typical market range for similar vehicles (based on current market benchmarks)

Altavista, VA

2017 Chevrolet Colorado Z71

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

2017 Chevrolet Colorado Z71

Altavista, VA

Unscored
$12,499154,177 mi

Comparison: 42 similar vehicles

Altavista, VA

2020 Ford Ranger XL

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

2020 Ford Ranger XL

Altavista, VA

Great DealLimited · 10
$13,499114,032 mi

Market: $17,156 – $23,998

Comparison: 10 similar vehicles

Competitively priced ~21% below the typical range compared to similar vehicles · 62 days listed (based on current market benchmarks)

Altavista, VA

2017 Jeep Grand Cherokee Limited

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

2017 Jeep Grand Cherokee Limited

Altavista, VA

Fair PriceRobust · 270
$13,49976,653 mi

Market: $8,999 – $20,998

Comparison: 270 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 54 days listed (based on current market benchmarks)

Altavista, VA

2018 Honda Pilot EX-L

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

2018 Honda Pilot EX-L

Altavista, VA

UnscoredInsufficient · 4
$13,999136,109 mi

Comparison: 4 similar vehicles

Altavista, VA

2016 Ford Expedition Platinum

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

2016 Ford Expedition Platinum

Altavista, VA

UnscoredInsufficient · 4
$13,999136,136 mi

Comparison: 4 similar vehicles

Altavista, VA

2015 Nissan Titan SV

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

2015 Nissan Titan SV

Altavista, VA

UnscoredInsufficient · 3
$13,999128,431 mi

Comparison: 3 similar vehicles

Altavista, VA

2024 Nissan Versa Sedan SR

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

2024 Nissan Versa Sedan SR

Altavista, VA

Fair PriceModerate · 46
$14,49953,970 mi

Market: $13,750 – $19,995

Comparison: 46 similar vehicles

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

Altavista, VA

2024 Nissan Versa Sedan SR

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

2024 Nissan Versa Sedan SR

Altavista, VA

Fair PriceModerate · 46
$14,49954,388 mi

Market: $13,750 – $19,995

Comparison: 46 similar vehicles

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

Altavista, VA

2005 Chevrolet C65

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

2005 Chevrolet C65

Altavista, VA

UnscoredInsufficient · 0
$14,995233,345 mi

Altavista, VA

2020 Volkswagen Atlas Cross Sport SE w/Tech R-Line

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

2020 Volkswagen Atlas Cross Sport SE w/Tech R-Line

Altavista, VA

Great DealModerate · 47
$14,999112,583 mi

Market: $16,999 – $21,998

Comparison: 47 similar vehicles

Competitively priced ~12% below the typical range compared to similar vehicles · 12 days listed (based on current market benchmarks)

Altavista, VA

2019 Jeep Cherokee Limited

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

2019 Jeep Cherokee Limited

Altavista, VA

UnscoredInsufficient · 3
$14,99975,046 mi

Comparison: 3 similar vehicles

Altavista, VA

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

Altavista, VA

Unscored
$14,999153,438 mi

Comparison: 7 similar vehicles

Altavista, VA

2018 Jeep Grand Cherokee Limited

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

2018 Jeep Grand Cherokee Limited

Altavista, VA

Fair PriceRobust · 360
$14,99990,125 mi

Market: $7,499 – $25,954

Comparison: 360 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 19 days listed (based on current market benchmarks)

Altavista, VA

2018 Ford Explorer Limited

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

2018 Ford Explorer Limited

Altavista, VA

UnscoredInsufficient · 4
$14,99999,017 mi

Comparison: 4 similar vehicles

Altavista, VA

2018 Ford Explorer Limited

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

2018 Ford Explorer Limited

Altavista, VA

UnscoredInsufficient · 4
$14,99977,957 mi

Comparison: 4 similar vehicles

Altavista, VA

2015 Jeep Grand Cherokee Limited

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

2015 Jeep Grand Cherokee Limited

Altavista, VA

Unscored
$14,99962,749 mi

Comparison: 9 similar vehicles

Altavista, VA

2008 Chevrolet Silverado 2500HD 1LT

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

2008 Chevrolet Silverado 2500HD 1LT

Altavista, VA

UnscoredInsufficient · 3
$14,999234,552 mi

Comparison: 3 similar vehicles

Altavista, VA

2020 Jeep Grand Cherokee Limited

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

2020 Jeep Grand Cherokee Limited

Altavista, VA

Unscored
$15,49992,088 mi

Comparison: 6 similar vehicles

Altavista, VA

2019 Nissan Titan SV

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

2019 Nissan Titan SV

Altavista, VA

Unscored
$15,499142,944 mi

Comparison: 23 similar vehicles

Altavista, VA

2016 Chevrolet Silverado 2500HD LT

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

2016 Chevrolet Silverado 2500HD LT

Altavista, VA

Unscored
$15,499239,988 mi

Comparison: 60 similar vehicles

Altavista, VA

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

Altavista, VA

UnscoredInsufficient · 4
$15,499136,858 mi

Comparison: 4 similar vehicles

Altavista, VA

2024 Chevrolet TrailBlazer LT

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

2024 Chevrolet TrailBlazer LT

Altavista, VA

Unscored
$15,79968,878 mi

Comparison: 9 similar vehicles

Altavista, VA

2018 GMC Terrain SLE

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

2018 GMC Terrain SLE

Altavista, VA

Fair PriceModerate · 44
$15,99596,032 mi

Market: $6,995 – $20,100

Comparison: 44 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 601 days listed (based on current market benchmarks)

Altavista, VA

2024 Nissan Altima SV

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

2024 Nissan Altima SV

Altavista, VA

Unscored
$15,99967,164 mi

Comparison: 18 similar vehicles

Altavista, VA

2020 Ford Expedition XLT

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

2020 Ford Expedition XLT

Altavista, VA

Unscored
$15,999164,850 mi

Comparison: 5 similar vehicles

Altavista, VA

2020 Ford Expedition XLT

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

2020 Ford Expedition XLT

Altavista, VA

Unscored
$15,999150,294 mi

Comparison: 5 similar vehicles

Altavista, VA

2019 Jeep Cherokee Limited

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

2019 Jeep Cherokee Limited

Altavista, VA

UnscoredInsufficient · 3
$15,99965,746 mi

Comparison: 3 similar vehicles

Altavista, VA

2018 Ford Expedition XLT

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

2018 Ford Expedition XLT

Altavista, VA

Fair PriceRobust · 59
$15,999119,374 mi

Market: $12,995 – $25,836

Comparison: 59 similar vehicles

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

Altavista, VA

2018 Nissan Titan SV

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

2018 Nissan Titan SV

Altavista, VA

Unscored
$15,999135,071 mi

Comparison: 51 similar vehicles

Altavista, VA

2017 RAM 1500 Pickup Big Horn

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

2017 RAM 1500 Pickup Big Horn

Altavista, VA

Unscored
$15,999146,131 mi

Comparison: 5 similar vehicles

Altavista, VA

2022 Kia Telluride S

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

2022 Kia Telluride S

Altavista, VA

Unscored
$16,49995,511 mi

Comparison: 7 similar vehicles

Altavista, VA

2021 Jeep Grand Cherokee 80th Edition

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

2021 Jeep Grand Cherokee 80th Edition

Altavista, VA

Fair PriceRobust · 285
$16,499104,564 mi

Market: $16,995 – $28,443

Comparison: 285 similar vehicles

Fairly priced — priced near the comparable range, but not far enough below it to qualify as a Great Deal · 54 days listed (based on current market benchmarks)

Altavista, VA

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

Altavista, VA

UnscoredInsufficient · 3
$16,499148,460 mi

Comparison: 3 similar vehicles

Altavista, VA

2020 Ford F-150 XLT

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

2020 Ford F-150 XLT

Altavista, VA

Unscored
$16,499154,324 mi

Comparison: 7 similar vehicles

Altavista, VA

Trust signal layer

Demand-Verified Deals™

The Demand-Verified badge is sell-through evidence — the matched cohort of similar vehicles whose listings recently came off the market is leaving the market faster than its market baseline, and this listing has not been listed longer than the cohort’s typical time on market. A listing coming off the market is not always a sale. 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 time on market, 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 cohort of similar vehicles whose listings recently came off the market is leaving the market faster than its market baseline, the cohort meets minimum-sample and freshness requirements, and this specific listing has not been listed longer than the cohort's typical time on market. 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 recently 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.
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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