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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 7, 2026

7.1M+

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

61 listings found

2005 Dodge Durango SLT

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

2005 Dodge Durango SLT

Shenandoah, IA

UnscoredInsufficient · 0
$2,000236,264 mi

Shenandoah, IA

2010 Chevrolet Malibu Fleet

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

2010 Chevrolet Malibu Fleet

Shenandoah, IA

UnscoredInsufficient · 0
$8,495199,786 mi

Shenandoah, IA

2013 INFINITI QX 56

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

2013 INFINITI QX 56

Shenandoah, IA

UnscoredInsufficient · 0
$8,995208,228 mi

Shenandoah, IA

2014 Chevrolet Impala 1LZ

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

2014 Chevrolet Impala 1LZ

Shenandoah, IA

Unscored
$11,995105,474 mi

Comparison: 9 similar vehicles

Shenandoah, IA

2015 Chevrolet Camaro 1LT

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

2015 Chevrolet Camaro 1LT

Shenandoah, IA

Unscored
$11,998104,265 mi

Comparison: 6 similar vehicles

Shenandoah, IA

2015 Mazda CX-5 Grand Touring

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

2015 Mazda CX-5 Grand Touring

Shenandoah, IA

Unscored
$12,995144,399 mi

Comparison: 7 similar vehicles

Shenandoah, IA

2012 Kia Soul +

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

2012 Kia Soul +

Shenandoah, IA

OverpricedLimited · 12
$12,995126,726 mi

Market: $3,950 – $7,215

Comparison: 12 similar vehicles

Priced ~80% above the typical market range for similar vehicles (based on current market benchmarks)

Shenandoah, IA

2016 Jeep Wrangler Unlimited Sport S

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

2016 Jeep Wrangler Unlimited Sport S

Shenandoah, IA

Fair PriceModerate · 48
$13,995108,050 mi

Market: $13,999 – $25,995

Comparison: 48 similar vehicles

Fairly priced — priced near the comparable range, but not far enough below it to qualify as a Great Deal · 85 days listed (based on current market benchmarks)

Shenandoah, IA

2015 Jeep Cherokee Latitude

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

2015 Jeep Cherokee Latitude

Shenandoah, IA

Unscored
$14,495134,727 mi

Comparison: 57 similar vehicles

Shenandoah, IA

2015 Chevrolet Tahoe LTZ

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

2015 Chevrolet Tahoe LTZ

Shenandoah, IA

Unscored
$14,495168,600 mi

Comparison: 53 similar vehicles

Shenandoah, IA

2009 Chevrolet Avalanche LT1

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

2009 Chevrolet Avalanche LT1

Shenandoah, IA

Salvage title
$14,495135,455 mi

Shenandoah, IA

2016 Lincoln MKX Select

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

2016 Lincoln MKX Select

Shenandoah, IA

UnscoredInsufficient · 0
$14,995143,344 mi

Shenandoah, IA

2015 Chrysler 200 C

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

2015 Chrysler 200 C

Shenandoah, IA

Unscored
$14,995120,433 mi

Comparison: 8 similar vehicles

Shenandoah, IA

2021 Chevrolet Malibu 1LS

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

2021 Chevrolet Malibu 1LS

Shenandoah, IA

UnscoredInsufficient · 4
$15,49780,050 mi

Comparison: 4 similar vehicles

Shenandoah, IA

2018 Chevrolet Trax LS

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

2018 Chevrolet Trax LS

Shenandoah, IA

Unscored
$15,99578,890 mi

Comparison: 7 similar vehicles

Shenandoah, IA

2014 Volvo S60 T5

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

2014 Volvo S60 T5

Shenandoah, IA

UnscoredInsufficient · 0
$15,995114,167 mi

Shenandoah, IA

2010 Chevrolet Silverado 1500 LT

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

2010 Chevrolet Silverado 1500 LT

Shenandoah, IA

OverpricedLimited · 13
$15,99563,400 mi

Market: $5,999 – $15,000

Comparison: 13 similar vehicles

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

Shenandoah, IA

2016 Jeep Renegade Latitude

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

2016 Jeep Renegade Latitude

Shenandoah, IA

Fair PriceModerate · 36
$16,495112,341 mi

Market: $5,900 – $16,995

Comparison: 36 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 109 days listed (based on current market benchmarks)

Shenandoah, IA

2019 GMC Terrain Denali

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

2019 GMC Terrain Denali

Shenandoah, IA

Unscored
$16,99595,573 mi

Comparison: 6 similar vehicles

Shenandoah, IA

2017 Jeep Renegade Latitude

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

2017 Jeep Renegade Latitude

Shenandoah, IA

OverpricedModerate · 40
$18,49590,360 mi

Market: $5,995 – $17,995

Comparison: 40 similar vehicles

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

Shenandoah, IA

2018 Buick Enclave Essence

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

2018 Buick Enclave Essence

Shenandoah, IA

Fair PriceModerate · 40
$18,995100,829 mi

Market: $8,900 – $29,495

Comparison: 40 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 49 days listed (based on current market benchmarks)

Shenandoah, IA

2017 Dodge Grand Caravan GT

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

2017 Dodge Grand Caravan GT

Shenandoah, IA

OverpricedLimited · 13
$18,995118,128 mi

Market: $6,899 – $10,900

Comparison: 13 similar vehicles

Priced ~74% above the typical market range for similar vehicles (based on current market benchmarks)

Shenandoah, IA

2014 Chevrolet Silverado 1500 LT

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

2014 Chevrolet Silverado 1500 LT

Shenandoah, IA

Fair PriceRobust · 106
$18,99564,911 mi

Market: $8,450 – $20,950

Comparison: 106 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 24 days listed (based on current market benchmarks)

Shenandoah, IA

2014 GMC Yukon Denali

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

2014 GMC Yukon Denali

Shenandoah, IA

Unscored
$20,495117,810 mi

Comparison: 6 similar vehicles

Shenandoah, IA

2022 Kia Sorento SX PHEV

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

2022 Kia Sorento SX PHEV

Shenandoah, IA

UnscoredInsufficient · 0
$23,49575,826 mi

Shenandoah, IA

2018 Chevrolet Colorado LT

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

2018 Chevrolet Colorado LT

Shenandoah, IA

OverpricedModerate · 28
$23,99574,421 mi

Market: $9,900 – $23,495

Comparison: 28 similar vehicles

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

Shenandoah, IA

2016 Ford Explorer Sport

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

2016 Ford Explorer Sport

Shenandoah, IA

OverpricedModerate · 21
$25,49573,706 mi

Market: $8,500 – $22,995

Comparison: 21 similar vehicles

Priced ~11% above the typical market range for similar vehicles (based on current market benchmarks)

Shenandoah, IA

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

Shenandoah, IA

Fair PriceRobust · 144
$26,950111,920 mi

Market: $14,999 – $32,979

Comparison: 144 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 455 days listed (based on current market benchmarks)

Shenandoah, IA

2026 Chevrolet Trailblazer LS

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

2026 Chevrolet Trailblazer LS

Shenandoah, IA

Fair PriceRobust · 400
$27,985Mileage not verified

Market: $21,134 – $32,042

Comparison: 400 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 50 days listed (based on current market benchmarks)

Shenandoah, IA

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

Shenandoah, IA

Fair PriceRobust · 123
$27,99570,050 mi

Market: $14,175 – $32,599

Comparison: 123 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 30 days listed (based on current market benchmarks)

Shenandoah, IA

2020 Chevrolet Silverado 1500 LTZ

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

2020 Chevrolet Silverado 1500 LTZ

Shenandoah, IA

Fair PriceRobust · 121
$28,04099,428 mi

Market: $18,900 – $38,895

Comparison: 121 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 10 days listed (based on current market benchmarks)

Shenandoah, IA

2021 Chevrolet Silverado 1500 LT Trail Boss

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

2021 Chevrolet Silverado 1500 LT Trail Boss

Shenandoah, IA

Fair PriceRobust · 135
$28,995112,909 mi

Market: $25,799 – $37,279

Comparison: 135 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 128 days listed (based on current market benchmarks)

Shenandoah, IA

2018 Buick Enclave Essence

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

2018 Buick Enclave Essence

Shenandoah, IA

OverpricedModerate · 40
$29,49575,156 mi

Market: $8,900 – $19,988

Comparison: 40 similar vehicles

Priced ~48% above the typical market range for similar vehicles (based on current market benchmarks)

Shenandoah, IA

2021 Chevrolet Silverado 1500 High Country

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

2021 Chevrolet Silverado 1500 High Country

Shenandoah, IA

Fair PriceRobust · 87
$29,774102,611 mi

Market: $27,500 – $37,950

Comparison: 87 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 10 days listed (based on current market benchmarks)

Shenandoah, IA

2022 Jeep Gladiator High Altitude

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

2022 Jeep Gladiator High Altitude

Shenandoah, IA

Fair PriceLimited · 11
$30,99965,412 mi

Market: $30,539 – $32,667

Comparison: 11 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 414 days listed (based on current market benchmarks)

Shenandoah, IA

2027 Chevrolet Equinox LT

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

2027 Chevrolet Equinox LT

Shenandoah, IA

Fair PriceRobust · 150
$36,485Mileage not verified

Market: $29,659 – $37,624

Comparison: 150 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 10 days listed (based on current market benchmarks)

Shenandoah, IA

2026 Chevrolet Traverse LT

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

2026 Chevrolet Traverse LT

Shenandoah, IA

Fair PriceRobust · 126
$38,99512,386 mi

Market: $34,120 – $43,925

Comparison: 126 similar vehicles

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

Shenandoah, IA

2026 Chevrolet Blazer 2LT

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

2026 Chevrolet Blazer 2LT

Shenandoah, IA

Unscored
$38,995Mileage not verified

Comparison: 5 similar vehicles

Shenandoah, IA

2026 Chevrolet Colorado LT

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

2026 Chevrolet Colorado LT

Shenandoah, IA

UnscoredInsufficient · 4
$42,175100 mi

Comparison: 4 similar vehicles

Shenandoah, IA

2025 Chevrolet Traverse LT

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

2025 Chevrolet Traverse LT

Shenandoah, IA

UnscoredInsufficient · 0
$44,495Mileage not verified

Shenandoah, IA

2023 Chevrolet Silverado 1500 High Country

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

2023 Chevrolet Silverado 1500 High Country

Shenandoah, IA

Fair PriceLimited · 12
$44,50050,482 mi

Market: $43,188 – $47,040

Comparison: 12 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 93 days listed (based on current market benchmarks)

Shenandoah, IA

2026 Chevrolet Silverado 1500 Work Truck

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

2026 Chevrolet Silverado 1500 Work Truck

Shenandoah, IA

Fair PriceRobust · 93
$44,545Mileage not verified

Market: $34,770 – $54,827

Comparison: 93 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 151 days listed (based on current market benchmarks)

Shenandoah, IA

2027 Chevrolet Traverse LT

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

2027 Chevrolet Traverse LT

Shenandoah, IA

UnscoredInsufficient · 3
$44,685Mileage not verified

Comparison: 3 similar vehicles

Shenandoah, IA

2026 Chevrolet Silverado 1500 LT

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

2026 Chevrolet Silverado 1500 LT

Shenandoah, IA

UnscoredInsufficient · 3
$53,850Mileage not verified

Comparison: 3 similar vehicles

Shenandoah, IA

2026 Chevrolet Silverado 1500 LT

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

2026 Chevrolet Silverado 1500 LT

Shenandoah, IA

UnscoredInsufficient · 3
$53,885Mileage not verified

Comparison: 3 similar vehicles

Shenandoah, IA

2026 Chevrolet Silverado 3500HD Work Truck

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

2026 Chevrolet Silverado 3500HD Work Truck

Shenandoah, IA

Fair PriceRobust · 77
$54,420Mileage not verified

Market: $51,018 – $69,304

Comparison: 77 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 31 days listed (based on current market benchmarks)

Shenandoah, IA

2026 Chevrolet Tahoe Fleet

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

2026 Chevrolet Tahoe Fleet

Shenandoah, IA

UnscoredInsufficient · 3
$59,795Mileage not verified

Comparison: 3 similar vehicles

Shenandoah, IA

2026 Chevrolet Tahoe Fleet

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

2026 Chevrolet Tahoe Fleet

Shenandoah, IA

UnscoredInsufficient · 3
$59,795Mileage not verified

Comparison: 3 similar vehicles

Shenandoah, IA

2026 Chevrolet Tahoe Fleet

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

2026 Chevrolet Tahoe Fleet

Shenandoah, IA

UnscoredInsufficient · 3
$59,795Mileage not verified

Comparison: 3 similar vehicles

Shenandoah, IA

2026 Chevrolet Silverado 1500 LT

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

2026 Chevrolet Silverado 1500 LT

Shenandoah, IA

UnscoredInsufficient · 3
$60,195Mileage not verified

Comparison: 3 similar vehicles

Shenandoah, IA

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 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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