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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 3, 2026

6.8M+

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

115 listings found

2009 Pontiac Vibe Base

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

2009 Pontiac Vibe Base

Osceola, IA

Unscored
$3,495196,167 mi

Comparison: 5 similar vehicles

Osceola, IA

2005 Honda Accord LX

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

2005 Honda Accord LX

Osceola, IA

UnscoredInsufficient · 0
$3,495202,088 mi

Osceola, IA

2004 Cadillac DeVille Base

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

2004 Cadillac DeVille Base

Osceola, IA

UnscoredInsufficient · 0
$3,495211,977 mi

Osceola, IA

2011 Kia Sedona LX

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

2011 Kia Sedona LX

Osceola, IA

UnscoredInsufficient · 0
$3,995168,162 mi

Osceola, IA

2003 Chevrolet Silverado 1500 LS

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

2003 Chevrolet Silverado 1500 LS

Osceola, IA

Unscored
$3,995221,206 mi

Comparison: 10 similar vehicles

Osceola, IA

2002 GMC Sierra SLE

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

2002 GMC Sierra SLE

Osceola, IA

UnscoredInsufficient · 0
$4,495219,988 mi

Osceola, IA

2014 Dodge Grand Caravan SXT

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

2014 Dodge Grand Caravan SXT

Osceola, IA

Unscored
$4,995175,678 mi

Comparison: 13 similar vehicles

Osceola, IA

2011 Ford Edge Limited

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

2011 Ford Edge Limited

Osceola, IA

Unscored
$4,995210,008 mi

Comparison: 18 similar vehicles

Osceola, IA

2010 Chevrolet Silverado 1500 Work Truck

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

2010 Chevrolet Silverado 1500 Work Truck

Osceola, IA

Unscored
$4,995261,630 mi

Comparison: 14 similar vehicles

Osceola, IA

2010 Hyundai Elantra GLS

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

2010 Hyundai Elantra GLS

Osceola, IA

UnscoredInsufficient · 0
$4,995146,052 mi

Osceola, IA

2011 Ford Fusion SE

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

2011 Ford Fusion SE

Osceola, IA

Unscored
$5,995113,434 mi

Comparison: 7 similar vehicles

Osceola, IA

2010 Toyota Camry LE

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

2010 Toyota Camry LE

Osceola, IA

Unscored
$5,995197,775 mi

Comparison: 33 similar vehicles

Osceola, IA

2007 Pontiac G6 Base

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

2007 Pontiac G6 Base

Osceola, IA

UnscoredInsufficient · 4
$5,99597,730 mi

Comparison: 4 similar vehicles

Osceola, IA

2013 Chevrolet Impala LTZ

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

2013 Chevrolet Impala LTZ

Osceola, IA

Unscored
$6,195174,942 mi

Comparison: 20 similar vehicles

Osceola, IA

2010 GMC Yukon SLT1

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

2010 GMC Yukon SLT1

Osceola, IA

UnscoredInsufficient · 0
$6,495246,421 mi

Osceola, IA

2019 Jeep Cherokee Latitude Plus

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

2019 Jeep Cherokee Latitude Plus

Osceola, IA

Unscored
$6,995196,202 mi

Comparison: 71 similar vehicles

Osceola, IA

2017 Nissan Rogue S

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

2017 Nissan Rogue S

Osceola, IA

Unscored
$6,995163,980 mi

Comparison: 40 similar vehicles

Osceola, IA

2015 Ford Focus SE

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

2015 Ford Focus SE

Osceola, IA

Fair PriceModerate · 31
$6,995101,399 mi

Market: $3,680 – $9,024

Comparison: 31 similar vehicles

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

Osceola, IA

2014 Ford Escape S

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

2014 Ford Escape S

Osceola, IA

UnscoredInsufficient · 4
$6,995141,980 mi

Comparison: 4 similar vehicles

Osceola, IA

2013 Toyota Sienna XLE

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

2013 Toyota Sienna XLE

Osceola, IA

UnscoredInsufficient · 4
$6,995240,099 mi

Comparison: 4 similar vehicles

Osceola, IA

2013 Buick Encore Premium

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

2013 Buick Encore Premium

Osceola, IA

UnscoredInsufficient · 0
$6,995130,212 mi

Osceola, IA

2012 GMC Acadia Denali

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

2012 GMC Acadia Denali

Osceola, IA

Unscored
$6,995171,607 mi

Comparison: 10 similar vehicles

Osceola, IA

2011 Toyota Sienna LE

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

2011 Toyota Sienna LE

Osceola, IA

Unscored
$6,995194,135 mi

Comparison: 6 similar vehicles

Osceola, IA

2008 Honda CR-V EX-L

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

2008 Honda CR-V EX-L

Osceola, IA

Unscored
$6,995205,428 mi

Comparison: 7 similar vehicles

Osceola, IA

2017 Nissan Altima SV

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

2017 Nissan Altima SV

Osceola, IA

Unscored
$7,995146,843 mi

Comparison: 28 similar vehicles

Osceola, IA

2017 Kia Sedona EX

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

2017 Kia Sedona EX

Osceola, IA

UnscoredInsufficient · 4
$7,995150,725 mi

Comparison: 4 similar vehicles

Osceola, IA

2016 Ford Fiesta ST

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

2016 Ford Fiesta ST

Osceola, IA

Unscored
$7,995132,606 mi

Comparison: 8 similar vehicles

Osceola, IA

2015 Ford Fusion SE

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

2015 Ford Fusion SE

Osceola, IA

Unscored
$7,995136,635 mi

Comparison: 42 similar vehicles

Osceola, IA

2014 GMC Acadia Denali

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

2014 GMC Acadia Denali

Osceola, IA

Unscored
$7,995187,675 mi

Comparison: 15 similar vehicles

Osceola, IA

2013 Ford Escape SEL

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

2013 Ford Escape SEL

Osceola, IA

Unscored
$7,995169,327 mi

Comparison: 38 similar vehicles

Osceola, IA

2016 Chevrolet Cruze LT

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

2016 Chevrolet Cruze LT

Osceola, IA

Unscored
$8,995146,626 mi

Comparison: 15 similar vehicles

Osceola, IA

2015 Chevrolet Traverse 2LT

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

2015 Chevrolet Traverse 2LT

Osceola, IA

Unscored
$8,995155,619 mi

Comparison: 28 similar vehicles

Osceola, IA

2013 Cadillac Escalade Luxury

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

2013 Cadillac Escalade Luxury

Osceola, IA

UnscoredInsufficient · 0
$8,995237,683 mi

Osceola, IA

2018 Chevrolet Equinox LT

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

2018 Chevrolet Equinox LT

Osceola, IA

Unscored
$9,995160,269 mi

Comparison: 6 similar vehicles

Osceola, IA

2016 Chevrolet Cruze LT

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

2016 Chevrolet Cruze LT

Osceola, IA

Unscored
$9,995134,994 mi

Comparison: 15 similar vehicles

Osceola, IA

2015 Hyundai Veloster

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

2015 Hyundai Veloster

Osceola, IA

UnscoredInsufficient · 0
$9,99597,047 mi

Osceola, IA

2009 Chevrolet Tahoe LTZ

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

2009 Chevrolet Tahoe LTZ

Osceola, IA

UnscoredInsufficient · 3
$9,995156,712 mi

Comparison: 3 similar vehicles

Osceola, IA

1997 Jeep Wrangler / TJ

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

1997 Jeep Wrangler / TJ

Osceola, IA

UnscoredInsufficient · 0
$9,99596,591 mi

Osceola, IA

2015 Mercedes-Benz E-Class

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

2015 Mercedes-Benz E-Class

Osceola, IA

UnscoredInsufficient · 0
$11,995140,754 mi

Osceola, IA

2020 Chevrolet Equinox LS

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

2020 Chevrolet Equinox LS

Osceola, IA

UnscoredInsufficient · 4
$12,995115,350 mi

Comparison: 4 similar vehicles

Osceola, IA

2016 Ford F-150 XL

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

2016 Ford F-150 XL

Osceola, IA

Unscored
$13,995135,263 mi

Comparison: 33 similar vehicles

Osceola, IA

2014 Chevrolet Silverado 1500 LTZ

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

2014 Chevrolet Silverado 1500 LTZ

Osceola, IA

Unscored
$14,995152,421 mi

Comparison: 92 similar vehicles

Osceola, IA

2020 Hyundai Palisade SEL

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

2020 Hyundai Palisade SEL

Osceola, IA

Unscored
$15,995133,842 mi

Comparison: 174 similar vehicles

Osceola, IA

2012 Ford F-450 Super Duty Chassis Cab XL

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

2012 Ford F-450 Super Duty Chassis Cab XL

Osceola, IA

UnscoredInsufficient · 0
$15,995131,723 mi

Osceola, IA

2019 Ford F-250 Super Duty XL

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

2019 Ford F-250 Super Duty XL

Osceola, IA

Unscored
$18,895257,916 mi

Comparison: 48 similar vehicles

Osceola, IA

2018 Jeep All-New Wrangler Sport S

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

2018 Jeep All-New Wrangler Sport S

Osceola, IA

UnscoredInsufficient · 3
$18,99585,039 mi

Comparison: 3 similar vehicles

Osceola, IA

2015 Toyota Tundra SR5

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

2015 Toyota Tundra SR5

Osceola, IA

Unscored
$18,995116,489 mi

Comparison: 5 similar vehicles

Osceola, IA

2020 Buick Envision Essence

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

2020 Buick Envision Essence

Osceola, IA

Fair PriceRobust · 112
$19,70062,849 mi

Market: $9,997 – $20,990

Comparison: 112 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 116 days listed (based on current market benchmarks)

Osceola, IA

2021 RAM 1500 Classic Express

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

2021 RAM 1500 Classic Express

Osceola, IA

UnscoredInsufficient · 0
$19,99576,581 mi

Osceola, IA

2016 Ford F-150 Lariat

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

2016 Ford F-150 Lariat

Osceola, IA

Unscored
$19,995195,151 mi

Comparison: 93 similar vehicles

Osceola, 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 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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