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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

3,339 listings found

2014 Ford Escape SE

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

2014 Ford Escape SE

Ottumwa, IA

UnscoredRobust · 67
$2,800221,443 mi

Comparison: 67 similar vehicles

Ottumwa, IA

2001 Chevrolet Suburban Base

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

2001 Chevrolet Suburban Base

Iowa City, IA

UnscoredInsufficient · 0
$3,170224,267 mi

Iowa City, IA

2013 Chevrolet Equinox LTZ

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

2013 Chevrolet Equinox LTZ

Iowa City, IA

UnscoredLimited · 15
$3,848170,526 mi

Comparison: 15 similar vehicles

Iowa City, IA

2012 GMC Terrain SLE-1

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

2012 GMC Terrain SLE-1

Belle Plaine, IA

UnscoredInsufficient · 0
$4,095186,526 mi

Belle Plaine, IA

2013 Ford Edge Limited

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

2013 Ford Edge Limited

Columbus Junction, IA

UnscoredModerate · 37
$4,131255,807 mi

Comparison: 37 similar vehicles

Columbus Junction, IA

2010 Acura MDX Advance and Entertainment Package

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

2010 Acura MDX Advance and Entertainment Package

Iowa City, IA

UnscoredInsufficient · 0
$4,170220,948 mi

Iowa City, IA

2012 Jeep Grand Cherokee Laredo

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

2012 Jeep Grand Cherokee Laredo

Belle Plaine, IA

UnscoredModerate · 21
$4,295214,730 mi

Comparison: 21 similar vehicles

Belle Plaine, IA

2015 Ford Escape SE

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

2015 Ford Escape SE

Belle Plaine, IA

UnscoredLimited · 6
$4,495117,400 mi

Comparison: 6 similar vehicles

Belle Plaine, IA

2003 Chevrolet Suburban LS

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

2003 Chevrolet Suburban LS

Wellman, IA

UnscoredInsufficient · 0
$4,875225,674 mi

Wellman, IA

2010 Hyundai Santa Fe GLS

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

2010 Hyundai Santa Fe GLS

Bloomfield, IA

UnscoredInsufficient · 0
$4,995217,508 mi

Bloomfield, IA

2012 Jeep Liberty Sport

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

2012 Jeep Liberty Sport

Iowa City, IA

UnscoredLimited · 11
$5,160164,401 mi

Comparison: 11 similar vehicles

Iowa City, IA

2013 Chevrolet Traverse 1LT

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

2013 Chevrolet Traverse 1LT

Grinnell, IA

UnscoredLimited · 10
$5,170173,720 mi

Comparison: 10 similar vehicles

Grinnell, IA

2017 Chevrolet Equinox LT

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

2017 Chevrolet Equinox LT

Belle Plaine, IA

UnscoredLimited · 18
$5,495194,879 mi

Comparison: 18 similar vehicles

Belle Plaine, IA

2014 Ford Explorer Limited

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

2014 Ford Explorer Limited

Belle Plaine, IA

UnscoredLimited · 12
$5,495224,640 mi

Comparison: 12 similar vehicles

Belle Plaine, IA

2013 Ford Escape SEL

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

2013 Ford Escape SEL

Grinnell, IA

UnscoredLimited · 19
$5,680162,694 mi

Comparison: 19 similar vehicles

Grinnell, IA

2015 Chevrolet Equinox 1LT

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

2015 Chevrolet Equinox 1LT

Iowa City, IA

UnscoredRobust · 69
$5,700178,432 mi

Comparison: 69 similar vehicles

Iowa City, IA

2014 Ford Escape SE

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

2014 Ford Escape SE

Oskaloosa, IA

UnscoredLimited · 6
$5,900137,655 mi

Comparison: 6 similar vehicles

Oskaloosa, IA

2005 Toyota Sequoia SR5

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

2005 Toyota Sequoia SR5

Oskaloosa, IA

UnscoredInsufficient · 0
$5,900271,003 mi

Oskaloosa, IA

2016 Buick Enclave Leather

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

2016 Buick Enclave Leather

Belle Plaine, IA

UnscoredModerate · 24
$5,995217,932 mi

Comparison: 24 similar vehicles

Belle Plaine, IA

2011 Chevrolet Traverse 1LT

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

2011 Chevrolet Traverse 1LT

Iowa City, IA

Fair PriceLimited · 19
$6,300115,358 mi

Market: $2,100 – $8,900

Comparison: 19 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 135 days listed (based on current market benchmarks)

Iowa City, IA

2011 Kia Sorento LX

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

2011 Kia Sorento LX

Bloomfield, IA

OverpricedLimited · 14
$6,650142,802 mi

Market: $4,095 – $5,700

Comparison: 14 similar vehicles

Priced ~17% above the typical market range for similar vehicles (based on current market benchmarks)

Bloomfield, IA

2018 Chevrolet Equinox LT

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

2018 Chevrolet Equinox LT

Pella, IA

UnscoredLimited · 6
$6,675187,501 mi

Comparison: 6 similar vehicles

Pella, IA

2016 Chevrolet Trax LT

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

2016 Chevrolet Trax LT

Bloomfield, IA

UnscoredModerate · 24
$6,795124,375 mi

Comparison: 24 similar vehicles

Bloomfield, IA

2008 Toyota RAV4 Base

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

2008 Toyota RAV4 Base

Bloomfield, IA

UnscoredLimited · 6
$6,800190,595 mi

Comparison: 6 similar vehicles

Bloomfield, IA

2011 INFINITI QX 56

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

2011 INFINITI QX 56

Iowa City, IA

UnscoredInsufficient · 4
$6,900177,633 mi

Comparison: 4 similar vehicles

Iowa City, IA

2001 Jeep Wrangler SAHARA

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

2001 Jeep Wrangler SAHARA

Iowa City, IA

UnscoredInsufficient · 0
$6,900150,735 mi

Iowa City, IA

2015 Jeep Cherokee Limited

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

2015 Jeep Cherokee Limited

Iowa City, IA

UnscoredRobust · 54
$6,940162,877 mi

Comparison: 54 similar vehicles

Iowa City, IA

2017 Ford Escape SE

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

2017 Ford Escape SE

Iowa City, IA

UnscoredLimited · 16
$6,995154,222 mi

Comparison: 16 similar vehicles

Iowa City, IA

2010 Buick Enclave CXL-1

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

2010 Buick Enclave CXL-1

Fairfield, IA

UnscoredLimited · 5
$6,995141,081 mi

Comparison: 5 similar vehicles

Fairfield, IA

2013 Volkswagen Touareg Sport

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

2013 Volkswagen Touareg Sport

Iowa City, IA

UnscoredInsufficient · 0
$6,997176,508 mi

Iowa City, IA

2015 GMC Acadia SLE2

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

2015 GMC Acadia SLE2

Columbus Junction, IA

UnscoredLimited · 10
$7,275135,045 mi

Comparison: 10 similar vehicles

Columbus Junction, IA

2011 Jeep Patriot Sport

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

2011 Jeep Patriot Sport

Iowa City, IA

Fair PriceModerate · 21
$7,40081,071 mi

Market: $3,312 – $7,695

Comparison: 21 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 205 days listed (based on current market benchmarks)

Iowa City, IA

2014 Jeep Grand Cherokee Overland

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

2014 Jeep Grand Cherokee Overland

Iowa City, IA

UnscoredModerate · 49
$7,540213,474 mi

Comparison: 49 similar vehicles

Iowa City, IA

2016 Chevrolet Equinox LT

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

2016 Chevrolet Equinox LT

Lockridge, IA

UnscoredInsufficient · 4
$7,695102,087 mi

Comparison: 4 similar vehicles

Lockridge, IA

2014 GMC Yukon XL Denali

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

2014 GMC Yukon XL Denali

Iowa City, IA

UnscoredInsufficient · 4
$7,745203,410 mi

Comparison: 4 similar vehicles

Iowa City, IA

2014 Lincoln MKT EcoBoost

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

2014 Lincoln MKT EcoBoost

Iowa City, IA

UnscoredInsufficient · 0
$7,800128,048 mi

Iowa City, IA

2008 Toyota RAV4 Limited

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

2008 Toyota RAV4 Limited

Bloomfield, IA

UnscoredLimited · 11
$7,800163,239 mi

Comparison: 11 similar vehicles

Bloomfield, IA

2013 Ford Escape Titanium

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

2013 Ford Escape Titanium

Iowa City, IA

Fair PriceLimited · 17
$7,895119,037 mi

Market: $3,900 – $10,500

Comparison: 17 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 9 days listed (based on current market benchmarks)

Iowa City, IA

2007 Toyota Sequoia SR5

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

2007 Toyota Sequoia SR5

Iowa City, IA

UnscoredInsufficient · 0
$7,900150,390 mi

Iowa City, IA

2013 GMC Terrain SLT-1

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

2013 GMC Terrain SLT-1

Blairstown, IA

UnscoredInsufficient · 0
$7,974132,893 mi

Blairstown, IA

2017 Dodge Journey SXT

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

2017 Dodge Journey SXT

Lockridge, IA

UnscoredLimited · 8
$7,995111,346 mi

Comparison: 8 similar vehicles

Lockridge, IA

2015 Chevrolet Equinox LTZ

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

2015 Chevrolet Equinox LTZ

Mount Pleasant, IA

UnscoredLimited · 7
$7,995129,581 mi

Comparison: 7 similar vehicles

Mount Pleasant, IA

2012 Ford Edge SE

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

2012 Ford Edge SE

Pella, IA

UnscoredLimited · 9
$8,155161,507 mi

Comparison: 9 similar vehicles

Pella, IA

2018 Chevrolet Equinox LT

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

2018 Chevrolet Equinox LT

Lockridge, IA

UnscoredInsufficient · 4
$8,295113,593 mi

Comparison: 4 similar vehicles

Lockridge, IA

2010 Volkswagen Touareg TDI

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

2010 Volkswagen Touareg TDI

Oskaloosa, IA

UnscoredInsufficient · 0
$8,295117,024 mi

Oskaloosa, IA

2019 Jeep Renegade Altitude Package

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

2019 Jeep Renegade Altitude Package

Pella, IA

UnscoredLimited · 14
$8,395194,513 mi

Comparison: 14 similar vehicles

Pella, IA

2016 Buick Encore Leather

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

2016 Buick Encore Leather

Ottumwa, IA

UnscoredLimited · 7
$8,499118,246 mi

Comparison: 7 similar vehicles

Ottumwa, IA

2015 Hyundai Tucson GLS

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

2015 Hyundai Tucson GLS

Iowa City, IA

UnscoredInsufficient · 4
$8,542126,749 mi

Comparison: 4 similar vehicles

Iowa City, IA

2014 Dodge Durango SXT

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

2014 Dodge Durango SXT

Iowa City, IA

UnscoredInsufficient · 0
$8,790185,098 mi

Iowa City, IA

2014 Jeep Cherokee Limited

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

2014 Jeep Cherokee Limited

North Liberty, IA

UnscoredLimited · 9
$8,900110,000 mi

Comparison: 9 similar vehicles

North Liberty, IA

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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