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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 17, 2026

5.9M+

Unique vehicles analyzed

as of October 16, 2026

57,000+

US dealerships

Daily

Data pipeline

Comparable

Market-evidence analysis

3.2M new·2.8M used·Listings processed daily

Or explore the market

6,083 listings found

2012 Chevrolet Malibu 1LT

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

2012 Chevrolet Malibu 1LT

Pleasant Hill, IA

Salvage title
$2,180130,302 mi

Pleasant Hill, IA

2010 Chevrolet Malibu LTZ

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

2010 Chevrolet Malibu LTZ

Pleasant Hill, IA

UnscoredInsufficient · 4
$2,180154,000 mi

Comparison: 4 similar vehicles

Pleasant Hill, IA

2008 Ford Focus SE

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

2008 Ford Focus SE

Pleasant Hill, IA

UnscoredInsufficient · 4
$2,180170,632 mi

Comparison: 4 similar vehicles

Pleasant Hill, IA

2015 Dodge Grand Caravan SE

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

2015 Dodge Grand Caravan SE

Blairstown, IA

UnscoredLimited · 11
$2,674281,856 mi

Comparison: 11 similar vehicles

Blairstown, IA

2004 Ford Expedition XLT

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

2004 Ford Expedition XLT

Pleasant Hill, IA

Salvage title
$2,680247,319 mi

Pleasant Hill, IA

2008 Mercury Mariner Premier

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

2008 Mercury Mariner Premier

Carlisle, IA

UnscoredInsufficient · 0
$2,799230,000 mi

Carlisle, IA

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 · 71
$2,800221,443 mi

Comparison: 71 similar vehicles

Ottumwa, IA

2011 Chevrolet Impala 1FL

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

2011 Chevrolet Impala 1FL

Vinton, IA

UnscoredInsufficient · 0
$2,990210,141 mi

Vinton, IA

2008 Pontiac G6 1SV

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

2008 Pontiac G6 1SV

Vinton, IA

UnscoredInsufficient · 0
$2,990253,026 mi

Vinton, IA

2004 Cadillac DeVille Base

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

2004 Cadillac DeVille Base

Vinton, IA

UnscoredInsufficient · 0
$2,990172,992 mi

Vinton, IA

2015 Ford Focus SE

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

2015 Ford Focus SE

Pleasant Hill, IA

UnscoredInsufficient · 4
$3,180164,743 mi

Comparison: 4 similar vehicles

Pleasant Hill, IA

2007 Volkswagen Passat 2.0T

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

2007 Volkswagen Passat 2.0T

Blairstown, IA

UnscoredInsufficient · 0
$3,674229,409 mi

Blairstown, IA

2013 Chevrolet Impala LT

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

2013 Chevrolet Impala LT

Grinnell, IA

UnscoredLimited · 5
$3,679195,585 mi

Comparison: 5 similar vehicles

Grinnell, IA

2015 Ford Escape SE

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

2015 Ford Escape SE

Pleasant Hill, IA

UnscoredInsufficient · 4
$3,680231,494 mi

Comparison: 4 similar vehicles

Pleasant Hill, IA

2012 Chevrolet Equinox 1LT

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

2012 Chevrolet Equinox 1LT

Pleasant Hill, IA

UnscoredInsufficient · 3
$3,680167,378 mi

Comparison: 3 similar vehicles

Pleasant Hill, IA

2003 Chevrolet Tahoe LS

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

2003 Chevrolet Tahoe LS

Pleasant Hill, IA

UnscoredInsufficient · 0
$3,772265,988 mi

Pleasant Hill, IA

2014 Buick Enclave Leather

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

2014 Buick Enclave Leather

Carlisle, IA

UnscoredLimited · 17
$3,799196,581 mi

Comparison: 17 similar vehicles

Carlisle, IA

2000 Ford F-150 XLT

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

2000 Ford F-150 XLT

Ottumwa, IA

UnscoredInsufficient · 0
$3,895216,708 mi

Ottumwa, IA

2011 Chevrolet Malibu 2LT

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

2011 Chevrolet Malibu 2LT

Vinton, IA

UnscoredInsufficient · 0
$3,990215,124 mi

Vinton, IA

2006 Chevrolet Impala LT

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

2006 Chevrolet Impala LT

Vinton, IA

UnscoredInsufficient · 3
$3,990212,000 mi

Comparison: 3 similar vehicles

Vinton, IA

2012 Chrysler Town & Country Touring

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

2012 Chrysler Town & Country Touring

Oskaloosa, IA

UnscoredLimited · 11
$3,995248,743 mi

Comparison: 11 similar vehicles

Oskaloosa, 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

2010 Ford Fusion SE

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

2010 Ford Fusion SE

Tama, IA

UnscoredLimited · 5
$4,250140,960 mi

Comparison: 5 similar vehicles

Tama, IA

2012 Ford Focus SE

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

2012 Ford Focus SE

Ottumwa, IA

UnscoredModerate · 28
$4,295182,359 mi

Comparison: 28 similar vehicles

Ottumwa, IA

2007 Lexus ES 350

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

2007 Lexus ES 350

Belle Plaine, IA

UnscoredInsufficient · 3
$4,495177,324 mi

Comparison: 3 similar vehicles

Belle Plaine, IA

2006 Toyota Camry LE

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

2006 Toyota Camry LE

Iowa City, IA

UnscoredInsufficient · 4
$4,500211,299 mi

Comparison: 4 similar vehicles

Iowa City, IA

2005 Subaru Outback I

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

2005 Subaru Outback I

Cedar Rapids, IA

UnscoredInsufficient · 0
$4,500187,600 mi

Cedar Rapids, IA

2013 Ford Focus SE

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

2013 Ford Focus SE

Pleasant Hill, IA

UnscoredLimited · 16
$4,680173,780 mi

Comparison: 16 similar vehicles

Pleasant Hill, IA

2004 Lexus ES 330

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

2004 Lexus ES 330

Pleasant Hill, IA

UnscoredLimited · 5
$4,735254,434 mi

Comparison: 5 similar vehicles

Pleasant Hill, IA

2013 Ford Fusion SE

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

2013 Ford Fusion SE

Ottumwa, IA

UnscoredModerate · 32
$4,795156,007 mi

Comparison: 32 similar vehicles

Ottumwa, IA

2010 Ford Taurus SEL

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

2010 Ford Taurus SEL

Ottumwa, IA

UnscoredInsufficient · 3
$4,800160,695 mi

Comparison: 3 similar vehicles

Ottumwa, IA

1998 Isuzu Hombre S

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

1998 Isuzu Hombre S

Cedar Rapids, IA

UnscoredInsufficient · 0
$4,80062,000 mi

Cedar Rapids, IA

2007 Buick Lucerne CXL

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

2007 Buick Lucerne CXL

Tama, IA

UnscoredInsufficient · 3
$4,850114,500 mi

Comparison: 3 similar vehicles

Tama, 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

2003 Lexus ES 300

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

2003 Lexus ES 300

Iowa City, IA

UnscoredInsufficient · 4
$4,900190,955 mi

Comparison: 4 similar vehicles

Iowa City, IA

2009 Toyota Camry LE

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

2009 Toyota Camry LE

Newton, IA

UnscoredInsufficient · 3
$4,960240,005 mi

Comparison: 3 similar vehicles

Newton, IA

2013 Dodge Dart Aero

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

2013 Dodge Dart Aero

Vinton, IA

UnscoredInsufficient · 0
$4,990139,482 mi

Vinton, IA

2012 Chevrolet Cruze ECO

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

2012 Chevrolet Cruze ECO

Vinton, IA

UnscoredLimited · 7
$4,990120,924 mi

Comparison: 7 similar vehicles

Vinton, IA

2009 Toyota Camry LE

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

2009 Toyota Camry LE

Vinton, IA

UnscoredModerate · 25
$4,990259,783 mi

Comparison: 25 similar vehicles

Vinton, IA

2008 Lincoln MKX Base

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

2008 Lincoln MKX Base

Vinton, IA

UnscoredLimited · 5
$4,990195,167 mi

Comparison: 5 similar vehicles

Vinton, IA

2006 Chrysler 300 Base

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

2006 Chrysler 300 Base

Vinton, IA

UnscoredInsufficient · 0
$4,990175,906 mi

Vinton, IA

2004 Buick LeSabre Custom

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

2004 Buick LeSabre Custom

Vinton, IA

UnscoredInsufficient · 0
$4,990121,526 mi

Vinton, IA

2004 Pontiac Grand Prix GT2

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

2004 Pontiac Grand Prix GT2

Vinton, IA

UnscoredInsufficient · 0
$4,990163,286 mi

Vinton, IA

2003 Chevrolet TrailBlazer LT

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

2003 Chevrolet TrailBlazer LT

Vinton, IA

UnscoredInsufficient · 0
$4,990132,768 mi

Vinton, IA

2001 Ford F-150 XLT

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

2001 Ford F-150 XLT

Vinton, IA

UnscoredLimited · 11
$4,990237,650 mi

Comparison: 11 similar vehicles

Vinton, IA

2000 Jeep Grand Cherokee LIMITED

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

2000 Jeep Grand Cherokee LIMITED

Vinton, IA

UnscoredInsufficient · 0
$4,990184,770 mi

Vinton, IA

1998 Chevrolet K1500 SILVERADO

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

1998 Chevrolet K1500 SILVERADO

Vinton, IA

UnscoredInsufficient · 0
$4,990190,934 mi

Vinton, IA

No Photo

2017 Chevrolet Cruze LT

Atkins, IA

Fair PriceRobust · 68
$4,995110,587 mi

Market: $2,580 – $22,105

Comparison: 68 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 17 days listed (based on current market benchmarks)

Atkins, IA

No Photo

2017 Chevrolet Cruze LT

Atkins, IA

UnscoredRobust · 68
$4,995181,415 mi

Comparison: 68 similar vehicles

Atkins, IA

2004 Toyota Camry LE

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

2004 Toyota Camry LE

Fairfield, IA

UnscoredLimited · 5
$4,995237,983 mi

Comparison: 5 similar vehicles

Fairfield, 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 manage their profile, 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, exports, and enhanced merchandising.
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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