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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

342 listings found

2008 Pontiac G6 GT

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

2008 Pontiac G6 GT

Keokuk, IA

UnscoredInsufficient · 3
$2,500113,544 mi

Comparison: 3 similar vehicles

Keokuk, IA

2006 Pontiac G6 Base

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

2006 Pontiac G6 Base

Macomb, IL

UnscoredLimited · 13
$2,699129,921 mi

Comparison: 13 similar vehicles

Macomb, IL

2008 Mercury Milan Base

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

2008 Mercury Milan Base

Keokuk, IA

UnscoredInsufficient · 0
$2,800190,669 mi

Keokuk, IA

2007 Chevrolet Impala LT

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

2007 Chevrolet Impala LT

Keokuk, IA

UnscoredLimited · 11
$2,800185,660 mi

Comparison: 11 similar vehicles

Keokuk, IA

2008 Chevrolet Malibu LTZ

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

2008 Chevrolet Malibu LTZ

Macomb, IL

UnscoredInsufficient · 0
$2,999144,710 mi

Macomb, IL

2007 Buick Lucerne CXL

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

2007 Buick Lucerne CXL

Macomb, IL

UnscoredLimited · 10
$2,999201,709 mi

Comparison: 10 similar vehicles

Macomb, IL

2011 Chevrolet Malibu 1LT

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

2011 Chevrolet Malibu 1LT

Keokuk, IA

UnscoredLimited · 6
$3,000203,321 mi

Comparison: 6 similar vehicles

Keokuk, IA

2010 Kia Optima LX

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

2010 Kia Optima LX

Keokuk, IA

UnscoredInsufficient · 0
$3,100166,945 mi

Keokuk, IA

2014 Chevrolet Cruze 1LT

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

2014 Chevrolet Cruze 1LT

Keokuk, IA

UnscoredRobust · 58
$3,200198,905 mi

Comparison: 58 similar vehicles

Keokuk, IA

2012 Chevrolet Malibu 1LT

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

2012 Chevrolet Malibu 1LT

Keokuk, IA

UnscoredLimited · 10
$3,200214,015 mi

Comparison: 10 similar vehicles

Keokuk, IA

2007 Mercury Milan Base

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

2007 Mercury Milan Base

Galesburg, IL

UnscoredInsufficient · 0
$3,263161,476 mi

Galesburg, IL

2006 Ford Fusion SEL

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

2006 Ford Fusion SEL

Macomb, IL

UnscoredInsufficient · 0
$3,399190,834 mi

Macomb, IL

2002 Mazda 626 LX

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

2002 Mazda 626 LX

Monmouth, IL

UnscoredInsufficient · 0
$3,405195,661 mi

Monmouth, IL

2014 Chevrolet Cruze 1LT

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

2014 Chevrolet Cruze 1LT

Macomb, IL

UnscoredRobust · 78
$3,999185,773 mi

Comparison: 78 similar vehicles

Macomb, IL

2008 Kia Optima LX

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

2008 Kia Optima LX

Macomb, IL

UnscoredLimited · 6
$3,999142,331 mi

Comparison: 6 similar vehicles

Macomb, IL

2007 Saturn Aura XE

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

2007 Saturn Aura XE

Macomb, IL

UnscoredInsufficient · 3
$3,99996,372 mi

Comparison: 3 similar vehicles

Macomb, IL

2007 Hyundai Sonata SE

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

2007 Hyundai Sonata SE

Macomb, IL

UnscoredInsufficient · 0
$3,999159,608 mi

Macomb, IL

2006 Chevrolet Impala LT

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

2006 Chevrolet Impala LT

Macomb, IL

UnscoredLimited · 6
$3,999131,929 mi

Comparison: 6 similar vehicles

Macomb, IL

2001 Chevrolet Malibu LS

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

2001 Chevrolet Malibu LS

Macomb, IL

UnscoredInsufficient · 0
$3,99936,661 mi

Macomb, IL

2015 Nissan Sentra SR

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

2015 Nissan Sentra SR

West Burlington, IA

UnscoredInsufficient · 3
$4,342173,238 mi

Comparison: 3 similar vehicles

West Burlington, IA

2006 Cadillac DTS Luxury

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

2006 Cadillac DTS Luxury

Rushville, IL

UnscoredInsufficient · 0
$4,450126,000 mi

Rushville, IL

2013 Dodge Avenger SE

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

2013 Dodge Avenger SE

Macomb, IL

Great DealLimited · 16
$4,499113,345 mi

Market: $5,000 – $8,600

Comparison: 16 similar vehicles

Competitively priced ~10% below the typical range compared to similar vehicles · 505 days listed (based on current market benchmarks)

Macomb, IL

2010 Hyundai Elantra GLS

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

2010 Hyundai Elantra GLS

Macomb, IL

UnscoredInsufficient · 0
$4,499153,678 mi

Macomb, IL

2014 Volkswagen Passat S

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

2014 Volkswagen Passat S

Macomb, IL

UnscoredInsufficient · 4
$4,665197,302 mi

Comparison: 4 similar vehicles

Macomb, IL

2013 Dodge Dart SE

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

2013 Dodge Dart SE

West Burlington, IA

UnscoredInsufficient · 0
$4,999147,558 mi

West Burlington, IA

2010 Ford Fusion SEL

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

2010 Ford Fusion SEL

Macomb, IL

UnscoredLimited · 19
$4,999134,379 mi

Comparison: 19 similar vehicles

Macomb, IL

2009 Toyota Corolla LE

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

2009 Toyota Corolla LE

Macomb, IL

UnscoredLimited · 10
$4,999169,979 mi

Comparison: 10 similar vehicles

Macomb, IL

2008 Chevrolet Impala LTZ

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

2008 Chevrolet Impala LTZ

West Burlington, IA

UnscoredInsufficient · 0
$4,999186,846 mi

West Burlington, IA

2002 Lexus ES 300

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

2002 Lexus ES 300

Macomb, IL

UnscoredLimited · 5
$4,999163,355 mi

Comparison: 5 similar vehicles

Macomb, IL

1998 Cadillac DeVille Base

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

1998 Cadillac DeVille Base

London Mills, IL

UnscoredInsufficient · 0
$5,000118,500 mi

London Mills, IL

2008 Ford Fusion SE

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

2008 Ford Fusion SE

Macomb, IL

UnscoredInsufficient · 3
$5,299129,192 mi

Comparison: 3 similar vehicles

Macomb, IL

2006 Honda Civic EX

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

2006 Honda Civic EX

Macomb, IL

UnscoredInsufficient · 4
$5,299161,034 mi

Comparison: 4 similar vehicles

Macomb, IL

2012 Chevrolet Cruze 1LT

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

2012 Chevrolet Cruze 1LT

Macomb, IL

UnscoredModerate · 35
$5,499136,975 mi

Comparison: 35 similar vehicles

Macomb, IL

2007 Chevrolet Impala LS

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

2007 Chevrolet Impala LS

Macomb, IL

UnscoredInsufficient · 0
$5,499109,580 mi

Macomb, IL

2003 Toyota Camry XLE

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

2003 Toyota Camry XLE

Macomb, IL

UnscoredInsufficient · 0
$5,799126,441 mi

Macomb, IL

2010 Buick LaCrosse CXL

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

2010 Buick LaCrosse CXL

Macomb, IL

UnscoredLimited · 8
$5,899146,460 mi

Comparison: 8 similar vehicles

Macomb, IL

2003 Toyota Prius Base

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

2003 Toyota Prius Base

Fort Madison, IA

UnscoredInsufficient · 0
$5,900102,579 mi

Fort Madison, IA

2013 Ford Fusion SE

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

2013 Ford Fusion SE

West Burlington, IA

UnscoredModerate · 44
$5,994176,389 mi

Comparison: 44 similar vehicles

West Burlington, IA

2014 Hyundai Accent GLS

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

2014 Hyundai Accent GLS

Macomb, IL

UnscoredInsufficient · 0
$5,999115,401 mi

Macomb, IL

2012 Chevrolet Malibu 1LT

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

2012 Chevrolet Malibu 1LT

Macomb, IL

UnscoredLimited · 18
$5,999145,060 mi

Comparison: 18 similar vehicles

Macomb, IL

2012 Ford Fusion SE

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

2012 Ford Fusion SE

Macomb, IL

UnscoredModerate · 26
$5,999128,885 mi

Comparison: 26 similar vehicles

Macomb, IL

2007 Honda Accord VP

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

2007 Honda Accord VP

Macomb, IL

UnscoredInsufficient · 0
$5,999135,665 mi

Macomb, IL

2016 Dodge Dart SXT

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

2016 Dodge Dart SXT

Monmouth, IL

UnscoredLimited · 13
$6,449153,409 mi

Comparison: 13 similar vehicles

Monmouth, IL

2015 Chevrolet Cruze LS

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

2015 Chevrolet Cruze LS

Macomb, IL

Fair PriceModerate · 21
$6,49997,414 mi

Market: $6,995 – $8,135

Comparison: 21 similar vehicles

Fairly priced — priced near the comparable range, but not far enough below it to qualify as a Great Deal · 40 days listed (based on current market benchmarks)

Macomb, IL

2002 Buick LeSabre Custom

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

2002 Buick LeSabre Custom

West Burlington, IA

UnscoredInsufficient · 3
$6,499170,702 mi

Comparison: 3 similar vehicles

West Burlington, IA

2005 Toyota Camry Standard

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

2005 Toyota Camry Standard

West Burlington, IA

UnscoredInsufficient · 0
$6,927142,309 mi

West Burlington, IA

2013 Chrysler 200 Limited

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

2013 Chrysler 200 Limited

West Burlington, IA

Fair PriceLimited · 10
$6,950114,654 mi

Market: $1,900 – $10,213

Comparison: 10 similar vehicles

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

West Burlington, IA

No Photo

2013 Chevrolet Malibu 2SA

Canton, IL

UnscoredInsufficient · 3
$6,995147,000 mi

Comparison: 3 similar vehicles

Canton, IL

2011 Ford Fusion SEL

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

2011 Ford Fusion SEL

Macomb, IL

UnscoredLimited · 7
$6,99994,330 mi

Comparison: 7 similar vehicles

Macomb, IL

2004 Honda Accord LX

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

2004 Honda Accord LX

West Burlington, IA

UnscoredLimited · 5
$6,999124,123 mi

Comparison: 5 similar vehicles

West Burlington, 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. 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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