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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

942 listings found

2004 Pontiac Grand Prix GT1

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

2004 Pontiac Grand Prix GT1

Sioux Falls, SD

UnscoredInsufficient · 3
$2,150219,000 mi

Comparison: 3 similar vehicles

Sioux Falls, SD

2010 Chevrolet Impala LT

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

2010 Chevrolet Impala LT

Sioux Falls, SD

UnscoredLimited · 7
$2,800265,612 mi

Comparison: 7 similar vehicles

Sioux Falls, SD

2012 Lincoln MKZ Base

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

2012 Lincoln MKZ Base

Harrisburg, SD

UnscoredInsufficient · 3
$2,95098,259 mi

Comparison: 3 similar vehicles

Harrisburg, SD

2017 Ford Focus SE

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

2017 Ford Focus SE

Harrisburg, SD

UnscoredLimited · 5
$2,975118,911 mi

Comparison: 5 similar vehicles

Harrisburg, SD

2009 Ford Fusion SE

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

2009 Ford Fusion SE

Harrisburg, SD

UnscoredInsufficient · 0
$2,97589,714 mi

Harrisburg, SD

2009 Pontiac G6

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

2009 Pontiac G6

Worthing, SD

UnscoredInsufficient · 4
$2,995114,000 mi

Comparison: 4 similar vehicles

Worthing, SD

2001 Dodge Intrepid SE

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

2001 Dodge Intrepid SE

Sioux Falls, SD

UnscoredInsufficient · 0
$2,999148,000 mi

Sioux Falls, SD

2012 Subaru Legacy I Premium

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

2012 Subaru Legacy I Premium

Sioux Falls, SD

UnscoredInsufficient · 0
$3,200204,726 mi

Sioux Falls, SD

2009 Toyota Yaris Base

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

2009 Toyota Yaris Base

Sioux Falls, SD

UnscoredInsufficient · 0
$3,200202,000 mi

Sioux Falls, SD

2008 Pontiac G6 GXP

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

2008 Pontiac G6 GXP

Le Mars, IA

UnscoredInsufficient · 0
$3,400194,050 mi

Le Mars, IA

2012 Chevrolet Cruze LS

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

2012 Chevrolet Cruze LS

Harrisburg, SD

UnscoredInsufficient · 4
$3,450122,054 mi

Comparison: 4 similar vehicles

Harrisburg, SD

2007 Saturn ION 2

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

2007 Saturn ION 2

Sioux Falls, SD

UnscoredInsufficient · 0
$3,500189,000 mi

Sioux Falls, SD

2007 Chevrolet Impala LT

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

2007 Chevrolet Impala LT

Sioux Falls, SD

UnscoredLimited · 7
$3,500143,000 mi

Comparison: 7 similar vehicles

Sioux Falls, SD

2007 Mercedes-Benz E-Class E350

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

2007 Mercedes-Benz E-Class E350

Harrisburg, SD

UnscoredInsufficient · 0
$3,50089,267 mi

Harrisburg, SD

2003 Lincoln Town Car Executive

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

2003 Lincoln Town Car Executive

Harrisburg, SD

UnscoredInsufficient · 0
$3,50070,091 mi

Harrisburg, SD

2011 Nissan Sentra S

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

2011 Nissan Sentra S

Sioux Falls, SD

UnscoredInsufficient · 0
$3,550181,930 mi

Sioux Falls, SD

2009 Chevrolet Impala LT

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

2009 Chevrolet Impala LT

Sioux Falls, SD

UnscoredInsufficient · 3
$3,745287,364 mi

Comparison: 3 similar vehicles

Sioux Falls, SD

2005 Chevrolet Impala LS

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

2005 Chevrolet Impala LS

Sioux Falls, SD

UnscoredInsufficient · 0
$3,771168,405 mi

Sioux Falls, SD

2010 Dodge Avenger R/T

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

2010 Dodge Avenger R/T

Merrill, IA

UnscoredInsufficient · 0
$3,900176,011 mi

Merrill, IA

2017 Ford Fusion SE

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

2017 Ford Fusion SE

Harrisburg, SD

UnscoredModerate · 28
$3,975136,856 mi

Comparison: 28 similar vehicles

Harrisburg, SD

2015 Dodge Dart SXT

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

2015 Dodge Dart SXT

Harrisburg, SD

UnscoredInsufficient · 0
$3,97571,590 mi

Harrisburg, SD

2013 Buick LaCrosse Leather

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

2013 Buick LaCrosse Leather

Harrisburg, SD

UnscoredInsufficient · 3
$3,97590,188 mi

Comparison: 3 similar vehicles

Harrisburg, SD

2012 Buick LaCrosse Touring

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

2012 Buick LaCrosse Touring

Harrisburg, SD

UnscoredInsufficient · 0
$3,97588,448 mi

Harrisburg, SD

2011 Buick LaCrosse CXL

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

2011 Buick LaCrosse CXL

Harrisburg, SD

UnscoredLimited · 5
$3,975131,342 mi

Comparison: 5 similar vehicles

Harrisburg, SD

2011 Cadillac CTS Luxury Collection

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

2011 Cadillac CTS Luxury Collection

Harrisburg, SD

UnscoredInsufficient · 0
$3,97586,944 mi

Harrisburg, SD

2010 Ford Fusion SE

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

2010 Ford Fusion SE

Harrisburg, SD

UnscoredInsufficient · 4
$3,97595,877 mi

Comparison: 4 similar vehicles

Harrisburg, SD

2007 Mercury Milan Premier

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

2007 Mercury Milan Premier

Harrisburg, SD

UnscoredInsufficient · 0
$3,975101,460 mi

Harrisburg, SD

2004 Mercury Grand Marquis LS

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

2004 Mercury Grand Marquis LS

Harrisburg, SD

UnscoredInsufficient · 0
$3,975126,362 mi

Harrisburg, SD

2016 Hyundai Elantra SE

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

2016 Hyundai Elantra SE

Sioux Falls, SD

UnscoredLimited · 5
$3,990200,657 mi

Comparison: 5 similar vehicles

Sioux Falls, SD

2009 Kia Spectra EX

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

2009 Kia Spectra EX

Sioux Falls, SD

UnscoredInsufficient · 0
$3,995135,963 mi

Sioux Falls, SD

2012 Chevrolet Malibu 1LZ

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

2012 Chevrolet Malibu 1LZ

Garretson, SD

UnscoredInsufficient · 3
$4,000116,000 mi

Comparison: 3 similar vehicles

Garretson, SD

2012 Ford Fusion SE

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

2012 Ford Fusion SE

Sioux Falls, SD

UnscoredModerate · 40
$4,000167,000 mi

Comparison: 40 similar vehicles

Sioux Falls, SD

2009 Chevrolet Impala LT

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

2009 Chevrolet Impala LT

Sioux Falls, SD

UnscoredInsufficient · 3
$4,000193,000 mi

Comparison: 3 similar vehicles

Sioux Falls, SD

2012 Nissan Sentra S

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

2012 Nissan Sentra S

Sioux Falls, SD

UnscoredInsufficient · 0
$4,195194,942 mi

Sioux Falls, SD

2008 Saturn Aura XR

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

2008 Saturn Aura XR

Sioux Falls, SD

UnscoredInsufficient · 0
$4,250252,000 mi

Sioux Falls, SD

1998 Pontiac Grand Am GT

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

1998 Pontiac Grand Am GT

Sioux Falls, SD

UnscoredInsufficient · 0
$4,280102,310 mi

Sioux Falls, SD

2002 Buick LeSabre Custom

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

2002 Buick LeSabre Custom

Sioux Falls, SD

UnscoredInsufficient · 0
$4,351171,000 mi

Sioux Falls, SD

2012 Cadillac CTS Sport Sedan Base

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

2012 Cadillac CTS Sport Sedan Base

Harrisburg, SD

UnscoredInsufficient · 0
$4,450118,338 mi

Harrisburg, SD

2012 Buick Regal Premium 1

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

2012 Buick Regal Premium 1

Harrisburg, SD

UnscoredInsufficient · 0
$4,450102,148 mi

Harrisburg, SD

2011 Buick LaCrosse CX

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

2011 Buick LaCrosse CX

Harrisburg, SD

UnscoredInsufficient · 0
$4,450111,949 mi

Harrisburg, SD

2014 Lincoln MKZ Hybrid

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

2014 Lincoln MKZ Hybrid

Harrisburg, SD

UnscoredInsufficient · 0
$4,500117,491 mi

Harrisburg, SD

2010 Mercury Milan Base

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

2010 Mercury Milan Base

Harrisburg, SD

UnscoredInsufficient · 0
$4,500117,393 mi

Harrisburg, SD

2007 Pontiac G6 Base

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

2007 Pontiac G6 Base

Sioux Falls, SD

UnscoredInsufficient · 0
$4,60027,000 mi

Sioux Falls, SD

2012 Chrysler 200 LX

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

2012 Chrysler 200 LX

Sioux Falls, SD

UnscoredInsufficient · 0
$4,70027,000 mi

Sioux Falls, SD

2009 Chevrolet Impala LT

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

2009 Chevrolet Impala LT

Merrill, IA

UnscoredLimited · 14
$4,700131,221 mi

Comparison: 14 similar vehicles

Merrill, IA

2008 Toyota Yaris S

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

2008 Toyota Yaris S

Dell Rapids, SD

UnscoredInsufficient · 0
$4,700208,414 mi

Dell Rapids, SD

2018 Ford Focus SE

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

2018 Ford Focus SE

Harrisburg, SD

UnscoredLimited · 5
$4,77569,256 mi

Comparison: 5 similar vehicles

Harrisburg, SD

2012 Honda Civic LX

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

2012 Honda Civic LX

Sioux Falls, SD

Salvage title
$4,899226,060 mi

Sioux Falls, SD

2014 Nissan Sentra SR

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

2014 Nissan Sentra SR

Merrill, IA

UnscoredInsufficient · 0
$4,900147,821 mi

Merrill, IA

2013 Dodge Avenger SXT

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

2013 Dodge Avenger SXT

Sioux Falls, SD

UnscoredInsufficient · 0
$4,900135,453 mi

Sioux Falls, SD

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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