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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

371 listings found

2006 Honda Civic EX

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

2006 Honda Civic EX

Junction City, KS

UnscoredLimited · 7
$1,950273,132 mi

Comparison: 7 similar vehicles

Junction City, KS

2006 Pontiac G6 Base

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

2006 Pontiac G6 Base

Junction City, KS

UnscoredInsufficient · 0
$2,950150,896 mi

Junction City, KS

2003 Lincoln Town Car Cartier

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

2003 Lincoln Town Car Cartier

McPherson, KS

UnscoredInsufficient · 0
$2,995244,907 mi

McPherson, KS

2008 Chevrolet Impala LT

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

2008 Chevrolet Impala LT

Manhattan, KS

UnscoredLimited · 5
$3,495181,000 mi

Comparison: 5 similar vehicles

Manhattan, KS

2005 Acura RL Base

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

2005 Acura RL Base

Manhattan, KS

UnscoredInsufficient · 0
$3,495206,000 mi

Manhattan, KS

2012 Chevrolet Cruze 1LT

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

2012 Chevrolet Cruze 1LT

Junction City, KS

UnscoredInsufficient · 4
$3,950175,935 mi

Comparison: 4 similar vehicles

Junction City, KS

2007 Nissan Altima SE

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

2007 Nissan Altima SE

McPherson, KS

UnscoredInsufficient · 0
$3,980179,827 mi

McPherson, KS

2012 Chevrolet Impala 1FL

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

2012 Chevrolet Impala 1FL

Junction City, KS

UnscoredInsufficient · 3
$3,995190,602 mi

Comparison: 3 similar vehicles

Junction City, KS

2007 Buick Lucerne CX

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

2007 Buick Lucerne CX

Manhattan, KS

UnscoredInsufficient · 0
$3,995207,000 mi

Manhattan, KS

2007 Cadillac DTS Luxury II

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

2007 Cadillac DTS Luxury II

Junction City, KS

UnscoredInsufficient · 0
$3,995132,806 mi

Junction City, KS

2012 Chevrolet Cruze LTZ

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

2012 Chevrolet Cruze LTZ

Manhattan, KS

UnscoredLimited · 7
$4,295195,000 mi

Comparison: 7 similar vehicles

Manhattan, KS

2008 INFINITI G 35 Journey

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

2008 INFINITI G 35 Journey

Junction City, KS

UnscoredInsufficient · 0
$4,450134,089 mi

Junction City, KS

2015 Chevrolet Cruze LTZ

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

2015 Chevrolet Cruze LTZ

Manhattan, KS

UnscoredInsufficient · 0
$4,950184,474 mi

Manhattan, KS

2011 BMW 3 Series 328i

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

2011 BMW 3 Series 328i

Junction City, KS

Fair PriceLimited · 10
$4,950111,219 mi

Market: $5,000 – $10,499

Comparison: 10 similar vehicles

Fairly priced — priced near the comparable range, but not far enough below it to qualify as a Great Deal · 7 days listed (based on current market benchmarks)

Junction City, KS

2001 Toyota Echo Base

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

2001 Toyota Echo Base

Salina, KS

UnscoredInsufficient · 0
$4,995297,297 mi

Salina, KS

2007 Honda Accord LX

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

2007 Honda Accord LX

Manhattan, KS

UnscoredInsufficient · 0
$6,470147,594 mi

Manhattan, KS

2014 Ford Fusion SE

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

2014 Ford Fusion SE

Manhattan, KS

UnscoredModerate · 35
$6,495130,000 mi

Comparison: 35 similar vehicles

Manhattan, KS

2012 Buick LaCrosse Premium 2

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

2012 Buick LaCrosse Premium 2

Manhattan, KS

UnscoredInsufficient · 0
$6,495164,000 mi

Manhattan, KS

2007 Chrysler Sebring Touring

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

2007 Chrysler Sebring Touring

Manhattan, KS

UnscoredInsufficient · 0
$6,500121,263 mi

Manhattan, KS

2016 Subaru WRX Base

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

2016 Subaru WRX Base

Junction City, KS

UnscoredInsufficient · 0
$6,950178,099 mi

Junction City, KS

2014 Ford Focus SE

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

2014 Ford Focus SE

Junction City, KS

Fair PriceLimited · 10
$6,95078,047 mi

Market: $7,394 – $8,995

Comparison: 10 similar vehicles

Fairly priced — priced near the comparable range, but not far enough below it to qualify as a Great Deal · 107 days listed (based on current market benchmarks)

Junction City, KS

2013 Chevrolet Cruze 2LT

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

2013 Chevrolet Cruze 2LT

Abilene, KS

UnscoredLimited · 5
$6,950141,276 mi

Comparison: 5 similar vehicles

Abilene, KS

No Photo

2016 Mercedes-Benz CLA-Class CLA250

Junction City, KS

UnscoredInsufficient · 0
$6,995160,001 mi

Junction City, KS

2012 Honda Civic EX-L

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

2012 Honda Civic EX-L

Salina, KS

UnscoredInsufficient · 3
$7,145105,498 mi

Comparison: 3 similar vehicles

Salina, KS

2016 Chevrolet Cruze Limited LTZ

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

2016 Chevrolet Cruze Limited LTZ

Manhattan, KS

UnscoredInsufficient · 0
$7,50069,446 mi

Manhattan, KS

2018 Ford Fusion Hybrid SE

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

2018 Ford Fusion Hybrid SE

Salina, KS

UnscoredLimited · 11
$7,993198,039 mi

Comparison: 11 similar vehicles

Salina, KS

2012 Buick Verano 1SG

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

2012 Buick Verano 1SG

Junction City, KS

UnscoredLimited · 19
$7,995124,833 mi

Comparison: 19 similar vehicles

Junction City, KS

2011 Honda Accord EX-L

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

2011 Honda Accord EX-L

McPherson, KS

UnscoredLimited · 8
$7,995192,305 mi

Comparison: 8 similar vehicles

McPherson, KS

2001 Mercedes-Benz S-Class S500

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

2001 Mercedes-Benz S-Class S500

Manhattan, KS

UnscoredInsufficient · 0
$7,995104,000 mi

Manhattan, KS

2014 Ford Focus SE

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

2014 Ford Focus SE

Salina, KS

UnscoredRobust · 62
$7,998120,845 mi

Comparison: 62 similar vehicles

Salina, KS

2014 Chevrolet Cruze LS

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

2014 Chevrolet Cruze LS

Junction City, KS

Fair PriceLimited · 10
$8,29878,530 mi

Market: $4,900 – $15,999

Comparison: 10 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 7 days listed (based on current market benchmarks)

Junction City, KS

2018 Kia Optima EX

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

2018 Kia Optima EX

Junction City, KS

UnscoredInsufficient · 0
$8,499147,505 mi

Junction City, KS

2013 Kia Optima LX

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

2013 Kia Optima LX

Manhattan, KS

UnscoredLimited · 5
$8,521103,627 mi

Comparison: 5 similar vehicles

Manhattan, KS

1999 Cadillac Seville STS

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

1999 Cadillac Seville STS

Salina, KS

UnscoredInsufficient · 0
$8,60096,984 mi

Salina, KS

2013 Chevrolet Malibu 1LS

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

2013 Chevrolet Malibu 1LS

Junction City, KS

UnscoredInsufficient · 4
$8,650121,137 mi

Comparison: 4 similar vehicles

Junction City, KS

2018 Chevrolet Impala 1LT

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

2018 Chevrolet Impala 1LT

Salina, KS

UnscoredLimited · 15
$8,950173,890 mi

Comparison: 15 similar vehicles

Salina, KS

2011 Hyundai Sonata Limited

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

2011 Hyundai Sonata Limited

Salina, KS

UnscoredInsufficient · 0
$8,950115,072 mi

Salina, KS

2017 Ford Fusion SE

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

2017 Ford Fusion SE

Junction City, KS

UnscoredRobust · 82
$8,995120,899 mi

Comparison: 82 similar vehicles

Junction City, KS

2014 Ford Focus SE

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

2014 Ford Focus SE

Manhattan, KS

UnscoredLimited · 8
$8,99563,000 mi

Comparison: 8 similar vehicles

Manhattan, KS

2012 Toyota Yaris Fleet

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

2012 Toyota Yaris Fleet

Junction City, KS

UnscoredInsufficient · 0
$8,995134,518 mi

Junction City, KS

2009 Chevrolet Impala LS

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

2009 Chevrolet Impala LS

McPherson, KS

UnscoredInsufficient · 0
$8,99584,304 mi

McPherson, KS

2008 Pontiac G8 Base

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

2008 Pontiac G8 Base

Junction City, KS

UnscoredLimited · 5
$8,995116,470 mi

Comparison: 5 similar vehicles

Junction City, KS

2016 Hyundai Sonata SE

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

2016 Hyundai Sonata SE

Manhattan, KS

UnscoredLimited · 10
$8,999156,577 mi

Comparison: 10 similar vehicles

Manhattan, KS

2015 Chevrolet Cruze 1LT

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

2015 Chevrolet Cruze 1LT

Manhattan, KS

Fair PriceModerate · 26
$9,70081,684 mi

Market: $3,950 – $10,676

Comparison: 26 similar vehicles

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

Manhattan, KS

2018 Lincoln MKZ Reserve

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

2018 Lincoln MKZ Reserve

Junction City, KS

UnscoredLimited · 5
$9,95087,653 mi

Comparison: 5 similar vehicles

Junction City, KS

2019 Ford Fusion Titanium

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

2019 Ford Fusion Titanium

Junction City, KS

UnscoredLimited · 17
$9,995140,085 mi

Comparison: 17 similar vehicles

Junction City, KS

2017 Ford Taurus SEL

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

2017 Ford Taurus SEL

McPherson, KS

UnscoredLimited · 5
$9,995152,409 mi

Comparison: 5 similar vehicles

McPherson, KS

2017 Nissan Altima S

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

2017 Nissan Altima S

Salina, KS

UnscoredLimited · 9
$10,547118,851 mi

Comparison: 9 similar vehicles

Salina, KS

2014 Ford Fusion SE

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

2014 Ford Fusion SE

Salina, KS

Fair PriceModerate · 31
$10,547118,387 mi

Market: $4,000 – $14,995

Comparison: 31 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 3 days listed (based on current market benchmarks)

Salina, KS

2020 Kia RIO S

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

2020 Kia RIO S

Junction City, KS

UnscoredInsufficient · 3
$10,79497,768 mi

Comparison: 3 similar vehicles

Junction City, KS

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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