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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 · November 1, 2026

6.1M+

Unique vehicles analyzed

as of November 1, 2026

56,000+

US dealerships

Daily

Data pipeline

Comparable

Market-evidence analysis

3.3M new·2.8M used·Listings processed daily

Or explore the market

1,588 listings found

2010 Kia Forte EX

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

2010 Kia Forte EX

Hamilton, OH

Unscored
$1,200Mileage not verified

Comparison: 16 similar vehicles

Hamilton, OH

2012 GMC Terrain SLT-2

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

2012 GMC Terrain SLT-2

Hamilton, OH

UnscoredInsufficient · 4
$1,750227,410 mi

Comparison: 4 similar vehicles

Hamilton, OH

2009 Hyundai Elantra Touring

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

2009 Hyundai Elantra Touring

Hamilton, OH

UnscoredInsufficient · 0
$1,950183,497 mi

Hamilton, OH

2015 Volkswagen Jetta SE

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

2015 Volkswagen Jetta SE

Hamilton, OH

Unscored
$2,450182,116 mi

Comparison: 22 similar vehicles

Hamilton, OH

2009 Chevrolet Cobalt LT

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

2009 Chevrolet Cobalt LT

Hamilton, OH

Unscored
$2,488156,254 mi

Comparison: 10 similar vehicles

Hamilton, OH

2014 Chevrolet Traverse LS

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

2014 Chevrolet Traverse LS

Hamilton, OH

Unscored
$2,900230,842 mi

Comparison: 20 similar vehicles

Hamilton, OH

2009 Chevrolet Impala LS

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

2009 Chevrolet Impala LS

Hamilton, OH

Unscored
$2,900126,800 mi

Comparison: 6 similar vehicles

Hamilton, OH

2015 Chevrolet Cruze LS

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

2015 Chevrolet Cruze LS

Hamilton, OH

Unscored
$2,988245,021 mi

Comparison: 5 similar vehicles

Hamilton, OH

2014 Chevrolet Cruze LS

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

2014 Chevrolet Cruze LS

Hamilton, OH

Unscored
$2,988178,349 mi

Comparison: 14 similar vehicles

Hamilton, OH

2014 Chevrolet Cruze 1LT

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

2014 Chevrolet Cruze 1LT

Hamilton, OH

Unscored
$2,988351,276 mi

Comparison: 21 similar vehicles

Hamilton, OH

2013 Kia Optima EX

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

2013 Kia Optima EX

Hamilton, OH

UnscoredInsufficient · 4
$2,988199,573 mi

Comparison: 4 similar vehicles

Hamilton, OH

2013 Hyundai Accent SE

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

2013 Hyundai Accent SE

Hamilton, OH

Unscored
$2,988232,015 mi

Comparison: 18 similar vehicles

Hamilton, OH

2012 Chevrolet Malibu 1LT

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

2012 Chevrolet Malibu 1LT

Hamilton, OH

Unscored
$2,988186,650 mi

Comparison: 50 similar vehicles

Hamilton, OH

2011 Jeep Compass Latitude

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

2011 Jeep Compass Latitude

Hamilton, OH

UnscoredInsufficient · 3
$2,988288,202 mi

Comparison: 3 similar vehicles

Hamilton, OH

2006 Lincoln Zephyr Base

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

2006 Lincoln Zephyr Base

Hamilton, OH

Unscored
$2,988216,143 mi

Comparison: 6 similar vehicles

Hamilton, OH

No Photo

2011 Hyundai Elantra Touring GLS

Hamilton, OH

UnscoredInsufficient · 4
$2,995120,500 mi

Comparison: 4 similar vehicles

Hamilton, OH

2008 Cadillac SRX Base

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

2008 Cadillac SRX Base

Hamilton, OH

Unscored
$2,995133,471 mi

Comparison: 5 similar vehicles

Hamilton, OH

2007 Hyundai Tucson GLS

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

2007 Hyundai Tucson GLS

Hamilton, OH

UnscoredInsufficient · 0
$2,995224,715 mi

Hamilton, OH

2006 Ford Expedition Eddie Bauer

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

2006 Ford Expedition Eddie Bauer

Hamilton, OH

UnscoredInsufficient · 0
$2,995190,797 mi

Hamilton, OH

2003 Mercedes-Benz M-Class ML350

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

2003 Mercedes-Benz M-Class ML350

Hamilton, OH

UnscoredInsufficient · 3
$2,995159,019 mi

Comparison: 3 similar vehicles

Hamilton, OH

2008 Audi A4 Base

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

2008 Audi A4 Base

Hamilton, OH

Unscored
$3,299142,029 mi

Comparison: 10 similar vehicles

Hamilton, OH

2016 Ford Fusion SE

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

2016 Ford Fusion SE

Hamilton, OH

Unscored
$3,399179,349 mi

Comparison: 40 similar vehicles

Hamilton, OH

2014 Chevrolet Spark 1LT

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

2014 Chevrolet Spark 1LT

Hamilton, OH

Unscored
$3,500143,192 mi

Comparison: 5 similar vehicles

Hamilton, OH

2009 Chrysler Sebring LX

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

2009 Chrysler Sebring LX

Hamilton, OH

UnscoredInsufficient · 4
$3,50079,497 mi

Comparison: 4 similar vehicles

Hamilton, OH

2013 Chevrolet Cruze 1LT

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

2013 Chevrolet Cruze 1LT

Hamilton, OH

Unscored
$3,799129,736 mi

Comparison: 6 similar vehicles

Hamilton, OH

2016 Nissan Sentra SV

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

2016 Nissan Sentra SV

Hamilton, OH

Unscored
$3,949Mileage not verified

Comparison: 17 similar vehicles

Hamilton, OH

2015 Chrysler 200 S

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

2015 Chrysler 200 S

Hamilton, OH

Fair PriceLimited · 15
$3,950Mileage not verified

Market: $3,580 – $12,095

Comparison: 15 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 182 days listed (based on current market benchmarks)

Hamilton, OH

2018 Kia FORTE LX

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

2018 Kia FORTE LX

Hamilton, OH

Unscored
$3,988270,391 mi

Comparison: 26 similar vehicles

Hamilton, OH

2016 Nissan Versa Note SV

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

2016 Nissan Versa Note SV

Hamilton, OH

Unscored
$3,988179,186 mi

Comparison: 9 similar vehicles

Hamilton, OH

2015 Chevrolet Cruze LS

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

2015 Chevrolet Cruze LS

Hamilton, OH

Salvage title
$3,995115,693 mi

Hamilton, OH

2011 Chevrolet Traverse 2LT

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

2011 Chevrolet Traverse 2LT

Hamilton, OH

Unscored
$3,995182,008 mi

Comparison: 9 similar vehicles

Hamilton, OH

2008 Saab 9-3 2.0T

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

2008 Saab 9-3 2.0T

Hamilton, OH

Unscored
$3,995133,108 mi

Comparison: 5 similar vehicles

Hamilton, OH

2016 Ford Fusion Titanium

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

2016 Ford Fusion Titanium

Hamilton, OH

Unscored
$4,588205,787 mi

Comparison: 16 similar vehicles

Hamilton, OH

2012 Audi Q5 Premium

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

2012 Audi Q5 Premium

Hamilton, OH

Unscored
$4,600176,759 mi

Comparison: 6 similar vehicles

Hamilton, OH

2006 GMC Savana Cargo Base

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

2006 GMC Savana Cargo Base

Hamilton, OH

UnscoredInsufficient · 0
$4,800188,000 mi

Hamilton, OH

2012 GMC Acadia SLE

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

2012 GMC Acadia SLE

Hamilton, OH

Unscored
$4,900170,961 mi

Comparison: 21 similar vehicles

Hamilton, OH

2012 Mercedes-Benz C-Class C250 Luxury

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

2012 Mercedes-Benz C-Class C250 Luxury

Hamilton, OH

UnscoredInsufficient · 4
$4,950Mileage not verified

Comparison: 4 similar vehicles

Hamilton, OH

2011 Ford F-150 Lariat

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

2011 Ford F-150 Lariat

Hamilton, OH

UnscoredInsufficient · 4
$4,950Mileage not verified

Comparison: 4 similar vehicles

Hamilton, OH

2014 Hyundai Elantra Sport

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

2014 Hyundai Elantra Sport

Hamilton, OH

UnscoredInsufficient · 0
$4,955108,204 mi

Hamilton, OH

2018 Mitsubishi Mirage ES

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

2018 Mitsubishi Mirage ES

Hamilton, OH

UnscoredInsufficient · 0
$4,988110,882 mi

Hamilton, OH

2017 Kia Forte5 LX

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

2017 Kia Forte5 LX

Hamilton, OH

UnscoredInsufficient · 3
$4,988164,717 mi

Comparison: 3 similar vehicles

Hamilton, OH

2016 Chevrolet Cruze Limited 1LT

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

2016 Chevrolet Cruze Limited 1LT

Hamilton, OH

Unscored
$4,988120,116 mi

Comparison: 25 similar vehicles

Hamilton, OH

2016 Nissan Versa Sedan SV

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

2016 Nissan Versa Sedan SV

Hamilton, OH

Unscored
$4,988113,703 mi

Comparison: 7 similar vehicles

Hamilton, OH

2015 Ford Focus SE

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

2015 Ford Focus SE

Hamilton, OH

UnscoredInsufficient · 3
$4,988125,379 mi

Comparison: 3 similar vehicles

Hamilton, OH

2015 Chevrolet Cruze LTZ

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

2015 Chevrolet Cruze LTZ

Hamilton, OH

Unscored
$4,988155,297 mi

Comparison: 13 similar vehicles

Hamilton, OH

2015 Nissan Versa Note SR

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

2015 Nissan Versa Note SR

Hamilton, OH

Unscored
$4,98884,167 mi

Comparison: 6 similar vehicles

Hamilton, OH

2015 Nissan Versa Sedan SV

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

2015 Nissan Versa Sedan SV

Hamilton, OH

Unscored
$4,988113,198 mi

Comparison: 8 similar vehicles

Hamilton, OH

2015 Chevrolet Spark 1LT

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

2015 Chevrolet Spark 1LT

Hamilton, OH

Great DealLimited · 11
$4,98874,753 mi

Market: $5,995 – $10,995

Comparison: 11 similar vehicles

Competitively priced ~17% below the typical range compared to similar vehicles · 178 days listed (based on current market benchmarks)

Hamilton, OH

2015 Hyundai Accent GLS

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

2015 Hyundai Accent GLS

Hamilton, OH

Unscored
$4,98898,461 mi

Comparison: 6 similar vehicles

Hamilton, OH

2014 Ford Focus SE

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

2014 Ford Focus SE

Hamilton, OH

Fair PriceModerate · 38
$4,98894,356 mi

Market: $3,495 – $8,292

Comparison: 38 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 109 days listed (based on current market benchmarks)

Hamilton, OH

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.
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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