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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

809 listings found

2011 Kia Forte EX

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

2011 Kia Forte EX

Alexandria, KY

UnscoredInsufficient · 0
$2,384186,357 mi

Alexandria, KY

2013 Ford Fusion SE

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

2013 Ford Fusion SE

Alexandria, KY

Unscored
$2,385226,081 mi

Comparison: 20 similar vehicles

Alexandria, KY

2008 Ford Focus SE

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

2008 Ford Focus SE

Alexandria, KY

Unscored
$2,885181,187 mi

Comparison: 12 similar vehicles

Alexandria, KY

2017 Nissan Rogue S

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

2017 Nissan Rogue S

Alexandria, KY

Unscored
$3,148191,016 mi

Comparison: 37 similar vehicles

Alexandria, KY

2007 Ford Five Hundred SEL

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

2007 Ford Five Hundred SEL

Alexandria, KY

UnscoredInsufficient · 0
$3,381164,638 mi

Alexandria, KY

2003 Volkswagen Passat GL

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

2003 Volkswagen Passat GL

Alexandria, KY

UnscoredInsufficient · 0
$3,885131,344 mi

Alexandria, KY

2007 Chrysler PT Cruiser Base

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

2007 Chrysler PT Cruiser Base

Alexandria, KY

Unscored
$3,97762,624 mi

Comparison: 7 similar vehicles

Alexandria, KY

2009 Honda CR-V EX-L

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

2009 Honda CR-V EX-L

Alexandria, KY

Unscored
$3,988204,423 mi

Comparison: 25 similar vehicles

Alexandria, KY

2015 Hyundai Sonata Limited

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

2015 Hyundai Sonata Limited

Alexandria, KY

UnscoredInsufficient · 4
$4,385159,390 mi

Comparison: 4 similar vehicles

Alexandria, KY

2012 Dodge Journey SXT

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

2012 Dodge Journey SXT

Alexandria, KY

UnscoredInsufficient · 3
$4,385158,226 mi

Comparison: 3 similar vehicles

Alexandria, KY

2012 Mazda MAZDA3 s Touring

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

2012 Mazda MAZDA3 s Touring

Alexandria, KY

UnscoredInsufficient · 3
$4,395175,312 mi

Comparison: 3 similar vehicles

Alexandria, KY

2009 Honda Fit Sport

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

2009 Honda Fit Sport

Alexandria, KY

Unscored
$4,648247,337 mi

Comparison: 9 similar vehicles

Alexandria, KY

2012 Honda Civic HYBRID

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

2012 Honda Civic HYBRID

Alexandria, KY

UnscoredInsufficient · 0
$4,881220,481 mi

Alexandria, KY

2014 Nissan Murano SL

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

2014 Nissan Murano SL

Alexandria, KY

Unscored
$4,885138,667 mi

Comparison: 19 similar vehicles

Alexandria, KY

2009 Mercedes-Benz M-Class ML350

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

2009 Mercedes-Benz M-Class ML350

Alexandria, KY

UnscoredInsufficient · 0
$4,885169,346 mi

Alexandria, KY

2011 Hyundai Elantra Touring SE

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

2011 Hyundai Elantra Touring SE

Alexandria, KY

Unscored
$4,988124,809 mi

Comparison: 19 similar vehicles

Alexandria, KY

2014 Kia Forte EX

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

2014 Kia Forte EX

Alexandria, KY

UnscoredInsufficient · 3
$5,331182,628 mi

Comparison: 3 similar vehicles

Alexandria, KY

2018 Dodge Grand Caravan GT

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

2018 Dodge Grand Caravan GT

Alexandria, KY

Unscored
$5,384211,270 mi

Comparison: 30 similar vehicles

Alexandria, KY

2010 Toyota Camry Base

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

2010 Toyota Camry Base

Alexandria, KY

Unscored
$5,384267,995 mi

Comparison: 6 similar vehicles

Alexandria, KY

2014 Kia Forte EX

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

2014 Kia Forte EX

Alexandria, KY

UnscoredInsufficient · 3
$5,385100,118 mi

Comparison: 3 similar vehicles

Alexandria, KY

2009 Ford Escape XLT

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

2009 Ford Escape XLT

Alexandria, KY

Unscored
$5,385152,775 mi

Comparison: 27 similar vehicles

Alexandria, KY

2013 Mazda MAZDA3 i Touring

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

2013 Mazda MAZDA3 i Touring

Alexandria, KY

UnscoredInsufficient · 3
$5,588177,071 mi

Comparison: 3 similar vehicles

Alexandria, KY

2011 Mazda MAZDA3 i Touring

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

2011 Mazda MAZDA3 i Touring

Alexandria, KY

Unscored
$5,595167,500 mi

Comparison: 6 similar vehicles

Alexandria, KY

2020 Jeep Cherokee Latitude Plus

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

2020 Jeep Cherokee Latitude Plus

Alexandria, KY

Unscored
$5,883188,760 mi

Comparison: 30 similar vehicles

Alexandria, KY

2012 Ford Focus SE

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

2012 Ford Focus SE

Alexandria, KY

UnscoredInsufficient · 3
$5,885119,367 mi

Comparison: 3 similar vehicles

Alexandria, KY

2013 Mazda MAZDA3 i Touring

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

2013 Mazda MAZDA3 i Touring

Alexandria, KY

UnscoredInsufficient · 3
$5,988162,972 mi

Comparison: 3 similar vehicles

Alexandria, KY

2010 Ford F-150 XL

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

2010 Ford F-150 XL

Alexandria, KY

Unscored
$5,988187,848 mi

Comparison: 43 similar vehicles

Alexandria, KY

2013 Nissan Sentra SR

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

2013 Nissan Sentra SR

Alexandria, KY

Unscored
$5,995143,210 mi

Comparison: 6 similar vehicles

Alexandria, KY

2013 Nissan Altima Sedan SV

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

2013 Nissan Altima Sedan SV

Alexandria, KY

Unscored
$6,288153,161 mi

Comparison: 6 similar vehicles

Alexandria, KY

2017 Ford Focus SE

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

2017 Ford Focus SE

Alexandria, KY

Unscored
$6,384147,517 mi

Comparison: 5 similar vehicles

Alexandria, KY

2011 Mazda MAZDA3 i Sport

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

2011 Mazda MAZDA3 i Sport

Alexandria, KY

UnscoredInsufficient · 0
$6,495143,024 mi

Alexandria, KY

2011 Acura TSX

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

2011 Acura TSX

Alexandria, KY

UnscoredInsufficient · 0
$6,648221,878 mi

Alexandria, KY

2012 Volkswagen GTI Base

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

2012 Volkswagen GTI Base

Alexandria, KY

Unscored
$6,885161,200 mi

Comparison: 5 similar vehicles

Alexandria, KY

2016 Chrysler 200 S

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

2016 Chrysler 200 S

Alexandria, KY

UnscoredInsufficient · 3
$6,988140,738 mi

Comparison: 3 similar vehicles

Alexandria, KY

2014 Scion xD Base

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

2014 Scion xD Base

Alexandria, KY

UnscoredInsufficient · 0
$6,990176,666 mi

Alexandria, KY

2015 FIAT 500 Pop

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

2015 FIAT 500 Pop

Alexandria, KY

UnscoredInsufficient · 0
$6,99551,110 mi

Alexandria, KY

2014 Ford Flex Limited

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

2014 Ford Flex Limited

Alexandria, KY

Unscored
$7,385165,647 mi

Comparison: 11 similar vehicles

Alexandria, KY

2013 Cadillac XTS Luxury Collection

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

2013 Cadillac XTS Luxury Collection

Alexandria, KY

UnscoredInsufficient · 4
$7,385177,877 mi

Comparison: 4 similar vehicles

Alexandria, KY

2015 Chrysler 200 Limited

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

2015 Chrysler 200 Limited

Alexandria, KY

Fair PriceRobust · 77
$7,495109,268 mi

Market: $3,300 – $13,240

Comparison: 77 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 16 days listed (based on current market benchmarks)

Alexandria, KY

2014 Buick Enclave Premium

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

2014 Buick Enclave Premium

Alexandria, KY

Unscored
$7,575155,818 mi

Comparison: 11 similar vehicles

Alexandria, KY

2014 Mazda CX-5 Sport

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

2014 Mazda CX-5 Sport

Alexandria, KY

UnscoredInsufficient · 4
$7,988152,034 mi

Comparison: 4 similar vehicles

Alexandria, KY

2016 Chevrolet Trax LT

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

2016 Chevrolet Trax LT

Alexandria, KY

OverpricedLimited · 10
$7,99580,485 mi

Market: $5,999 – $6,879

Comparison: 10 similar vehicles

Priced ~16% above the typical market range for similar vehicles (based on current market benchmarks)

Alexandria, KY

2014 Chevrolet Traverse 1LT

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

2014 Chevrolet Traverse 1LT

Alexandria, KY

Unscored
$7,995158,914 mi

Comparison: 46 similar vehicles

Alexandria, KY

2014 Subaru Outback Base

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

2014 Subaru Outback Base

Alexandria, KY

Unscored
$7,995187,857 mi

Comparison: 8 similar vehicles

Alexandria, KY

2011 Ford Edge SEL

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

2011 Ford Edge SEL

Alexandria, KY

UnscoredInsufficient · 3
$7,99595,579 mi

Comparison: 3 similar vehicles

Alexandria, KY

2014 Honda Pilot EX-L

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

2014 Honda Pilot EX-L

Alexandria, KY

Unscored
$8,385159,330 mi

Comparison: 27 similar vehicles

Alexandria, KY

2015 Honda Fit LX

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

2015 Honda Fit LX

Alexandria, KY

UnscoredInsufficient · 4
$8,499136,290 mi

Comparison: 4 similar vehicles

Alexandria, KY

2009 Toyota Camry SE

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

2009 Toyota Camry SE

Alexandria, KY

UnscoredInsufficient · 0
$8,799131,017 mi

Alexandria, KY

2012 Honda Civic LX

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

2012 Honda Civic LX

Alexandria, KY

Unscored
$8,842150,694 mi

Comparison: 37 similar vehicles

Alexandria, KY

2018 Ford Escape SE

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

2018 Ford Escape SE

Alexandria, KY

Fair PriceModerate · 39
$8,988113,460 mi

Market: $6,495 – $14,525

Comparison: 39 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 78 days listed (based on current market benchmarks)

Alexandria, KY

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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