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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 6, 2026

7.1M+

Vehicles tracked nationwide

6M+ searchable on oav.io

60,000+

US dealerships

Daily

Data pipeline

Comparable

Market-evidence analysis

New and used·Listings processed daily

Or explore the market

99 listings found

2011 Ford Fusion SEL

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

2011 Ford Fusion SEL

Hiram, GA

UnscoredInsufficient · 4
$5,977152,011 mi

Comparison: 4 similar vehicles

Hiram, GA

2013 Volkswagen CC R-Line

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

2013 Volkswagen CC R-Line

Hiram, GA

Unscored
$6,200128,060 mi

Comparison: 5 similar vehicles

Hiram, GA

2015 Ford Fiesta Titanium

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

2015 Ford Fiesta Titanium

Hiram, GA

UnscoredInsufficient · 0
$6,99889,190 mi

Hiram, GA

2011 Ford Escape XLT

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

2011 Ford Escape XLT

Hiram, GA

Unscored
$7,477107,005 mi

Comparison: 5 similar vehicles

Hiram, GA

2013 Ford Edge Limited

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

2013 Ford Edge Limited

Hiram, GA

UnscoredInsufficient · 4
$7,977129,895 mi

Comparison: 4 similar vehicles

Hiram, GA

2009 Ford Focus SE

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

2009 Ford Focus SE

Hiram, GA

Fair PriceLimited · 13
$7,995103,340 mi

Market: $3,490 – $9,995

Comparison: 13 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 36 days listed (based on current market benchmarks)

Hiram, GA

2005 Chevrolet Silverado 1500 LT

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

2005 Chevrolet Silverado 1500 LT

Hiram, GA

Unscored
$8,200206,192 mi

Comparison: 5 similar vehicles

Hiram, GA

2016 Dodge Grand Caravan SXT Plus

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

2016 Dodge Grand Caravan SXT Plus

Hiram, GA

UnscoredInsufficient · 4
$8,490133,555 mi

Comparison: 4 similar vehicles

Hiram, GA

2009 Scion xD Base

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

2009 Scion xD Base

Hiram, GA

UnscoredInsufficient · 4
$8,795133,740 mi

Comparison: 4 similar vehicles

Hiram, GA

2003 GMC Yukon SLE

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

2003 GMC Yukon SLE

Hiram, GA

UnscoredInsufficient · 0
$8,895175,080 mi

Hiram, GA

2005 Mercedes-Benz SL-Class SL500

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

2005 Mercedes-Benz SL-Class SL500

Hiram, GA

Fair PriceLimited · 12
$8,900100,126 mi

Market: $7,990 – $13,986

Comparison: 12 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 106 days listed (based on current market benchmarks)

Hiram, GA

2020 Kia Soul S

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

2020 Kia Soul S

Hiram, GA

Unscored
$8,977110,301 mi

Comparison: 7 similar vehicles

Hiram, GA

2004 Jeep Wrangler SPORT

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

2004 Jeep Wrangler SPORT

Hiram, GA

UnscoredInsufficient · 3
$8,977192,320 mi

Comparison: 3 similar vehicles

Hiram, GA

2019 Chevrolet Impala 1LT

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

2019 Chevrolet Impala 1LT

Hiram, GA

Unscored
$9,494160,490 mi

Comparison: 8 similar vehicles

Hiram, GA

2012 Ford Escape XLT

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

2012 Ford Escape XLT

Hiram, GA

UnscoredInsufficient · 4
$9,795150,750 mi

Comparison: 4 similar vehicles

Hiram, GA

2012 Ford Escape XLT

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

2012 Ford Escape XLT

Hiram, GA

UnscoredInsufficient · 4
$9,995148,630 mi

Comparison: 4 similar vehicles

Hiram, GA

2015 BMW X3 xDrive28i

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

2015 BMW X3 xDrive28i

Hiram, GA

Unscored
$10,099131,950 mi

Comparison: 6 similar vehicles

Hiram, GA

2018 Ford Escape S

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

2018 Ford Escape S

Hiram, GA

Unscored
$10,395182,750 mi

Comparison: 5 similar vehicles

Hiram, GA

2013 Honda Civic LX

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

2013 Honda Civic LX

Hiram, GA

Unscored
$10,495174,840 mi

Comparison: 23 similar vehicles

Hiram, GA

2008 Chevrolet Suburban LS

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

2008 Chevrolet Suburban LS

Hiram, GA

UnscoredInsufficient · 4
$10,777142,514 mi

Comparison: 4 similar vehicles

Hiram, GA

2018 Nissan Murano Platinum

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

2018 Nissan Murano Platinum

Hiram, GA

Unscored
$10,977136,476 mi

Comparison: 5 similar vehicles

Hiram, GA

2016 Ford Fusion SE

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

2016 Ford Fusion SE

Hiram, GA

Unscored
$10,995135,040 mi

Comparison: 17 similar vehicles

Hiram, GA

2016 Ford Fusion SE

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

2016 Ford Fusion SE

Hiram, GA

Unscored
$10,995158,320 mi

Comparison: 17 similar vehicles

Hiram, GA

2008 Subaru Impreza WRX

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

2008 Subaru Impreza WRX

Hiram, GA

UnscoredInsufficient · 0
$11,295103,710 mi

Hiram, GA

2013 Honda Civic LX

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

2013 Honda Civic LX

Hiram, GA

Unscored
$11,495125,440 mi

Comparison: 23 similar vehicles

Hiram, GA

2016 Honda Accord LX

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

2016 Honda Accord LX

Hiram, GA

Unscored
$11,595202,075 mi

Comparison: 8 similar vehicles

Hiram, GA

2013 Honda Civic LX

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

2013 Honda Civic LX

Hiram, GA

Unscored
$11,695127,740 mi

Comparison: 23 similar vehicles

Hiram, GA

2019 Jeep Cherokee Trailhawk

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

2019 Jeep Cherokee Trailhawk

Hiram, GA

Unscored
$11,777125,163 mi

Comparison: 7 similar vehicles

Hiram, GA

2015 Ford F-150 XLT

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

2015 Ford F-150 XLT

Hiram, GA

Unscored
$11,977181,863 mi

Comparison: 60 similar vehicles

Hiram, GA

2014 Ford Flex SEL

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

2014 Ford Flex SEL

Hiram, GA

OverpricedLimited · 17
$11,995154,580 mi

Market: $5,799 – $11,800

Comparison: 17 similar vehicles

Priced ~2% above the typical market range for similar vehicles (based on current market benchmarks)

Hiram, GA

2013 Lexus CT Base

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

2013 Lexus CT Base

Hiram, GA

Unscored
$12,395143,700 mi

Comparison: 7 similar vehicles

Hiram, GA

1997 Jeep Wrangler / TJ

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

1997 Jeep Wrangler / TJ

Hiram, GA

UnscoredInsufficient · 0
$12,500195,000 mi

Hiram, GA

2014 Hyundai Sonata GLS

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

2014 Hyundai Sonata GLS

Hiram, GA

Unscored
$12,69560,470 mi

Comparison: 5 similar vehicles

Hiram, GA

2012 Lexus RX 350

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

2012 Lexus RX 350

Hiram, GA

Unscored
$12,795151,820 mi

Comparison: 16 similar vehicles

Hiram, GA

2016 Honda Fit EX

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

2016 Honda Fit EX

Hiram, GA

UnscoredInsufficient · 4
$12,895145,940 mi

Comparison: 4 similar vehicles

Hiram, GA

2017 Dodge Charger SE

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

2017 Dodge Charger SE

Hiram, GA

UnscoredInsufficient · 3
$12,977113,007 mi

Comparison: 3 similar vehicles

Hiram, GA

2015 Ford Explorer XLT

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

2015 Ford Explorer XLT

Hiram, GA

Unscored
$12,995134,075 mi

Comparison: 11 similar vehicles

Hiram, GA

2017 Honda Accord Sport

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

2017 Honda Accord Sport

Hiram, GA

Unscored
$13,895174,630 mi

Comparison: 16 similar vehicles

Hiram, GA

2018 Acura TLX Base

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

2018 Acura TLX Base

Hiram, GA

Unscored
$13,995168,950 mi

Comparison: 12 similar vehicles

Hiram, GA

2017 Ford Explorer XLT

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

2017 Ford Explorer XLT

Hiram, GA

Unscored
$14,895132,575 mi

Comparison: 50 similar vehicles

Hiram, GA

2019 Dodge Grand Caravan SXT

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

2019 Dodge Grand Caravan SXT

Hiram, GA

Unscored
$14,99587,410 mi

Comparison: 7 similar vehicles

Hiram, GA

2017 Nissan Armada SV

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

2017 Nissan Armada SV

Hiram, GA

Unscored
$14,99982,800 mi

Comparison: 6 similar vehicles

Hiram, GA

2018 Hyundai Elantra SE

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

2018 Hyundai Elantra SE

Hiram, GA

UnscoredInsufficient · 0
$15,39535,920 mi

Hiram, GA

2012 Dodge Challenger R/T

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

2012 Dodge Challenger R/T

Hiram, GA

Unscored
$15,477109,220 mi

Comparison: 5 similar vehicles

Hiram, GA

2017 Ford Explorer XLT

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

2017 Ford Explorer XLT

Hiram, GA

Fair PriceRobust · 50
$15,695112,030 mi

Market: $8,995 – $17,623

Comparison: 50 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 131 days listed (based on current market benchmarks)

Hiram, GA

2016 Toyota Sienna XLE Premium

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

2016 Toyota Sienna XLE Premium

Hiram, GA

UnscoredInsufficient · 4
$15,895166,540 mi

Comparison: 4 similar vehicles

Hiram, GA

2017 Chevrolet Colorado LT

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

2017 Chevrolet Colorado LT

Hiram, GA

Fair PriceLimited · 18
$15,977100,455 mi

Market: $11,999 – $19,694

Comparison: 18 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 50 days listed (based on current market benchmarks)

Hiram, GA

2018 Chevrolet Silverado 1500 LT

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

2018 Chevrolet Silverado 1500 LT

Hiram, GA

Unscored
$16,198210,737 mi

Comparison: 65 similar vehicles

Hiram, GA

2021 Kia Forte LXS

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

2021 Kia Forte LXS

Hiram, GA

UnscoredInsufficient · 0
$16,49546,770 mi

Hiram, GA

2017 GMC Canyon SLE

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

2017 GMC Canyon SLE

Hiram, GA

Fair PriceLimited · 13
$16,94993,823 mi

Market: $16,537 – $25,986

Comparison: 13 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 232 days listed (based on current market benchmarks)

Hiram, GA

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 recently 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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