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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 16, 2026

5.9M+

Unique vehicles analyzed

as of October 15, 2026

57,000+

US dealerships

Daily

Data pipeline

Comparable

Market-evidence analysis

3.2M new·2.7M used·Listings processed daily

Or explore the market

14,820 listings found

No Photo

2014 Nissan Versa Sedan S

Jackson, GA

UnscoredInsufficient · 0
$2,500Mileage not verified

Jackson, GA

2010 Honda Civic LX

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

2010 Honda Civic LX

Jackson, GA

UnscoredLimited · 6
$2,500Mileage not verified

Comparison: 6 similar vehicles

Jackson, GA

2004 Lexus RX 330

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

2004 Lexus RX 330

McDonough, GA

UnscoredModerate · 29
$2,500162,719 mi

Comparison: 29 similar vehicles

McDonough, GA

2005 Chevrolet TrailBlazer LT

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

2005 Chevrolet TrailBlazer LT

Milledgeville, GA

UnscoredLimited · 5
$2,750276,283 mi

Comparison: 5 similar vehicles

Milledgeville, GA

2013 Ford Fusion SE Hybrid

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

2013 Ford Fusion SE Hybrid

Jackson, GA

UnscoredInsufficient · 4
$2,899320,290 mi

Comparison: 4 similar vehicles

Jackson, GA

2003 Nissan Pathfinder SE

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

2003 Nissan Pathfinder SE

Milledgeville, GA

UnscoredInsufficient · 0
$2,900200,757 mi

Milledgeville, GA

1998 Ford F-150 XL

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

1998 Ford F-150 XL

Griffin, GA

UnscoredInsufficient · 3
$2,995244,532 mi

Comparison: 3 similar vehicles

Griffin, GA

2012 Nissan Altima S

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

2012 Nissan Altima S

Griffin, GA

UnscoredLimited · 10
$3,000135,000 mi

Comparison: 10 similar vehicles

Griffin, GA

2011 Chevrolet Malibu 1LT

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

2011 Chevrolet Malibu 1LT

Griffin, GA

UnscoredInsufficient · 4
$3,000145,000 mi

Comparison: 4 similar vehicles

Griffin, GA

2010 Ford Focus SES

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

2010 Ford Focus SES

Griffin, GA

UnscoredInsufficient · 0
$3,000172,000 mi

Griffin, GA

2011 Ford Focus SES

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

2011 Ford Focus SES

Griffin, GA

UnscoredInsufficient · 0
$3,200170,000 mi

Griffin, GA

2003 Dodge Ram 1500 Pickup SLT

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

2003 Dodge Ram 1500 Pickup SLT

Barnesville, GA

UnscoredLimited · 5
$3,250233,652 mi

Comparison: 5 similar vehicles

Barnesville, GA

2012 Mazda MAZDA3 i Sport

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

2012 Mazda MAZDA3 i Sport

Warner Robins, GA

UnscoredLimited · 5
$3,299162,000 mi

Comparison: 5 similar vehicles

Warner Robins, GA

2016 Hyundai Sonata SE

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

2016 Hyundai Sonata SE

Griffin, GA

UnscoredInsufficient · 4
$3,300190,000 mi

Comparison: 4 similar vehicles

Griffin, GA

2010 Nissan Rogue S

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

2010 Nissan Rogue S

Griffin, GA

UnscoredLimited · 8
$3,350135,000 mi

Comparison: 8 similar vehicles

Griffin, GA

2003 Ford F-150 XL

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

2003 Ford F-150 XL

Locust Grove, GA

UnscoredLimited · 6
$3,400237,703 mi

Comparison: 6 similar vehicles

Locust Grove, GA

No Photo

2004 Chevrolet Tahoe LS

Milledgeville, GA

UnscoredLimited · 14
$3,489276,803 mi

Comparison: 14 similar vehicles

Milledgeville, GA

2016 Chevrolet Equinox LT

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

2016 Chevrolet Equinox LT

Macon, GA

UnscoredRobust · 53
$3,490124,093 mi

Comparison: 53 similar vehicles

Macon, GA

2011 Subaru Outback I Premium

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

2011 Subaru Outback I Premium

Warner Robins, GA

UnscoredLimited · 6
$3,499234,000 mi

Comparison: 6 similar vehicles

Warner Robins, GA

2010 Mazda MAZDA3 s Grand Touring

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

2010 Mazda MAZDA3 s Grand Touring

Warner Robins, GA

UnscoredLimited · 5
$3,499200,000 mi

Comparison: 5 similar vehicles

Warner Robins, GA

2008 Nissan Sentra 2.0 SL

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

2008 Nissan Sentra 2.0 SL

Warner Robins, GA

UnscoredInsufficient · 0
$3,499135,000 mi

Warner Robins, GA

2005 Ford F-250 Super Duty XLT

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

2005 Ford F-250 Super Duty XLT

Jackson, GA

UnscoredLimited · 6
$3,499316,180 mi

Comparison: 6 similar vehicles

Jackson, GA

2005 Honda Pilot EX

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

2005 Honda Pilot EX

Warner Robins, GA

UnscoredLimited · 5
$3,499240,000 mi

Comparison: 5 similar vehicles

Warner Robins, GA

2014 Chevrolet Malibu 2LT

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

2014 Chevrolet Malibu 2LT

Jackson, GA

UnscoredLimited · 13
$3,500Mileage not verified

Comparison: 13 similar vehicles

Jackson, GA

2011 Toyota Camry Hybrid

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

2011 Toyota Camry Hybrid

Griffin, GA

UnscoredInsufficient · 0
$3,500198,000 mi

Griffin, GA

2009 Chevrolet Cobalt LT

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

2009 Chevrolet Cobalt LT

Hawkinsville, GA

UnscoredLimited · 5
$3,500164,492 mi

Comparison: 5 similar vehicles

Hawkinsville, GA

2009 Nissan Murano SL

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

2009 Nissan Murano SL

Jackson, GA

UnscoredLimited · 10
$3,500Mileage not verified

Comparison: 10 similar vehicles

Jackson, GA

2007 Volvo XC90 3.2

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

2007 Volvo XC90 3.2

Dublin, GA

UnscoredLimited · 6
$3,500174,524 mi

Comparison: 6 similar vehicles

Dublin, GA

2011 Chevrolet Malibu 1LT

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

2011 Chevrolet Malibu 1LT

Milledgeville, GA

UnscoredLimited · 7
$3,598153,826 mi

Comparison: 7 similar vehicles

Milledgeville, GA

2010 Ford Crown Victoria Police

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

2010 Ford Crown Victoria Police

Mcdonough, GA

UnscoredInsufficient · 0
$3,599164,826 mi

Mcdonough, GA

2017 Kia Forte S

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

2017 Kia Forte S

Griffin, GA

UnscoredLimited · 12
$3,800140,000 mi

Comparison: 12 similar vehicles

Griffin, GA

2013 RAM 1500 Pickup Express

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

2013 RAM 1500 Pickup Express

Jackson, GA

UnscoredInsufficient · 4
$3,899245,610 mi

Comparison: 4 similar vehicles

Jackson, GA

2012 Nissan Rogue S

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

2012 Nissan Rogue S

Warner Robins, GA

UnscoredModerate · 23
$3,900161,500 mi

Comparison: 23 similar vehicles

Warner Robins, GA

2004 Ford F-150

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

2004 Ford F-150

Locust Grove, GA

UnscoredInsufficient · 0
$3,900276,401 mi

Locust Grove, GA

2013 Dodge Avenger SE

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

2013 Dodge Avenger SE

Dublin, GA

UnscoredLimited · 11
$3,950176,915 mi

Comparison: 11 similar vehicles

Dublin, GA

2013 Ford Fusion SE

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

2013 Ford Fusion SE

Dublin, GA

UnscoredRobust · 53
$3,950175,096 mi

Comparison: 53 similar vehicles

Dublin, GA

2012 Chevrolet Equinox LTZ

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

2012 Chevrolet Equinox LTZ

Dublin, GA

UnscoredLimited · 5
$3,950Mileage not verified

Comparison: 5 similar vehicles

Dublin, GA

2011 Cadillac CTS Base

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

2011 Cadillac CTS Base

Warner Robins, GA

UnscoredInsufficient · 0
$3,950192,000 mi

Warner Robins, GA

2010 Subaru Outback I Premium

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

2010 Subaru Outback I Premium

Warner Robins, GA

UnscoredLimited · 8
$3,950267,000 mi

Comparison: 8 similar vehicles

Warner Robins, GA

2008 Ford Edge Limited

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

2008 Ford Edge Limited

Dublin, GA

UnscoredLimited · 16
$3,950216,612 mi

Comparison: 16 similar vehicles

Dublin, GA

2008 Pontiac Grand Prix GP

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

2008 Pontiac Grand Prix GP

Dublin, GA

UnscoredInsufficient · 0
$3,950281,931 mi

Dublin, GA

2008 Saturn VUE XR

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

2008 Saturn VUE XR

Dublin, GA

UnscoredInsufficient · 0
$3,950Mileage not verified

Dublin, GA

2008 Hyundai Sonata LIMITED

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

2008 Hyundai Sonata LIMITED

Dublin, GA

UnscoredInsufficient · 0
$3,950195,379 mi

Dublin, GA

2007 Jeep Liberty Sport

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

2007 Jeep Liberty Sport

Dublin, GA

UnscoredLimited · 12
$3,950199,828 mi

Comparison: 12 similar vehicles

Dublin, GA

2005 Nissan Sentra 1.8 S

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

2005 Nissan Sentra 1.8 S

Dublin, GA

UnscoredInsufficient · 0
$3,950222,332 mi

Dublin, GA

2005 Toyota Camry Solara SLE

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

2005 Toyota Camry Solara SLE

Dublin, GA

UnscoredInsufficient · 0
$3,950144,366 mi

Dublin, GA

2005 Saturn VUE Base

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

2005 Saturn VUE Base

Warner Robins, GA

UnscoredInsufficient · 0
$3,950200,000 mi

Warner Robins, GA

2003 Chevrolet TrailBlazer LT

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

2003 Chevrolet TrailBlazer LT

Dublin, GA

UnscoredInsufficient · 0
$3,950325,496 mi

Dublin, GA

2003 Toyota Camry LE

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

2003 Toyota Camry LE

Dublin, GA

UnscoredLimited · 12
$3,950294,516 mi

Comparison: 12 similar vehicles

Dublin, GA

2011 Chevrolet Traverse LTZ

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

2011 Chevrolet Traverse LTZ

McDonough, GA

UnscoredInsufficient · 3
$3,990157,872 mi

Comparison: 3 similar vehicles

McDonough, 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 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 manage their profile, 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, exports, and enhanced merchandising.
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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