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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

311 listings found

2012 Ford Fusion SEL

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

2012 Ford Fusion SEL

Live Oak, FL

UnscoredModerate · 26
$2,500210,612 mi

Comparison: 26 similar vehicles

Live Oak, FL

2010 Ford Fusion SEL

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

2010 Ford Fusion SEL

Live Oak, FL

UnscoredLimited · 10
$3,735205,451 mi

Comparison: 10 similar vehicles

Live Oak, FL

2015 Chevrolet Cruze LS

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

2015 Chevrolet Cruze LS

Valdosta, GA

UnscoredLimited · 5
$4,895Mileage not verified

Comparison: 5 similar vehicles

Valdosta, GA

2008 Mercedes-Benz C-Class C300 Sport

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

2008 Mercedes-Benz C-Class C300 Sport

Valdosta, GA

UnscoredInsufficient · 4
$5,500Mileage not verified

Comparison: 4 similar vehicles

Valdosta, GA

2013 Hyundai Elantra GLS

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

2013 Hyundai Elantra GLS

Valdosta, GA

UnscoredModerate · 47
$5,900146,811 mi

Comparison: 47 similar vehicles

Valdosta, GA

2013 Toyota Corolla LE Special Edition

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

2013 Toyota Corolla LE Special Edition

Valdosta, GA

UnscoredInsufficient · 0
$5,900216,458 mi

Valdosta, GA

2013 Chrysler 200 Touring

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

2013 Chrysler 200 Touring

Valdosta, GA

UnscoredLimited · 15
$5,995140,620 mi

Comparison: 15 similar vehicles

Valdosta, GA

2012 Ford Fusion SE

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

2012 Ford Fusion SE

Valdosta, GA

UnscoredModerate · 21
$6,349205,494 mi

Comparison: 21 similar vehicles

Valdosta, GA

2015 Chevrolet Sonic LT

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

2015 Chevrolet Sonic LT

Live Oak, FL

UnscoredLimited · 11
$6,496160,315 mi

Comparison: 11 similar vehicles

Live Oak, FL

2016 Toyota Corolla LE

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

2016 Toyota Corolla LE

Valdosta, GA

UnscoredModerate · 34
$6,500Mileage not verified

Comparison: 34 similar vehicles

Valdosta, GA

2013 Chevrolet Cruze LTZ

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

2013 Chevrolet Cruze LTZ

Lake City, FL

UnscoredInsufficient · 0
$6,537100,000 mi

Lake City, FL

No Photo

2013 Hyundai Sonata GLS

Live Oak, FL

Fair PriceRobust · 51
$6,595111,855 mi

Market: $3,199 – $9,990

Comparison: 51 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 2 days listed (based on current market benchmarks)

Live Oak, FL

2013 Kia Optima EX

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

2013 Kia Optima EX

Alachua, FL

UnscoredLimited · 14
$6,900155,466 mi

Comparison: 14 similar vehicles

Alachua, FL

2009 Chevrolet Malibu 1LT

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

2009 Chevrolet Malibu 1LT

Live Oak, FL

UnscoredInsufficient · 0
$6,900179,726 mi

Live Oak, FL

2010 Ford Taurus SEL

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

2010 Ford Taurus SEL

Alachua, FL

UnscoredInsufficient · 4
$7,499118,335 mi

Comparison: 4 similar vehicles

Alachua, FL

2016 Chevrolet Malibu Limited 1LZ

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

2016 Chevrolet Malibu Limited 1LZ

Lake City, FL

UnscoredInsufficient · 0
$7,500Mileage not verified

Lake City, FL

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

Valdosta, GA

Fair PriceModerate · 29
$7,90099,000 mi

Market: $3,020 – $11,202

Comparison: 29 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 142 days listed (based on current market benchmarks)

Valdosta, GA

2019 Kia FORTE LXS

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

2019 Kia FORTE LXS

Alachua, FL

UnscoredModerate · 37
$8,499156,300 mi

Comparison: 37 similar vehicles

Alachua, FL

2016 Volkswagen Passat S

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

2016 Volkswagen Passat S

Live Oak, FL

UnscoredModerate · 23
$8,500123,286 mi

Comparison: 23 similar vehicles

Live Oak, FL

2017 Chrysler 200 Limited

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

2017 Chrysler 200 Limited

Alachua, FL

Fair PriceModerate · 24
$8,682100,263 mi

Market: $3,890 – $13,957

Comparison: 24 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 9 days listed (based on current market benchmarks)

Alachua, FL

2018 Chrysler 300 Touring

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

2018 Chrysler 300 Touring

Alachua, FL

UnscoredLimited · 19
$8,786155,428 mi

Comparison: 19 similar vehicles

Alachua, FL

2012 Jaguar XF Base

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

2012 Jaguar XF Base

Alachua, FL

UnscoredInsufficient · 0
$8,79995,760 mi

Alachua, FL

2006 Chevrolet Impala Police Sedan

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

2006 Chevrolet Impala Police Sedan

Live Oak, FL

UnscoredInsufficient · 0
$8,800116,808 mi

Live Oak, FL

2017 Kia Forte S

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

2017 Kia Forte S

Valdosta, GA

UnscoredLimited · 5
$8,854123,710 mi

Comparison: 5 similar vehicles

Valdosta, GA

2015 Nissan Altima S

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

2015 Nissan Altima S

Valdosta, GA

UnscoredLimited · 6
$8,900109,000 mi

Comparison: 6 similar vehicles

Valdosta, GA

2011 Ford Taurus SEL

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

2011 Ford Taurus SEL

Live Oak, FL

UnscoredLimited · 7
$8,90068,697 mi

Comparison: 7 similar vehicles

Live Oak, FL

2016 Ford Fusion SE

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

2016 Ford Fusion SE

Valdosta, GA

UnscoredRobust · 57
$8,950143,342 mi

Comparison: 57 similar vehicles

Valdosta, GA

2009 Lexus LS Base

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

2009 Lexus LS Base

Valdosta, GA

UnscoredLimited · 5
$8,995216,371 mi

Comparison: 5 similar vehicles

Valdosta, GA

2008 Cadillac CTS 3.6

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

2008 Cadillac CTS 3.6

Valdosta, GA

UnscoredLimited · 7
$8,99588,787 mi

Comparison: 7 similar vehicles

Valdosta, GA

2006 Mercedes-Benz C-Class C230 Sport

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

2006 Mercedes-Benz C-Class C230 Sport

Valdosta, GA

UnscoredInsufficient · 4
$8,995101,333 mi

Comparison: 4 similar vehicles

Valdosta, GA

2010 Pontiac G6 Base

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

2010 Pontiac G6 Base

Live Oak, FL

UnscoredInsufficient · 0
$9,50088,000 mi

Live Oak, FL

2013 Acura ILX Premium

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

2013 Acura ILX Premium

Alachua, FL

UnscoredLimited · 5
$9,900162,657 mi

Comparison: 5 similar vehicles

Alachua, FL

2014 Nissan Sentra SV

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

2014 Nissan Sentra SV

Valdosta, GA

OverpricedLimited · 12
$9,950123,685 mi

Market: $2,500 – $6,995

Comparison: 12 similar vehicles

Priced ~42% above the typical market range for similar vehicles (based on current market benchmarks)

Valdosta, GA

2016 Chevrolet Impala Limited Police Sedan

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

2016 Chevrolet Impala Limited Police Sedan

Live Oak, FL

UnscoredInsufficient · 0
$9,99554,090 mi

Live Oak, FL

2014 Toyota Corolla LE

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

2014 Toyota Corolla LE

Alachua, FL

UnscoredInsufficient · 4
$9,995111,323 mi

Comparison: 4 similar vehicles

Alachua, FL

2015 BMW 3 Series 328i

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

2015 BMW 3 Series 328i

Valdosta, GA

Fair PriceModerate · 24
$10,200Mileage not verified

Market: $6,499 – $18,999

Comparison: 24 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 38 days listed (based on current market benchmarks)

Valdosta, GA

2012 Ford Fusion SE

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

2012 Ford Fusion SE

Live Oak, FL

OverpricedModerate · 26
$10,70097,443 mi

Market: $1,950 – $8,995

Comparison: 26 similar vehicles

Priced ~19% above the typical market range for similar vehicles (based on current market benchmarks)

Live Oak, FL

2014 Chevrolet Impala 2LT

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

2014 Chevrolet Impala 2LT

Valdosta, GA

OverpricedModerate · 21
$10,995144,119 mi

Market: $3,999 – $7,995

Comparison: 21 similar vehicles

Priced ~38% above the typical market range for similar vehicles (based on current market benchmarks)

Valdosta, GA

2017 Toyota Camry XSE

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

2017 Toyota Camry XSE

Live Oak, FL

UnscoredInsufficient · 3
$11,153157,754 mi

Comparison: 3 similar vehicles

Live Oak, FL

2015 Ford Fusion SE

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

2015 Ford Fusion SE

Live Oak, FL

OverpricedModerate · 49
$11,500115,326 mi

Market: $3,990 – $11,295

Comparison: 49 similar vehicles

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

Live Oak, FL

2018 Chevrolet Malibu 1LS

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

2018 Chevrolet Malibu 1LS

Lake City, FL

Fair PriceModerate · 24
$11,74187,558 mi

Market: $3,290 – $13,895

Comparison: 24 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 10 days listed (based on current market benchmarks)

Lake City, FL

2015 BMW 3 Series 328i

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

2015 BMW 3 Series 328i

Valdosta, GA

UnscoredModerate · 23
$11,950125,949 mi

Comparison: 23 similar vehicles

Valdosta, GA

2017 Lincoln Continental Premiere

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

2017 Lincoln Continental Premiere

Lake City, FL

UnscoredInsufficient · 0
$12,999108,275 mi

Lake City, FL

2020 INFINITI Q50 LUXE

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

2020 INFINITI Q50 LUXE

Alachua, FL

Fair PriceModerate · 20
$13,499117,311 mi

Market: $10,995 – $19,995

Comparison: 20 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 53 days listed (based on current market benchmarks)

Alachua, FL

2018 Hyundai Elantra SEL

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

2018 Hyundai Elantra SEL

Live Oak, FL

UnscoredInsufficient · 0
$13,50040,500 mi

Live Oak, FL

2018 Hyundai Elantra SEL

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

2018 Hyundai Elantra SEL

Live Oak, FL

Fair PriceRobust · 65
$13,50067,000 mi

Market: $5,277 – $15,950

Comparison: 65 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 216 days listed (based on current market benchmarks)

Live Oak, FL

2016 Hyundai Genesis Base

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

2016 Hyundai Genesis Base

Alachua, FL

UnscoredModerate · 23
$13,549149,368 mi

Comparison: 23 similar vehicles

Alachua, FL

2018 Hyundai Elantra SEL

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

2018 Hyundai Elantra SEL

Live Oak, FL

UnscoredInsufficient · 3
$13,90050,235 mi

Comparison: 3 similar vehicles

Live Oak, FL

2017 Chrysler 200 Limited

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

2017 Chrysler 200 Limited

Valdosta, GA

Fair PriceLimited · 16
$13,950111,936 mi

Market: $5,999 – $13,957

Comparison: 16 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 935 days listed (based on current market benchmarks)

Valdosta, GA

2017 Kia Cadenza Technology

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

2017 Kia Cadenza Technology

Valdosta, GA

UnscoredInsufficient · 0
$13,950104,472 mi

Valdosta, 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 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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