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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 23, 2026

6M+

Unique vehicles analyzed

as of October 22, 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

142 listings found

No Photo

2003 INFINITI G35 Sport Coupe Base

Tallahassee, FL

UnscoredInsufficient · 3
$4,500182,858 mi

Comparison: 3 similar vehicles

Tallahassee, FL

No Photo

2010 Dodge Challenger SE

Tallahassee, FL

UnscoredInsufficient · 0
$4,995175,527 mi

Tallahassee, FL

2006 Chevrolet Monte Carlo LT

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

2006 Chevrolet Monte Carlo LT

Crawfordville, FL

UnscoredInsufficient · 0
$4,995123,456 mi

Crawfordville, FL

2003 Mercedes-Benz CLK-Class CLK320

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

2003 Mercedes-Benz CLK-Class CLK320

Tallahassee, FL

UnscoredInsufficient · 0
$5,30098,814 mi

Tallahassee, FL

2012 Mitsubishi Eclipse SE

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

2012 Mitsubishi Eclipse SE

Tallahassee, FL

UnscoredInsufficient · 0
$6,900165,911 mi

Tallahassee, FL

2011 BMW 3 Series 328i

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

2011 BMW 3 Series 328i

Tallahassee, FL

UnscoredInsufficient · 3
$6,900162,500 mi

Comparison: 3 similar vehicles

Tallahassee, FL

2013 Hyundai Elantra Coupe GS

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

2013 Hyundai Elantra Coupe GS

Tallahassee, FL

UnscoredLimited · 17
$6,995136,278 mi

Comparison: 17 similar vehicles

Tallahassee, FL

2012 Honda Civic EX

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

2012 Honda Civic EX

Quincy, FL

UnscoredLimited · 18
$6,995230,950 mi

Comparison: 18 similar vehicles

Quincy, FL

2009 Honda Accord EX-L

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

2009 Honda Accord EX-L

Thomasville, GA

UnscoredModerate · 25
$7,900163,000 mi

Comparison: 25 similar vehicles

Thomasville, GA

2012 Honda Accord EX

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

2012 Honda Accord EX

Tallahassee, FL

UnscoredInsufficient · 3
$8,990132,218 mi

Comparison: 3 similar vehicles

Tallahassee, FL

2014 BMW 4 Series 435i

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

2014 BMW 4 Series 435i

Tallahassee, FL

UnscoredInsufficient · 4
$8,995179,281 mi

Comparison: 4 similar vehicles

Tallahassee, FL

2013 Honda Accord EX-L V6

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

2013 Honda Accord EX-L V6

Tallahassee, FL

UnscoredModerate · 25
$9,995162,111 mi

Comparison: 25 similar vehicles

Tallahassee, FL

2012 Mercedes-Benz C-Class C250 Sport

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

2012 Mercedes-Benz C-Class C250 Sport

Tallahassee, FL

Fair PriceLimited · 10
$10,949105,175 mi

Market: $4,900 – $11,990

Comparison: 10 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 744 days listed (based on current market benchmarks)

Tallahassee, FL

No Photo

2017 BMW 4 Series 430i

Tallahassee, FL

UnscoredInsufficient · 4
$10,995149,866 mi

Comparison: 4 similar vehicles

Tallahassee, FL

2013 INFINITI G Coupe 37x

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

2013 INFINITI G Coupe 37x

Tallahassee, FL

UnscoredInsufficient · 0
$10,999121,790 mi

Tallahassee, FL

2019 Dodge Challenger SXT

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

2019 Dodge Challenger SXT

Quincy, FL

UnscoredLimited · 15
$11,900166,187 mi

Comparison: 15 similar vehicles

Quincy, FL

2012 Honda Accord EX-L

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

2012 Honda Accord EX-L

Tallahassee, FL

UnscoredLimited · 8
$11,900121,059 mi

Comparison: 8 similar vehicles

Tallahassee, FL

2010 Chevrolet Camaro 1LT

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

2010 Chevrolet Camaro 1LT

Tallahassee, FL

UnscoredInsufficient · 0
$11,900150,011 mi

Tallahassee, FL

2005 Nissan 350Z Touring

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

2005 Nissan 350Z Touring

Quincy, FL

UnscoredInsufficient · 0
$11,900135,462 mi

Quincy, FL

2014 BMW 4 Series 428i

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

2014 BMW 4 Series 428i

Tallahassee, FL

Fair PriceLimited · 12
$11,99583,777 mi

Market: $10,995 – $15,990

Comparison: 12 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 27 days listed (based on current market benchmarks)

Tallahassee, FL

2014 Honda Accord EX-L V-6

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

2014 Honda Accord EX-L V-6

Tallahassee, FL

UnscoredModerate · 22
$11,999214,533 mi

Comparison: 22 similar vehicles

Tallahassee, FL

2014 Dodge Challenger SXT

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

2014 Dodge Challenger SXT

Tallahassee, FL

UnscoredLimited · 6
$11,999174,759 mi

Comparison: 6 similar vehicles

Tallahassee, FL

2013 Mercedes-Benz E-Class E350

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

2013 Mercedes-Benz E-Class E350

Tallahassee, FL

UnscoredLimited · 5
$11,99980,420 mi

Comparison: 5 similar vehicles

Tallahassee, FL

2011 Dodge Challenger SE

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

2011 Dodge Challenger SE

Thomasville, GA

UnscoredInsufficient · 0
$12,500151,839 mi

Thomasville, GA

2016 Ford Mustang V6

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

2016 Ford Mustang V6

Tallahassee, FL

UnscoredLimited · 5
$12,900156,862 mi

Comparison: 5 similar vehicles

Tallahassee, FL

2019 Dodge Challenger SXT

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

2019 Dodge Challenger SXT

Tallahassee, FL

UnscoredLimited · 15
$13,900171,549 mi

Comparison: 15 similar vehicles

Tallahassee, FL

2016 Chevrolet Camaro 1LT

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

2016 Chevrolet Camaro 1LT

Tallahassee, FL

UnscoredLimited · 11
$13,900130,139 mi

Comparison: 11 similar vehicles

Tallahassee, FL

2018 Dodge Challenger SXT

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

2018 Dodge Challenger SXT

Tallahassee, FL

UnscoredInsufficient · 4
$13,990128,356 mi

Comparison: 4 similar vehicles

Tallahassee, FL

2015 Dodge Challenger SXT

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

2015 Dodge Challenger SXT

Tallahassee, FL

UnscoredInsufficient · 4
$13,995130,138 mi

Comparison: 4 similar vehicles

Tallahassee, FL

2014 Mercedes-Benz E-Class E350

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

2014 Mercedes-Benz E-Class E350

Tallahassee, FL

UnscoredInsufficient · 4
$13,995147,672 mi

Comparison: 4 similar vehicles

Tallahassee, FL

2001 Chevrolet Corvette Base

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

2001 Chevrolet Corvette Base

Tallahassee, FL

UnscoredLimited · 6
$13,995117,965 mi

Comparison: 6 similar vehicles

Tallahassee, FL

2017 Chevrolet Camaro 1LT

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

2017 Chevrolet Camaro 1LT

Tallahassee, FL

UnscoredInsufficient · 3
$13,999167,391 mi

Comparison: 3 similar vehicles

Tallahassee, FL

2017 Dodge Challenger R/T

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

2017 Dodge Challenger R/T

Tallahassee, FL

UnscoredLimited · 10
$13,999150,730 mi

Comparison: 10 similar vehicles

Tallahassee, FL

2016 Mercedes-Benz E-Class E400

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

2016 Mercedes-Benz E-Class E400

Tallahassee, FL

UnscoredLimited · 7
$13,999128,400 mi

Comparison: 7 similar vehicles

Tallahassee, FL

2018 Dodge Challenger SXT

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

2018 Dodge Challenger SXT

Tallahassee, FL

UnscoredInsufficient · 4
$14,900118,565 mi

Comparison: 4 similar vehicles

Tallahassee, FL

No Photo

2015 Chevrolet Camaro 2LS

Tallahassee, FL

UnscoredLimited · 12
$14,900142,746 mi

Comparison: 12 similar vehicles

Tallahassee, FL

2015 Chevrolet Camaro 1LT

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

2015 Chevrolet Camaro 1LT

Tallahassee, FL

Fair PriceModerate · 25
$14,900116,470 mi

Market: $11,148 – $18,295

Comparison: 25 similar vehicles

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

Tallahassee, FL

2015 Chevrolet Camaro 2LS

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

2015 Chevrolet Camaro 2LS

Tallahassee, FL

UnscoredLimited · 10
$14,950152,693 mi

Comparison: 10 similar vehicles

Tallahassee, FL

2014 Chevrolet Camaro 1LT

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

2014 Chevrolet Camaro 1LT

Tallahassee, FL

UnscoredLimited · 7
$14,98887,108 mi

Comparison: 7 similar vehicles

Tallahassee, FL

2014 Dodge Challenger R/T

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

2014 Dodge Challenger R/T

Tallahassee, FL

UnscoredInsufficient · 4
$14,995149,534 mi

Comparison: 4 similar vehicles

Tallahassee, FL

2014 Honda Civic EX

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

2014 Honda Civic EX

Tallahassee, FL

Fair PriceModerate · 21
$15,194106,211 mi

Market: $7,999 – $16,775

Comparison: 21 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 30 days listed (based on current market benchmarks)

Tallahassee, FL

2017 Chevrolet Camaro 1LT

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

2017 Chevrolet Camaro 1LT

Tallahassee, FL

Fair PriceLimited · 18
$15,53895,606 mi

Market: $10,398 – $18,999

Comparison: 18 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 19 days listed (based on current market benchmarks)

Tallahassee, FL

2021 Dodge Challenger SXT

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

2021 Dodge Challenger SXT

Quincy, FL

UnscoredLimited · 5
$15,900105,679 mi

Comparison: 5 similar vehicles

Quincy, FL

2016 Dodge Challenger SXT

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

2016 Dodge Challenger SXT

Tallahassee, FL

Fair PriceModerate · 22
$15,900110,504 mi

Market: $8,992 – $19,999

Comparison: 22 similar vehicles

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

Tallahassee, FL

2015 INFINITI Q60 Coupe Base

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

2015 INFINITI Q60 Coupe Base

Tallahassee, FL

UnscoredInsufficient · 0
$15,90074,081 mi

Tallahassee, FL

No Photo

2014 Chevrolet Camaro 2LT

Tallahassee, FL

UnscoredLimited · 6
$15,90098,216 mi

Comparison: 6 similar vehicles

Tallahassee, FL

2017 Chevrolet Camaro 1LT

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

2017 Chevrolet Camaro 1LT

Tallahassee, FL

UnscoredInsufficient · 3
$15,950177,064 mi

Comparison: 3 similar vehicles

Tallahassee, FL

2008 Jaguar XK Series XKR Coupe Supercharged

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

2008 Jaguar XK Series XKR Coupe Supercharged

Tallahassee, FL

UnscoredInsufficient · 0
$15,99583,885 mi

Tallahassee, FL

2017 INFINITI Q60 Coupe Premium

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

2017 INFINITI Q60 Coupe Premium

Quincy, FL

Salvage title
$16,000110,067 mi

Quincy, FL

2020 Dodge Challenger SXT

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

2020 Dodge Challenger SXT

Thomasville, GA

Fair PriceModerate · 23
$16,557114,101 mi

Market: $11,999 – $20,899

Comparison: 23 similar vehicles

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

Thomasville, 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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