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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 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

277 listings found

2003 Pontiac Grand Am GT

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

2003 Pontiac Grand Am GT

Shelbyville, TN

UnscoredInsufficient · 0
$3,450157,253 mi

Shelbyville, TN

2001 Toyota Echo Base

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

2001 Toyota Echo Base

Meridianville, AL

UnscoredInsufficient · 0
$3,500153,698 mi

Meridianville, AL

2013 Hyundai Elantra Coupe SE

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

2013 Hyundai Elantra Coupe SE

Bell Buckle, TN

UnscoredInsufficient · 0
$4,900104,300 mi

Bell Buckle, TN

2004 Chevrolet Monte Carlo SS

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

2004 Chevrolet Monte Carlo SS

Meridianville, AL

UnscoredInsufficient · 0
$6,900262,328 mi

Meridianville, AL

2011 Honda Civic EX

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

2011 Honda Civic EX

Huntsville, AL

UnscoredLimited · 17
$7,358275,847 mi

Comparison: 17 similar vehicles

Huntsville, AL

2012 Nissan Altima SR

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

2012 Nissan Altima SR

Columbia, TN

UnscoredLimited · 13
$7,900129,927 mi

Comparison: 13 similar vehicles

Columbia, TN

2011 Chevrolet Camaro 1LT

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

2011 Chevrolet Camaro 1LT

Ardmore, AL

UnscoredLimited · 12
$8,500191,913 mi

Comparison: 12 similar vehicles

Ardmore, AL

2011 Ford Mustang V6

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

2011 Ford Mustang V6

Florence, AL

UnscoredInsufficient · 0
$8,988170,064 mi

Florence, AL

2011 Scion tC Base

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

2011 Scion tC Base

Ardmore, AL

UnscoredInsufficient · 4
$9,500168,249 mi

Comparison: 4 similar vehicles

Ardmore, AL

2013 Cadillac CTS Coupe Base

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

2013 Cadillac CTS Coupe Base

Bell Buckle, TN

UnscoredInsufficient · 4
$9,59975,795 mi

Comparison: 4 similar vehicles

Bell Buckle, TN

2018 Honda Civic LX

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

2018 Honda Civic LX

Columbia, TN

UnscoredInsufficient · 4
$9,975169,975 mi

Comparison: 4 similar vehicles

Columbia, TN

2013 Dodge Challenger SXT

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

2013 Dodge Challenger SXT

Fayetteville, TN

UnscoredModerate · 24
$10,426148,918 mi

Comparison: 24 similar vehicles

Fayetteville, TN

2019 Ford Mustang EcoBoost

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

2019 Ford Mustang EcoBoost

Ardmore, AL

UnscoredRobust · 63
$10,500168,119 mi

Comparison: 63 similar vehicles

Ardmore, AL

2014 Dodge Challenger SXT

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

2014 Dodge Challenger SXT

Decatur, AL

UnscoredLimited · 18
$10,995197,426 mi

Comparison: 18 similar vehicles

Decatur, AL

2021 Dodge Challenger SXT

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

2021 Dodge Challenger SXT

Shelbyville, TN

Great DealModerate · 32
$11,50095,774 mi

Market: $14,500 – $23,652

Comparison: 32 similar vehicles

Competitively priced ~21% below the typical range compared to similar vehicles · 28 days listed (based on current market benchmarks)

Shelbyville, TN

2016 Honda Civic LX-P

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

2016 Honda Civic LX-P

Columbia, TN

UnscoredLimited · 5
$11,590162,701 mi

Comparison: 5 similar vehicles

Columbia, TN

2013 Chevrolet Camaro 1LT

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

2013 Chevrolet Camaro 1LT

Killen, AL

UnscoredLimited · 6
$11,990125,100 mi

Comparison: 6 similar vehicles

Killen, AL

2013 Cadillac CTS Coupe Base

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

2013 Cadillac CTS Coupe Base

Petersburg, TN

UnscoredInsufficient · 3
$12,199130,697 mi

Comparison: 3 similar vehicles

Petersburg, TN

2013 Cadillac CTS Coupe Premium Collection

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

2013 Cadillac CTS Coupe Premium Collection

Petersburg, TN

UnscoredInsufficient · 0
$12,199122,171 mi

Petersburg, TN

2008 BMW 3 Series 335i

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

2008 BMW 3 Series 335i

Columbia, TN

Fair PriceLimited · 13
$12,32581,446 mi

Market: $9,000 – $12,990

Comparison: 13 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 67 days listed (based on current market benchmarks)

Columbia, TN

2015 Dodge Challenger SXT

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

2015 Dodge Challenger SXT

Meridianville, AL

UnscoredModerate · 30
$12,900167,897 mi

Comparison: 30 similar vehicles

Meridianville, AL

2010 Chevrolet Camaro 2LT

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

2010 Chevrolet Camaro 2LT

Florence, AL

UnscoredLimited · 8
$12,98888,019 mi

Comparison: 8 similar vehicles

Florence, AL

2019 Dodge Challenger SXT

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

2019 Dodge Challenger SXT

Huntsville, AL

UnscoredLimited · 7
$12,990157,799 mi

Comparison: 7 similar vehicles

Huntsville, AL

2009 Dodge Challenger R/T

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

2009 Dodge Challenger R/T

Sheffield, AL

Salvage title
$12,999119,654 mi

Sheffield, AL

2007 Ford Mustang GT Premium

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

2007 Ford Mustang GT Premium

Petersburg, TN

UnscoredLimited · 8
$13,199199,920 mi

Comparison: 8 similar vehicles

Petersburg, TN

2013 Chevrolet Camaro 1LS

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

2013 Chevrolet Camaro 1LS

Columbia, TN

UnscoredInsufficient · 4
$13,39899,386 mi

Comparison: 4 similar vehicles

Columbia, TN

2016 Dodge Challenger SXT

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

2016 Dodge Challenger SXT

Ardmore, AL

Fair PriceModerate · 35
$13,50070,934 mi

Market: $8,995 – $19,424

Comparison: 35 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 125 days listed (based on current market benchmarks)

Ardmore, AL

2017 Chevrolet Camaro 1LT

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

2017 Chevrolet Camaro 1LT

Huntsville, AL

UnscoredModerate · 43
$13,704146,005 mi

Comparison: 43 similar vehicles

Huntsville, AL

2019 Toyota 86 Base

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

2019 Toyota 86 Base

Florence, AL

UnscoredInsufficient · 0
$13,988169,046 mi

Florence, AL

2019 Honda Civic EX

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

2019 Honda Civic EX

Madison, AL

Fair PriceRobust · 56
$14,00077,000 mi

Market: $11,685 – $20,769

Comparison: 56 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 43 days listed (based on current market benchmarks)

Madison, AL

2017 Ford Mustang EcoBoost Premium

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

2017 Ford Mustang EcoBoost Premium

Fayetteville, TN

UnscoredModerate · 26
$14,670122,623 mi

Comparison: 26 similar vehicles

Fayetteville, TN

2010 Mercedes-Benz CL-Class CL550

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

2010 Mercedes-Benz CL-Class CL550

Columbia, TN

UnscoredInsufficient · 0
$14,67580,642 mi

Columbia, TN

2019 Chevrolet Camaro 1LT

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

2019 Chevrolet Camaro 1LT

Tullahoma, TN

Fair PriceModerate · 48
$14,995113,486 mi

Market: $9,850 – $24,998

Comparison: 48 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 72 days listed (based on current market benchmarks)

Tullahoma, TN

2019 Dodge Challenger SXT

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

2019 Dodge Challenger SXT

Tullahoma, TN

UnscoredLimited · 6
$15,724112,235 mi

Comparison: 6 similar vehicles

Tullahoma, TN

2015 Hyundai Genesis Coupe Ultimate

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

2015 Hyundai Genesis Coupe Ultimate

Shelbyville, TN

UnscoredInsufficient · 0
$15,995106,959 mi

Shelbyville, TN

2019 Ford Mustang EcoBoost

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

2019 Ford Mustang EcoBoost

Sheffield, AL

Fair PriceRobust · 56
$15,99997,911 mi

Market: $10,500 – $21,936

Comparison: 56 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 15 days listed (based on current market benchmarks)

Sheffield, AL

2019 Dodge Challenger SXT

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

2019 Dodge Challenger SXT

Shelbyville, TN

Fair PriceLimited · 15
$16,50084,784 mi

Market: $12,500 – $18,541

Comparison: 15 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 154 days listed (based on current market benchmarks)

Shelbyville, TN

2016 Dodge Challenger R/T

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

2016 Dodge Challenger R/T

Franklin, TN

UnscoredLimited · 7
$16,555136,510 mi

Comparison: 7 similar vehicles

Franklin, TN

2019 Dodge Challenger SXT

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

2019 Dodge Challenger SXT

Muscle Shoals, AL

Fair PriceModerate · 49
$16,89595,999 mi

Market: $12,000 – $22,560

Comparison: 49 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 22 days listed (based on current market benchmarks)

Muscle Shoals, AL

2020 Ford Mustang EcoBoost

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

2020 Ford Mustang EcoBoost

Franklin, TN

UnscoredLimited · 5
$17,222111,065 mi

Comparison: 5 similar vehicles

Franklin, TN

2023 Chevrolet Camaro 1LT

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

2023 Chevrolet Camaro 1LT

Shelbyville, TN

UnscoredInsufficient · 4
$17,59949,859 mi

Comparison: 4 similar vehicles

Shelbyville, TN

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

Shelbyville, TN

Salvage title
$17,89993,135 mi

Shelbyville, TN

2013 Nissan 370Z Coupe Touring

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

2013 Nissan 370Z Coupe Touring

Tuscumbia, AL

UnscoredInsufficient · 0
$17,990132,866 mi

Tuscumbia, AL

2013 Ford Mustang GT Premium

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

2013 Ford Mustang GT Premium

Meridianville, AL

Fair PriceLimited · 11
$17,995101,810 mi

Market: $14,900 – $21,645

Comparison: 11 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 7 days listed (based on current market benchmarks)

Meridianville, AL

2019 Chevrolet Camaro 1LS

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

2019 Chevrolet Camaro 1LS

Huntsville, AL

UnscoredInsufficient · 0
$18,23257,489 mi

Huntsville, AL

2017 Honda Accord EX-L

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

2017 Honda Accord EX-L

Decatur, AL

Fair PriceModerate · 27
$18,56272,809 mi

Market: $9,669 – $22,900

Comparison: 27 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 22 days listed (based on current market benchmarks)

Decatur, AL

2023 Subaru BRZ Premium

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

2023 Subaru BRZ Premium

Bell Buckle, TN

UnscoredInsufficient · 0
$18,99947,641 mi

Bell Buckle, TN

2019 Ford Mustang EcoBoost

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

2019 Ford Mustang EcoBoost

Columbia, TN

UnscoredInsufficient · 3
$19,87080,202 mi

Comparison: 3 similar vehicles

Columbia, TN

2007 Chevrolet Corvette Base

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

2007 Chevrolet Corvette Base

Huntsville, AL

Fair PriceLimited · 12
$19,947107,051 mi

Market: $16,488 – $24,995

Comparison: 12 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 15 days listed (based on current market benchmarks)

Huntsville, AL

1999 Ford Mustang COBRA SVT

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

1999 Ford Mustang COBRA SVT

Fayetteville, TN

UnscoredInsufficient · 0
$19,99149,338 mi

Fayetteville, TN

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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