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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

358 listings found

2003 INFINITI G35 Base

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

2003 INFINITI G35 Base

Troy, AL

UnscoredInsufficient · 4
$2,900155,100 mi

Comparison: 4 similar vehicles

Troy, AL

2013 Dodge Charger SXT

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

2013 Dodge Charger SXT

Repton, AL

UnscoredInsufficient · 0
$3,500195,188 mi

Repton, AL

2000 Buick LeSabre CUSTOM

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

2000 Buick LeSabre CUSTOM

Brewton, AL

UnscoredInsufficient · 0
$3,990130,079 mi

Brewton, AL

2018 Chevrolet Malibu 1LT

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

2018 Chevrolet Malibu 1LT

Repton, AL

UnscoredModerate · 48
$4,000143,453 mi

Comparison: 48 similar vehicles

Repton, AL

2014 Ford Fiesta SE

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

2014 Ford Fiesta SE

Andalusia, AL

UnscoredInsufficient · 3
$5,800Mileage not verified

Comparison: 3 similar vehicles

Andalusia, AL

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

Geneva, AL

Fair PriceModerate · 23
$6,500115,439 mi

Market: $4,995 – $10,995

Comparison: 23 similar vehicles

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

Geneva, AL

2009 Hyundai Elantra GLS

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

2009 Hyundai Elantra GLS

Troy, AL

UnscoredLimited · 5
$6,89074,196 mi

Comparison: 5 similar vehicles

Troy, AL

2013 Hyundai Sonata SE

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

2013 Hyundai Sonata SE

Elba, AL

UnscoredLimited · 8
$6,903101,051 mi

Comparison: 8 similar vehicles

Elba, AL

2019 Ford Fusion S

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

2019 Ford Fusion S

Crestview, FL

UnscoredLimited · 11
$6,990199,352 mi

Comparison: 11 similar vehicles

Crestview, FL

2008 Honda Accord EX

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

2008 Honda Accord EX

Geneva, AL

UnscoredInsufficient · 3
$7,500149,434 mi

Comparison: 3 similar vehicles

Geneva, AL

2015 Ford Taurus Limited

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

2015 Ford Taurus Limited

New Brockton, AL

UnscoredInsufficient · 0
$7,850146,169 mi

New Brockton, AL

2015 Nissan Altima S

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

2015 Nissan Altima S

Brundidge, AL

UnscoredRobust · 100
$8,995162,717 mi

Comparison: 100 similar vehicles

Brundidge, AL

2014 Kia Optima LX

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

2014 Kia Optima LX

Troy, AL

Salvage title
$9,22959,799 mi

Troy, AL

2016 Dodge Dart SXT

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

2016 Dodge Dart SXT

Geneva, AL

UnscoredInsufficient · 4
$9,50074,626 mi

Comparison: 4 similar vehicles

Geneva, AL

2013 Nissan Altima Sedan SL

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

2013 Nissan Altima Sedan SL

Geneva, AL

UnscoredLimited · 16
$9,500141,349 mi

Comparison: 16 similar vehicles

Geneva, AL

2016 Chevrolet Sonic LS

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

2016 Chevrolet Sonic LS

Enterprise, AL

UnscoredInsufficient · 4
$9,50583,859 mi

Comparison: 4 similar vehicles

Enterprise, AL

2020 Chevrolet Malibu 1LT

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

2020 Chevrolet Malibu 1LT

Elba, AL

UnscoredRobust · 69
$9,987156,000 mi

Comparison: 69 similar vehicles

Elba, AL

2016 BMW 3 Series 320i

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

2016 BMW 3 Series 320i

Elba, AL

UnscoredInsufficient · 3
$9,987120,468 mi

Comparison: 3 similar vehicles

Elba, AL

2014 Ford Fusion SE

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

2014 Ford Fusion SE

Greenville, AL

UnscoredRobust · 53
$9,990125,187 mi

Comparison: 53 similar vehicles

Greenville, AL

2014 Mazda MAZDA3 i Sport

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

2014 Mazda MAZDA3 i Sport

Troy, AL

UnscoredLimited · 5
$9,990113,978 mi

Comparison: 5 similar vehicles

Troy, AL

2016 Lincoln MKS Base

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

2016 Lincoln MKS Base

Greenville, AL

UnscoredInsufficient · 0
$9,994114,440 mi

Greenville, AL

2019 Kia FORTE LXS

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

2019 Kia FORTE LXS

Andalusia, AL

UnscoredModerate · 29
$9,995123,271 mi

Comparison: 29 similar vehicles

Andalusia, AL

2018 Nissan Altima S

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

2018 Nissan Altima S

Brundidge, AL

UnscoredModerate · 36
$9,995162,544 mi

Comparison: 36 similar vehicles

Brundidge, AL

No Photo

2018 Hyundai Sonata SE

Andalusia, AL

Fair PriceLimited · 14
$9,995110,457 mi

Market: $7,999 – $13,088

Comparison: 14 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 4 days listed (based on current market benchmarks)

Andalusia, AL

2016 Kia Optima EX

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

2016 Kia Optima EX

Brundidge, AL

Fair PriceModerate · 21
$9,995105,201 mi

Market: $6,500 – $14,999

Comparison: 21 similar vehicles

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

Brundidge, AL

2015 Kia Optima LX

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

2015 Kia Optima LX

Brundidge, AL

UnscoredRobust · 55
$9,995126,860 mi

Comparison: 55 similar vehicles

Brundidge, AL

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

Troy, AL

UnscoredLimited · 10
$10,190158,046 mi

Comparison: 10 similar vehicles

Troy, AL

2016 Nissan Altima SR

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

2016 Nissan Altima SR

Troy, AL

Fair PriceModerate · 34
$10,290105,440 mi

Market: $4,999 – $12,999

Comparison: 34 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 17 days listed (based on current market benchmarks)

Troy, AL

2017 Honda Accord LX

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

2017 Honda Accord LX

Elba, AL

UnscoredModerate · 21
$10,503152,686 mi

Comparison: 21 similar vehicles

Elba, AL

2019 Ford Fusion SEL

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

2019 Ford Fusion SEL

Brundidge, AL

UnscoredLimited · 7
$10,995142,761 mi

Comparison: 7 similar vehicles

Brundidge, AL

2016 Chevrolet Impala 2LZ

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

2016 Chevrolet Impala 2LZ

Troy, AL

UnscoredLimited · 10
$11,190144,263 mi

Comparison: 10 similar vehicles

Troy, AL

2019 Hyundai Elantra Value Edition

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

2019 Hyundai Elantra Value Edition

Brewton, AL

UnscoredInsufficient · 3
$11,390103,374 mi

Comparison: 3 similar vehicles

Brewton, AL

2019 Nissan Altima SV

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

2019 Nissan Altima SV

Elba, AL

UnscoredModerate · 24
$11,503121,928 mi

Comparison: 24 similar vehicles

Elba, AL

2011 Mercedes-Benz E-Class E350 Luxury

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

2011 Mercedes-Benz E-Class E350 Luxury

Enterprise, AL

UnscoredLimited · 9
$11,589121,308 mi

Comparison: 9 similar vehicles

Enterprise, AL

2020 Chevrolet Impala 1LT

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

2020 Chevrolet Impala 1LT

Andalusia, AL

UnscoredModerate · 24
$11,900133,085 mi

Comparison: 24 similar vehicles

Andalusia, AL

2020 Kia Optima LX

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

2020 Kia Optima LX

Andalusia, AL

Fair PriceModerate · 42
$11,90094,214 mi

Market: $6,825 – $20,000

Comparison: 42 similar vehicles

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

Andalusia, AL

2017 Hyundai Elantra SE

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

2017 Hyundai Elantra SE

Troy, AL

UnscoredInsufficient · 0
$11,99024,275 mi

Troy, AL

2015 Kia Optima SX

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

2015 Kia Optima SX

Troy, AL

UnscoredInsufficient · 0
$12,19066,835 mi

Troy, AL

2015 Toyota Camry XLE

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

2015 Toyota Camry XLE

Defuniak Springs, FL

UnscoredInsufficient · 0
$12,249122,680 mi

Defuniak Springs, FL

2017 Ford Fusion SE

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

2017 Ford Fusion SE

Crestview, FL

Fair PriceModerate · 24
$12,49065,581 mi

Market: $6,788 – $14,995

Comparison: 24 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 3 days listed (based on current market benchmarks)

Crestview, FL

2018 Honda Accord EX-L

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

2018 Honda Accord EX-L

Troy, AL

UnscoredModerate · 39
$12,500160,555 mi

Comparison: 39 similar vehicles

Troy, AL

2016 Nissan Maxima S

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

2016 Nissan Maxima S

Brundidge, AL

Fair PriceModerate · 21
$12,995116,125 mi

Market: $5,995 – $14,995

Comparison: 21 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 118 days listed (based on current market benchmarks)

Brundidge, AL

2016 Nissan Maxima S

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

2016 Nissan Maxima S

Brundidge, AL

Fair PriceModerate · 21
$12,99598,902 mi

Market: $5,995 – $14,995

Comparison: 21 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 21 days listed (based on current market benchmarks)

Brundidge, AL

2016 Nissan Altima S

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

2016 Nissan Altima S

Brundidge, AL

UnscoredRobust · 56
$12,995123,251 mi

Comparison: 56 similar vehicles

Brundidge, AL

2019 Honda Accord Sport

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

2019 Honda Accord Sport

Enterprise, AL

UnscoredRobust · 62
$13,400178,422 mi

Comparison: 62 similar vehicles

Enterprise, AL

2021 Toyota Corolla LE

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

2021 Toyota Corolla LE

Andalusia, AL

UnscoredRobust · 98
$13,500143,159 mi

Comparison: 98 similar vehicles

Andalusia, AL

2019 Dodge Charger SXT

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

2019 Dodge Charger SXT

Enterprise, AL

UnscoredRobust · 65
$13,548127,153 mi

Comparison: 65 similar vehicles

Enterprise, AL

2022 Chevrolet Malibu 1FL

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

2022 Chevrolet Malibu 1FL

Troy, AL

Fair PriceLimited · 14
$13,790114,253 mi

Market: $12,995 – $20,194

Comparison: 14 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 26 days listed (based on current market benchmarks)

Troy, AL

2023 Chevrolet Malibu 1FL

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

2023 Chevrolet Malibu 1FL

Andalusia, AL

UnscoredModerate · 43
$13,900137,799 mi

Comparison: 43 similar vehicles

Andalusia, AL

2013 Honda Civic EX

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

2013 Honda Civic EX

Brundidge, AL

OverpricedLimited · 11
$13,995123,943 mi

Market: $6,995 – $13,351

Comparison: 11 similar vehicles

Priced ~5% above the typical market range for similar vehicles (based on current market benchmarks)

Brundidge, AL

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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