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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

191 listings found

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

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

2013 Chevrolet Cruze 1LT

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

2013 Chevrolet Cruze 1LT

Camden, AL

UnscoredInsufficient · 4
$6,995182,335 mi

Comparison: 4 similar vehicles

Camden, AL

No Photo

2010 Mercury Milan Premier

Chatom, AL

UnscoredInsufficient · 0
$7,99570,961 mi

Chatom, AL

2009 Ford Focus SE

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

2009 Ford Focus SE

Monroeville, AL

Fair PriceModerate · 23
$7,995106,756 mi

Market: $3,490 – $9,995

Comparison: 23 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 91 days listed (based on current market benchmarks)

Monroeville, AL

No Photo

2009 Mercedes-Benz C-Class C300 Luxury

Chatom, AL

UnscoredInsufficient · 0
$7,995162,563 mi

Chatom, AL

2015 Nissan Altima S

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

2015 Nissan Altima S

Grove Hill, AL

UnscoredRobust · 66
$8,796131,720 mi

Comparison: 66 similar vehicles

Grove Hill, AL

No Photo

2019 Kia RIO LX

Chatom, AL

UnscoredInsufficient · 4
$8,995113,024 mi

Comparison: 4 similar vehicles

Chatom, AL

2017 Chevrolet Malibu 1LS

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

2017 Chevrolet Malibu 1LS

Jackson, AL

UnscoredLimited · 14
$9,073137,997 mi

Comparison: 14 similar vehicles

Jackson, AL

2020 Nissan Versa Sedan SV

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

2020 Nissan Versa Sedan SV

Camden, AL

UnscoredLimited · 8
$9,995138,246 mi

Comparison: 8 similar vehicles

Camden, AL

2017 Ford Fusion SE

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

2017 Ford Fusion SE

Grove Hill, AL

Fair PriceModerate · 37
$10,89595,622 mi

Market: $5,995 – $16,995

Comparison: 37 similar vehicles

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

Grove Hill, AL

2017 Ford Focus SE

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

2017 Ford Focus SE

Camden, AL

Fair PriceLimited · 15
$10,995103,730 mi

Market: $4,500 – $13,995

Comparison: 15 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 1631 days listed (based on current market benchmarks)

Camden, AL

No Photo

2014 Mercedes-Benz C-Class C250 Sport

Chatom, AL

UnscoredLimited · 5
$10,99574,439 mi

Comparison: 5 similar vehicles

Chatom, AL

2012 Hyundai Elantra Limited

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

2012 Hyundai Elantra Limited

Demopolis, AL

UnscoredLimited · 7
$10,99966,016 mi

Comparison: 7 similar vehicles

Demopolis, AL

No Photo

2016 BMW 3 Series 328i

Chatom, AL

UnscoredLimited · 9
$11,995102,754 mi

Comparison: 9 similar vehicles

Chatom, AL

2021 Nissan Versa Sedan S

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

2021 Nissan Versa Sedan S

Jackson, AL

Fair PriceModerate · 30
$12,60693,211 mi

Market: $8,950 – $13,891

Comparison: 30 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 94 days listed (based on current market benchmarks)

Jackson, AL

2011 Mercedes-Benz E-Class E350 Sport

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

2011 Mercedes-Benz E-Class E350 Sport

Jackson, AL

UnscoredInsufficient · 3
$12,606113,426 mi

Comparison: 3 similar vehicles

Jackson, AL

2016 BMW 5 Series 528i

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

2016 BMW 5 Series 528i

Camden, AL

UnscoredLimited · 7
$12,895132,694 mi

Comparison: 7 similar vehicles

Camden, AL

2019 Hyundai Sonata SEL

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

2019 Hyundai Sonata SEL

Thomasville, AL

UnscoredLimited · 6
$12,90088,577 mi

Comparison: 6 similar vehicles

Thomasville, AL

No Photo

2019 Mazda Mazda3 Select AWD

Chatom, AL

UnscoredInsufficient · 0
$12,900118,173 mi

Chatom, AL

2018 Chrysler 300 Touring

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

2018 Chrysler 300 Touring

Thomasville, AL

UnscoredLimited · 7
$12,900132,749 mi

Comparison: 7 similar vehicles

Thomasville, AL

2022 Nissan Sentra S

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

2022 Nissan Sentra S

Demopolis, AL

Fair PriceModerate · 28
$13,74492,601 mi

Market: $12,500 – $15,900

Comparison: 28 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 14 days listed (based on current market benchmarks)

Demopolis, AL

2021 Nissan Sentra SV

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

2021 Nissan Sentra SV

Grove Hill, AL

Fair PriceModerate · 32
$14,397101,426 mi

Market: $10,995 – $17,998

Comparison: 32 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 20 days listed (based on current market benchmarks)

Grove Hill, AL

2015 Toyota Avalon XLE Premium

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

2015 Toyota Avalon XLE Premium

Grove Hill, AL

UnscoredInsufficient · 0
$14,897139,160 mi

Grove Hill, AL

2018 Cadillac ATS Sedan Luxury

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

2018 Cadillac ATS Sedan Luxury

Demopolis, AL

UnscoredInsufficient · 0
$14,99572,513 mi

Demopolis, AL

2018 Nissan Altima SL

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

2018 Nissan Altima SL

Demopolis, AL

OverpricedModerate · 34
$14,99796,148 mi

Market: $4,419 – $11,398

Comparison: 34 similar vehicles

Priced ~32% above the typical market range for similar vehicles (based on current market benchmarks)

Demopolis, AL

2015 Acura ILX

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

2015 Acura ILX

Jackson, AL

UnscoredInsufficient · 0
$15,60684,841 mi

Jackson, AL

2021 Toyota Camry LE

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

2021 Toyota Camry LE

Grove Hill, AL

UnscoredModerate · 48
$15,892151,449 mi

Comparison: 48 similar vehicles

Grove Hill, AL

2021 Hyundai Sonata SE

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

2021 Hyundai Sonata SE

Grove Hill, AL

Fair PriceLimited · 10
$15,89770,619 mi

Market: $6,500 – $17,500

Comparison: 10 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 54 days listed (based on current market benchmarks)

Grove Hill, AL

2024 Nissan Versa Sedan SR

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

2024 Nissan Versa Sedan SR

Demopolis, AL

UnscoredLimited · 13
$15,99554,966 mi

Comparison: 13 similar vehicles

Demopolis, AL

2024 Nissan Versa Sedan SR

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

2024 Nissan Versa Sedan SR

Demopolis, AL

UnscoredLimited · 10
$15,99562,275 mi

Comparison: 10 similar vehicles

Demopolis, AL

2024 Chevrolet Malibu 1LT

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

2024 Chevrolet Malibu 1LT

Grove Hill, AL

UnscoredInsufficient · 3
$16,59280,430 mi

Comparison: 3 similar vehicles

Grove Hill, AL

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

Grove Hill, AL

UnscoredLimited · 13
$16,892138,642 mi

Comparison: 13 similar vehicles

Grove Hill, AL

2024 Chevrolet Malibu 1LS

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

2024 Chevrolet Malibu 1LS

Grove Hill, AL

OverpricedModerate · 21
$16,89769,058 mi

Market: $14,599 – $16,796

Comparison: 21 similar vehicles

Priced ~1% above the typical market range for similar vehicles (based on current market benchmarks)

Grove Hill, AL

2020 Toyota Corolla SE

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

2020 Toyota Corolla SE

Thomasville, AL

Fair PriceLimited · 19
$16,90061,325 mi

Market: $10,800 – $19,999

Comparison: 19 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 28 days listed (based on current market benchmarks)

Thomasville, AL

2025 Nissan Sentra SV

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

2025 Nissan Sentra SV

Demopolis, AL

UnscoredRobust · 126
$16,99556,091 mi

Comparison: 126 similar vehicles

Demopolis, AL

2024 Nissan Versa Sedan S

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

2024 Nissan Versa Sedan S

Jackson, AL

OverpricedModerate · 22
$17,60676,430 mi

Market: $10,491 – $15,273

Comparison: 22 similar vehicles

Priced ~15% above the typical market range for similar vehicles (based on current market benchmarks)

Jackson, AL

2021 Chevrolet Malibu 1FL

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

2021 Chevrolet Malibu 1FL

Jackson, AL

Fair PriceLimited · 14
$17,60682,595 mi

Market: $8,800 – $17,900

Comparison: 14 similar vehicles

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

Jackson, AL

2020 Ford Fusion Titanium

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

2020 Ford Fusion Titanium

Jackson, AL

UnscoredInsufficient · 0
$17,60682,968 mi

Jackson, AL

2024 Chevrolet Malibu 1LT

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

2024 Chevrolet Malibu 1LT

Grove Hill, AL

UnscoredInsufficient · 3
$17,69570,153 mi

Comparison: 3 similar vehicles

Grove Hill, AL

2021 Honda Accord Sport SE

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

2021 Honda Accord Sport SE

Thomasville, AL

UnscoredModerate · 21
$17,900141,015 mi

Comparison: 21 similar vehicles

Thomasville, AL

2024 Chevrolet Malibu 1LT

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

2024 Chevrolet Malibu 1LT

Demopolis, AL

Fair PriceRobust · 385
$17,99568,433 mi

Market: $13,690 – $28,795

Comparison: 385 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 84 days listed (based on current market benchmarks)

Demopolis, AL

2024 Nissan Altima SV

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

2024 Nissan Altima SV

Demopolis, AL

Fair PriceRobust · 132
$17,99560,946 mi

Market: $15,500 – $24,500

Comparison: 132 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 76 days listed (based on current market benchmarks)

Demopolis, AL

2024 Nissan Sentra SV

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

2024 Nissan Sentra SV

Demopolis, AL

Fair PriceModerate · 26
$17,99538,709 mi

Market: $18,476 – $23,195

Comparison: 26 similar vehicles

Fairly priced — priced near the comparable range, but not far enough below it to qualify as a Great Deal · 266 days listed (based on current market benchmarks)

Demopolis, AL

2022 Nissan Altima SR

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

2022 Nissan Altima SR

Demopolis, AL

Fair PriceRobust · 107
$17,99571,615 mi

Market: $12,424 – $23,995

Comparison: 107 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 62 days listed (based on current market benchmarks)

Demopolis, AL

2024 Chevrolet Malibu 1LT

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

2024 Chevrolet Malibu 1LT

Jackson, AL

UnscoredInsufficient · 3
$18,24578,068 mi

Comparison: 3 similar vehicles

Jackson, AL

2025 Chevrolet Malibu 1LT

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

2025 Chevrolet Malibu 1LT

Grove Hill, AL

Fair PriceModerate · 37
$18,26262,607 mi

Market: $17,523 – $22,000

Comparison: 37 similar vehicles

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

Grove Hill, AL

2024 Nissan Sentra SV

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

2024 Nissan Sentra SV

Grove Hill, AL

Fair PriceRobust · 309
$18,42654,228 mi

Market: $14,900 – $21,822

Comparison: 309 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 55 days listed (based on current market benchmarks)

Grove Hill, AL

2023 Chevrolet Malibu 1LT

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

2023 Chevrolet Malibu 1LT

Jackson, AL

Fair PriceRobust · 93
$18,45956,425 mi

Market: $14,623 – $22,995

Comparison: 93 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 151 days listed (based on current market benchmarks)

Jackson, AL

2025 Volkswagen Jetta SE

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

2025 Volkswagen Jetta SE

Demopolis, AL

Fair PriceRobust · 93
$18,54954,749 mi

Market: $18,375 – $22,488

Comparison: 93 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 33 days listed (based on current market benchmarks)

Demopolis, 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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