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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 21, 2026

6M+

Unique vehicles analyzed

as of October 20, 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

352 listings found

2002 Chevrolet Impala LS

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

2002 Chevrolet Impala LS

Tuscaloosa, AL

UnscoredInsufficient · 0
$1,300Mileage not verified

Tuscaloosa, AL

2007 Mercury Milan Premier

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

2007 Mercury Milan Premier

Aliceville, AL

UnscoredInsufficient · 0
$2,990286,678 mi

Aliceville, AL

2016 Ford Focus SE

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

2016 Ford Focus SE

Meridian, MS

UnscoredModerate · 23
$2,995213,144 mi

Comparison: 23 similar vehicles

Meridian, MS

2012 Nissan Altima S

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

2012 Nissan Altima S

Meridian, MS

UnscoredModerate · 33
$2,995173,233 mi

Comparison: 33 similar vehicles

Meridian, MS

2015 Dodge Dart GT

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

2015 Dodge Dart GT

Centreville, AL

UnscoredInsufficient · 0
$3,200Mileage not verified

Centreville, AL

2013 Ford Taurus SE

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

2013 Ford Taurus SE

Selma, AL

UnscoredInsufficient · 0
$5,000Mileage not verified

Selma, AL

2013 Acura TL Technology Package

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

2013 Acura TL Technology Package

Centreville, AL

Salvage title
$5,500157,000 mi

Centreville, AL

2010 Hyundai Elantra Blue

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

2010 Hyundai Elantra Blue

Aliceville, AL

UnscoredInsufficient · 0
$5,990148,147 mi

Aliceville, AL

2014 Volkswagen Passat SEL Premium

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

2014 Volkswagen Passat SEL Premium

Aliceville, AL

UnscoredLimited · 9
$6,990127,691 mi

Comparison: 9 similar vehicles

Aliceville, 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

2013 Chevrolet Impala 2FL

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

2013 Chevrolet Impala 2FL

Meridian, MS

UnscoredLimited · 5
$6,995137,764 mi

Comparison: 5 similar vehicles

Meridian, MS

2010 Kia Forte SX

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

2010 Kia Forte SX

Meridian, MS

UnscoredInsufficient · 0
$6,999211,842 mi

Meridian, MS

2018 Kia FORTE LX

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

2018 Kia FORTE LX

Meridian, MS

UnscoredModerate · 24
$7,995147,854 mi

Comparison: 24 similar vehicles

Meridian, MS

2015 Volkswagen Passat SE

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

2015 Volkswagen Passat SE

Meridian, MS

UnscoredLimited · 8
$7,995262,005 mi

Comparison: 8 similar vehicles

Meridian, MS

2012 Chrysler 200 Touring

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

2012 Chrysler 200 Touring

Meridian, MS

UnscoredLimited · 9
$7,999260,703 mi

Comparison: 9 similar vehicles

Meridian, MS

2007 Mercedes-Benz C-Class C280 Luxury

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

2007 Mercedes-Benz C-Class C280 Luxury

Meridian, MS

UnscoredInsufficient · 0
$7,999140,625 mi

Meridian, MS

2018 Ford Fusion SE

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

2018 Ford Fusion SE

Selma, AL

Fair PriceModerate · 42
$8,500Mileage not verified

Market: $7,500 – $16,415

Comparison: 42 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 75 days listed (based on current market benchmarks)

Selma, AL

2016 Ford Fusion SE

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

2016 Ford Fusion SE

Selma, AL

UnscoredModerate · 49
$8,500138,032 mi

Comparison: 49 similar vehicles

Selma, AL

2018 Nissan Altima SV

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

2018 Nissan Altima SV

Meridian, MS

UnscoredLimited · 11
$8,995191,501 mi

Comparison: 11 similar vehicles

Meridian, MS

2015 Toyota Corolla LE

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

2015 Toyota Corolla LE

Centreville, AL

Fair PriceModerate · 34
$9,00090,774 mi

Market: $6,995 – $15,790

Comparison: 34 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 266 days listed (based on current market benchmarks)

Centreville, 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 · 9
$9,995138,246 mi

Comparison: 9 similar vehicles

Camden, AL

2019 Nissan Altima S

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

2019 Nissan Altima S

Meridian, MS

UnscoredModerate · 49
$9,995206,193 mi

Comparison: 49 similar vehicles

Meridian, MS

2013 Toyota Corolla L

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

2013 Toyota Corolla L

Meridian, MS

UnscoredInsufficient · 3
$9,995144,294 mi

Comparison: 3 similar vehicles

Meridian, MS

2013 Mercedes-Benz E-Class E350 Luxury

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

2013 Mercedes-Benz E-Class E350 Luxury

Meridian, MS

UnscoredLimited · 16
$9,995244,933 mi

Comparison: 16 similar vehicles

Meridian, MS

2019 Volkswagen Jetta R-Line

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

2019 Volkswagen Jetta R-Line

Meridian, MS

UnscoredModerate · 20
$9,999122,097 mi

Comparison: 20 similar vehicles

Meridian, MS

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

Meridian, MS

UnscoredInsufficient · 3
$9,999139,975 mi

Comparison: 3 similar vehicles

Meridian, MS

2012 Chevrolet Cruze ECO

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

2012 Chevrolet Cruze ECO

Meridian, MS

UnscoredInsufficient · 0
$9,999168,127 mi

Meridian, MS

2012 Lexus IS 250

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

2012 Lexus IS 250

Meridian, MS

UnscoredInsufficient · 0
$9,999137,119 mi

Meridian, MS

2009 BMW 3 Series 328i

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

2009 BMW 3 Series 328i

Meridian, MS

UnscoredInsufficient · 0
$9,999112,490 mi

Meridian, MS

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 · 1630 days listed (based on current market benchmarks)

Camden, AL

2016 Kia Optima LX

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

2016 Kia Optima LX

Meridian, MS

Fair PriceModerate · 20
$10,99577,761 mi

Market: $5,795 – $11,998

Comparison: 20 similar vehicles

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

Meridian, MS

2006 Mercedes-Benz CLS-Class CLS500

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

2006 Mercedes-Benz CLS-Class CLS500

Meridian, MS

UnscoredInsufficient · 0
$10,995121,165 mi

Meridian, MS

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

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

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

2013 Toyota Camry XLE

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

2013 Toyota Camry XLE

Meridian, MS

UnscoredLimited · 7
$12,995178,746 mi

Comparison: 7 similar vehicles

Meridian, MS

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 · 13 days listed (based on current market benchmarks)

Demopolis, 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

2010 Toyota Avalon Limited

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

2010 Toyota Avalon Limited

Meridian, MS

UnscoredInsufficient · 0
$14,995140,310 mi

Meridian, MS

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 · 40
$14,99796,148 mi

Market: $4,419 – $11,398

Comparison: 40 similar vehicles

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

Demopolis, AL

2013 Honda Civic LX

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

2013 Honda Civic LX

Meridian, MS

OverpricedLimited · 15
$14,99977,187 mi

Market: $7,999 – $13,977

Comparison: 15 similar vehicles

Priced ~7% above the typical market range for similar vehicles (based on current market benchmarks)

Meridian, MS

2011 Honda Accord EX-L

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

2011 Honda Accord EX-L

Meridian, MS

UnscoredLimited · 9
$14,999158,485 mi

Comparison: 9 similar vehicles

Meridian, MS

2008 Mercedes-Benz E-Class E350

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

2008 Mercedes-Benz E-Class E350

Meridian, MS

UnscoredInsufficient · 0
$14,99990,220 mi

Meridian, MS

2018 Hyundai Sonata SE

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

2018 Hyundai Sonata SE

Tuscaloosa, AL

UnscoredInsufficient · 0
$15,29936,635 mi

Tuscaloosa, 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

2020 Toyota Camry LE

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

2020 Toyota Camry LE

Meridian, MS

UnscoredInsufficient · 4
$15,995224,209 mi

Comparison: 4 similar vehicles

Meridian, MS

2024 Kia Forte GT-Line

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

2024 Kia Forte GT-Line

Meridian, MS

UnscoredModerate · 22
$16,89997,116 mi

Comparison: 22 similar vehicles

Meridian, MS

2021 Hyundai Sonata Limited

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

2021 Hyundai Sonata Limited

Meridian, MS

Fair PriceLimited · 11
$16,89995,859 mi

Market: $14,500 – $20,410

Comparison: 11 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 13 days listed (based on current market benchmarks)

Meridian, MS

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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