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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

776 listings found

2018 Nissan Altima SL

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

2018 Nissan Altima SL

Starkville, MS

UnscoredLimited · 11
$4,419233,546 mi

Comparison: 11 similar vehicles

Starkville, MS

1998 Cadillac DeVille Base

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

1998 Cadillac DeVille Base

Starkville, MS

UnscoredInsufficient · 0
$4,990130,735 mi

Starkville, MS

2008 Ford Taurus SEL

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

2008 Ford Taurus SEL

West Point, MS

UnscoredInsufficient · 0
$6,415132,751 mi

West Point, MS

2010 BMW 3 Series 328i

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

2010 BMW 3 Series 328i

West Point, MS

UnscoredInsufficient · 0
$6,900190,564 mi

West Point, MS

2003 Buick LeSabre Custom

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

2003 Buick LeSabre Custom

Columbus, MS

UnscoredInsufficient · 0
$6,90097,226 mi

Columbus, MS

2006 Honda Accord SE

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

2006 Honda Accord SE

Columbus, MS

UnscoredInsufficient · 0
$7,724174,676 mi

Columbus, MS

2012 Nissan Altima SR

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

2012 Nissan Altima SR

West Point, MS

UnscoredInsufficient · 0
$8,42296,367 mi

West Point, MS

2014 Nissan Maxima SV

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

2014 Nissan Maxima SV

Columbus, MS

UnscoredLimited · 18
$8,950153,074 mi

Comparison: 18 similar vehicles

Columbus, MS

2021 Hyundai Sonata SE

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

2021 Hyundai Sonata SE

Starkville, MS

Fair PriceModerate · 20
$8,990117,766 mi

Market: $6,500 – $19,547

Comparison: 20 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 8 days listed (based on current market benchmarks)

Starkville, MS

2018 Kia RIO S

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

2018 Kia RIO S

Starkville, MS

UnscoredInsufficient · 0
$8,990127,193 mi

Starkville, MS

2018 Kia Optima LX

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

2018 Kia Optima LX

Louisville, MS

UnscoredLimited · 19
$8,995144,820 mi

Comparison: 19 similar vehicles

Louisville, MS

2020 Hyundai Accent SE

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

2020 Hyundai Accent SE

Starkville, MS

UnscoredLimited · 6
$9,88072,539 mi

Comparison: 6 similar vehicles

Starkville, MS

2012 Chrysler 300 Limited

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

2012 Chrysler 300 Limited

Columbus, MS

UnscoredLimited · 7
$9,950180,000 mi

Comparison: 7 similar vehicles

Columbus, MS

2016 Chevrolet Malibu 1LS

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

2016 Chevrolet Malibu 1LS

Columbus, MS

UnscoredLimited · 16
$10,769121,152 mi

Comparison: 16 similar vehicles

Columbus, MS

2020 Hyundai Accent SE

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

2020 Hyundai Accent SE

Columbus, MS

Fair PriceLimited · 13
$10,995106,288 mi

Market: $9,299 – $12,600

Comparison: 13 similar vehicles

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

Columbus, MS

2014 Honda Accord EX-L

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

2014 Honda Accord EX-L

Meridian, MS

Salvage title
$10,995125,156 mi

Meridian, MS

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

West Point, MS

Fair PriceModerate · 23
$11,64896,406 mi

Market: $7,500 – $13,966

Comparison: 23 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 44 days listed (based on current market benchmarks)

West Point, MS

2017 Nissan Altima SL

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

2017 Nissan Altima SL

Starkville, MS

UnscoredLimited · 8
$11,990135,100 mi

Comparison: 8 similar vehicles

Starkville, MS

2020 Nissan Altima S

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

2020 Nissan Altima S

Meridian, MS

UnscoredRobust · 65
$11,995164,318 mi

Comparison: 65 similar vehicles

Meridian, MS

2015 Toyota Corolla L

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

2015 Toyota Corolla L

Carthage, MS

UnscoredLimited · 8
$12,050122,481 mi

Comparison: 8 similar vehicles

Carthage, MS

2017 Hyundai Sonata Sport

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

2017 Hyundai Sonata Sport

Columbus, MS

UnscoredInsufficient · 4
$12,400118,496 mi

Comparison: 4 similar vehicles

Columbus, MS

2013 Cadillac XTS Platinum Collection

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

2013 Cadillac XTS Platinum Collection

Columbus, MS

UnscoredInsufficient · 0
$12,650129,314 mi

Columbus, MS

2023 Nissan Versa Sedan S

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

2023 Nissan Versa Sedan S

Starkville, MS

UnscoredInsufficient · 4
$12,76291,782 mi

Comparison: 4 similar vehicles

Starkville, MS

2019 Chrysler 300 Limited

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

2019 Chrysler 300 Limited

Columbus, MS

UnscoredLimited · 5
$12,900194,182 mi

Comparison: 5 similar vehicles

Columbus, MS

2013 Kia Optima SX

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

2013 Kia Optima SX

Columbus, MS

UnscoredLimited · 6
$12,900149,219 mi

Comparison: 6 similar vehicles

Columbus, MS

2018 Toyota Camry LE

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

2018 Toyota Camry LE

West Point, MS

UnscoredRobust · 50
$12,969173,731 mi

Comparison: 50 similar vehicles

West Point, MS

2019 Hyundai Sonata Limited

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

2019 Hyundai Sonata Limited

Louisville, MS

UnscoredInsufficient · 0
$12,995109,989 mi

Louisville, MS

2017 Kia Cadenza Premium

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

2017 Kia Cadenza Premium

Meridian, MS

UnscoredInsufficient · 4
$12,99589,182 mi

Comparison: 4 similar vehicles

Meridian, MS

2016 Honda Civic EX-L

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

2016 Honda Civic EX-L

Columbus, MS

UnscoredLimited · 12
$12,995145,251 mi

Comparison: 12 similar vehicles

Columbus, MS

2017 Subaru Impreza Sport

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

2017 Subaru Impreza Sport

Starkville, MS

UnscoredLimited · 7
$13,40090,825 mi

Comparison: 7 similar vehicles

Starkville, MS

2017 Nissan Maxima SV

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

2017 Nissan Maxima SV

Starkville, MS

UnscoredLimited · 8
$13,58180,474 mi

Comparison: 8 similar vehicles

Starkville, MS

2022 Chevrolet Malibu 1LT

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

2022 Chevrolet Malibu 1LT

Columbus, MS

UnscoredRobust · 62
$13,680140,329 mi

Comparison: 62 similar vehicles

Columbus, MS

2016 Honda Civic LX

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

2016 Honda Civic LX

Columbus, MS

Fair PriceLimited · 16
$13,775111,028 mi

Market: $6,000 – $15,694

Comparison: 16 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 11 days listed (based on current market benchmarks)

Columbus, MS

2020 Hyundai Sonata SEL

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

2020 Hyundai Sonata SEL

Starkville, MS

UnscoredLimited · 6
$13,900119,571 mi

Comparison: 6 similar vehicles

Starkville, MS

2017 Dodge Charger SE

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

2017 Dodge Charger SE

Columbus, MS

UnscoredInsufficient · 3
$13,990126,088 mi

Comparison: 3 similar vehicles

Columbus, MS

2020 Nissan Maxima SL

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

2020 Nissan Maxima SL

Louisville, MS

UnscoredInsufficient · 3
$13,995137,372 mi

Comparison: 3 similar vehicles

Louisville, MS

2020 Hyundai Elantra SEL

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

2020 Hyundai Elantra SEL

Louisville, MS

UnscoredInsufficient · 3
$13,995100,346 mi

Comparison: 3 similar vehicles

Louisville, MS

2019 Dodge Charger SXT

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

2019 Dodge Charger SXT

Starkville, MS

Fair PriceModerate · 49
$14,305112,916 mi

Market: $6,327 – $18,995

Comparison: 49 similar vehicles

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

Starkville, MS

2023 Nissan Sentra S

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

2023 Nissan Sentra S

Starkville, MS

UnscoredModerate · 20
$14,464139,689 mi

Comparison: 20 similar vehicles

Starkville, MS

2015 Honda Accord EX-L

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

2015 Honda Accord EX-L

Columbus, MS

UnscoredModerate · 25
$14,500176,891 mi

Comparison: 25 similar vehicles

Columbus, MS

2014 Honda Accord EX-L

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

2014 Honda Accord EX-L

Columbus, MS

OverpricedLimited · 10
$14,920176,058 mi

Market: $9,995 – $13,577

Comparison: 10 similar vehicles

Priced ~10% above the typical market range for similar vehicles (based on current market benchmarks)

Columbus, MS

2020 Nissan Altima SR

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

2020 Nissan Altima SR

Meridian, MS

UnscoredModerate · 44
$14,995153,970 mi

Comparison: 44 similar vehicles

Meridian, MS

2014 Toyota Camry SE

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

2014 Toyota Camry SE

Columbus, MS

OverpricedLimited · 18
$15,39591,300 mi

Market: $6,900 – $14,785

Comparison: 18 similar vehicles

Priced ~4% above the typical market range for similar vehicles (based on current market benchmarks)

Columbus, MS

2017 Honda Accord EX-L V-6

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

2017 Honda Accord EX-L V-6

Columbus, MS

UnscoredLimited · 10
$15,500192,466 mi

Comparison: 10 similar vehicles

Columbus, MS

2018 Honda Accord Sport

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

2018 Honda Accord Sport

Starkville, MS

UnscoredRobust · 100
$15,888142,611 mi

Comparison: 100 similar vehicles

Starkville, MS

2019 Nissan Maxima Platinum

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

2019 Nissan Maxima Platinum

Columbus, MS

UnscoredInsufficient · 4
$15,900154,415 mi

Comparison: 4 similar vehicles

Columbus, MS

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

Columbus, MS

UnscoredModerate · 20
$15,900157,172 mi

Comparison: 20 similar vehicles

Columbus, MS

2023 Chevrolet Malibu 1LT

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

2023 Chevrolet Malibu 1LT

Starkville, MS

UnscoredLimited · 12
$15,96683,538 mi

Comparison: 12 similar vehicles

Starkville, MS

2022 Chevrolet Malibu 1FL

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

2022 Chevrolet Malibu 1FL

Meridian, MS

Fair PriceLimited · 17
$15,995107,914 mi

Market: $12,995 – $19,995

Comparison: 17 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 29 days listed (based on current market benchmarks)

Meridian, MS

2022 Chevrolet Malibu 1LT

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

2022 Chevrolet Malibu 1LT

Meridian, MS

UnscoredInsufficient · 4
$15,995134,246 mi

Comparison: 4 similar vehicles

Meridian, MS

You can page through the first 500 listings. Add a filter, such as a ZIP code, price or year, to see others.

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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