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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 20, 2026

6M+

Unique vehicles analyzed

as of October 19, 2026

56,000+

US dealerships

Daily

Data pipeline

Comparable

Market-evidence analysis

3.3M new·2.8M used·Listings processed daily

Or explore the market

59 listings found

2008 Nissan Quest SE

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

2008 Nissan Quest SE

West Monroe, LA

UnscoredInsufficient · 0
$3,500181,902 mi

West Monroe, LA

2016 Chrysler Town & Country Touring

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

2016 Chrysler Town & Country Touring

West Monroe, LA

UnscoredLimited · 6
$9,900155,929 mi

Comparison: 6 similar vehicles

West Monroe, LA

No Photo

2016 Toyota Sienna XLE

Monroe, LA

UnscoredInsufficient · 0
$16,995138,555 mi

Monroe, LA

2022 Chrysler Voyager LX

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

2022 Chrysler Voyager LX

Monroe, LA

Fair PriceRobust · 51
$17,00075,795 mi

Market: $14,837 – $19,995

Comparison: 51 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 145 days listed (based on current market benchmarks)

Monroe, LA

2021 Chrysler Pacifica Touring L

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

2021 Chrysler Pacifica Touring L

West Monroe, LA

Fair PriceModerate · 24
$17,934114,942 mi

Market: $13,495 – $55,990

Comparison: 24 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 101 days listed (based on current market benchmarks)

West Monroe, LA

2019 Honda Odyssey EX-L

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

2019 Honda Odyssey EX-L

Monroe, LA

UnscoredRobust · 71
$19,859121,339 mi

Comparison: 71 similar vehicles

Monroe, LA

2024 Chrysler Pacifica PHEV Select

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

2024 Chrysler Pacifica PHEV Select

Ruston, LA

UnscoredInsufficient · 0
$20,48348,624 mi

Ruston, LA

2022 Kia Carnival SX Prestige

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

2022 Kia Carnival SX Prestige

Monroe, LA

UnscoredModerate · 27
$20,667146,829 mi

Comparison: 27 similar vehicles

Monroe, LA

2022 Chrysler Pacifica Touring L

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

2022 Chrysler Pacifica Touring L

Monroe, LA

Fair PriceRobust · 74
$20,99596,083 mi

Market: $13,900 – $25,575

Comparison: 74 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 73 days listed (based on current market benchmarks)

Monroe, LA

2020 Chrysler Pacifica Touring L Plus

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

2020 Chrysler Pacifica Touring L Plus

West Monroe, LA

OverpricedLimited · 13
$20,995102,687 mi

Market: $17,832 – $18,500

Comparison: 13 similar vehicles

Priced ~13% above the typical market range for similar vehicles (based on current market benchmarks)

West Monroe, LA

2023 Chrysler Pacifica Hybrid Touring L

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

2023 Chrysler Pacifica Hybrid Touring L

Ruston, LA

OverpricedModerate · 49
$21,97671,147 mi

Market: $18,481 – $21,644

Comparison: 49 similar vehicles

Priced ~2% above the typical market range for similar vehicles (based on current market benchmarks)

Ruston, LA

2024 Kia Carnival LX Seat Pkg

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

2024 Kia Carnival LX Seat Pkg

Monroe, LA

Fair PriceLimited · 11
$22,986102,151 mi

Market: $20,702 – $29,990

Comparison: 11 similar vehicles

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

Monroe, LA

2025 Chrysler Pacifica Select

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

2025 Chrysler Pacifica Select

Monroe, LA

Fair PriceRobust · 106
$22,99060,145 mi

Market: $18,436 – $30,129

Comparison: 106 similar vehicles

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

Monroe, LA

2024 Chrysler Pacifica Touring L

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

2024 Chrysler Pacifica Touring L

Monroe, LA

Fair PriceRobust · 328
$23,26971,411 mi

Market: $17,436 – $27,995

Comparison: 328 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 49 days listed (based on current market benchmarks)

Monroe, LA

2022 Chrysler Pacifica Hybrid Touring L

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

2022 Chrysler Pacifica Hybrid Touring L

West Monroe, LA

UnscoredInsufficient · 3
$24,27487,184 mi

Comparison: 3 similar vehicles

West Monroe, LA

2025 Chrysler Pacifica Select

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

2025 Chrysler Pacifica Select

Monroe, LA

Fair PriceModerate · 32
$24,46555,072 mi

Market: $22,979 – $28,262

Comparison: 32 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 202 days listed (based on current market benchmarks)

Monroe, LA

2024 Chrysler Voyager LX

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

2024 Chrysler Voyager LX

Monroe, LA

OverpricedModerate · 21
$25,99594,133 mi

Market: $18,450 – $24,995

Comparison: 21 similar vehicles

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

Monroe, LA

2020 Toyota Sienna XLE Premium

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

2020 Toyota Sienna XLE Premium

Monroe, LA

UnscoredLimited · 8
$26,45679,575 mi

Comparison: 8 similar vehicles

Monroe, LA

2020 Honda Odyssey EX-L

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

2020 Honda Odyssey EX-L

Ruston, LA

Fair PriceModerate · 47
$26,46574,783 mi

Market: $17,785 – $29,185

Comparison: 47 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 23 days listed (based on current market benchmarks)

Ruston, LA

2025 Chrysler Pacifica Select

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

2025 Chrysler Pacifica Select

Minden, LA

OverpricedModerate · 38
$27,34245,868 mi

Market: $24,950 – $26,636

Comparison: 38 similar vehicles

Priced ~3% above the typical market range for similar vehicles (based on current market benchmarks)

Minden, LA

2024 Kia Carnival EX

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

2024 Kia Carnival EX

Monroe, LA

UnscoredLimited · 8
$28,23382,344 mi

Comparison: 8 similar vehicles

Monroe, LA

2024 Kia Carnival EX

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

2024 Kia Carnival EX

Monroe, LA

UnscoredInsufficient · 0
$29,48859,654 mi

Monroe, LA

2025 Chrysler Pacifica Limited

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

2025 Chrysler Pacifica Limited

El Dorado, AR

OverpricedModerate · 31
$29,99060,694 mi

Market: $26,781 – $29,636

Comparison: 31 similar vehicles

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

El Dorado, AR

2019 Toyota Sienna XLE

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

2019 Toyota Sienna XLE

Monroe, LA

UnscoredInsufficient · 0
$30,54058,955 mi

Monroe, LA

2024 Honda Odyssey Touring

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

2024 Honda Odyssey Touring

Monroe, LA

UnscoredModerate · 31
$30,88999,831 mi

Comparison: 31 similar vehicles

Monroe, LA

2024 Chrysler Pacifica Touring L

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

2024 Chrysler Pacifica Touring L

Minden, LA

OverpricedModerate · 31
$31,44247,846 mi

Market: $21,298 – $27,713

Comparison: 31 similar vehicles

Priced ~13% above the typical market range for similar vehicles (based on current market benchmarks)

Minden, LA

2025 Honda Odyssey EX-L

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

2025 Honda Odyssey EX-L

El Dorado, AR

UnscoredLimited · 6
$31,99062,192 mi

Comparison: 6 similar vehicles

El Dorado, AR

2025 Chrysler Pacifica Select

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

2025 Chrysler Pacifica Select

Minden, LA

OverpricedModerate · 20
$32,44230,500 mi

Market: $26,105 – $30,897

Comparison: 20 similar vehicles

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

Minden, LA

2018 Toyota Sienna XLE Premium

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

2018 Toyota Sienna XLE Premium

Bastrop, LA

UnscoredInsufficient · 0
$37,19396,138 mi

Bastrop, LA

2026 Chrysler Voyager LX

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

2026 Chrysler Voyager LX

West Monroe, LA

Fair PriceLimited · 18
$40,112Mileage not verified

Market: $34,452 – $43,541

Comparison: 18 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 312 days listed (based on current market benchmarks)

West Monroe, LA

2026 Chrysler Pacifica Select

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

2026 Chrysler Pacifica Select

West Monroe, LA

Fair PriceRobust · 54
$40,617Mileage not verified

Market: $34,670 – $48,685

Comparison: 54 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 347 days listed (based on current market benchmarks)

West Monroe, LA

2027 Kia Carnival LXS

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

2027 Kia Carnival LXS

Monroe, LA

UnscoredLimited · 6
$41,350Mileage not verified

Comparison: 6 similar vehicles

Monroe, LA

2027 Kia Carnival LXS

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

2027 Kia Carnival LXS

Monroe, LA

UnscoredLimited · 6
$41,845Mileage not verified

Comparison: 6 similar vehicles

Monroe, LA

2027 Kia Carnival LXS

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

2027 Kia Carnival LXS

Monroe, LA

UnscoredLimited · 6
$41,845Mileage not verified

Comparison: 6 similar vehicles

Monroe, LA

2027 Kia Carnival LXS

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

2027 Kia Carnival LXS

Monroe, LA

UnscoredLimited · 6
$41,845Mileage not verified

Comparison: 6 similar vehicles

Monroe, LA

2025 Toyota Sienna XLE

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

2025 Toyota Sienna XLE

Ruston, LA

UnscoredInsufficient · 0
$42,83547,606 mi

Ruston, LA

2026 Honda Odyssey Touring

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

2026 Honda Odyssey Touring

Ruston, LA

UnscoredInsufficient · 0
$43,2487,441 mi

Ruston, LA

2027 Kia Carnival EX

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

2027 Kia Carnival EX

Monroe, LA

Fair PriceRobust · 91
$44,045Mileage not verified

Market: $42,436 – $47,800

Comparison: 91 similar vehicles

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

Monroe, LA

2027 Kia Carnival EX

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

2027 Kia Carnival EX

Monroe, LA

Fair PriceRobust · 91
$44,305Mileage not verified

Market: $42,436 – $47,800

Comparison: 91 similar vehicles

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

Monroe, LA

2027 Chrysler Pacifica Select

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

2027 Chrysler Pacifica Select

Ruston, LA

UnscoredInsufficient · 3
$44,828Mileage not verified

Comparison: 3 similar vehicles

Ruston, LA

2026 Honda Odyssey EX-L

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

2026 Honda Odyssey EX-L

Monroe, LA

Fair PriceModerate · 39
$45,219Mileage not verified

Market: $41,576 – $46,179

Comparison: 39 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 97 days listed (based on current market benchmarks)

Monroe, LA

2026 Honda Odyssey EX-L

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

2026 Honda Odyssey EX-L

Monroe, LA

Fair PriceModerate · 39
$45,219Mileage not verified

Market: $41,576 – $46,179

Comparison: 39 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 31 days listed (based on current market benchmarks)

Monroe, LA

2027 Chrysler Pacifica Select

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

2027 Chrysler Pacifica Select

Ruston, LA

UnscoredInsufficient · 3
$45,323Mileage not verified

Comparison: 3 similar vehicles

Ruston, LA

2027 Honda Odyssey EX-L

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

2027 Honda Odyssey EX-L

Monroe, LA

Fair PriceRobust · 110
$45,619Mileage not verified

Market: $42,012 – $46,700

Comparison: 110 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 48 days listed (based on current market benchmarks)

Monroe, LA

2026 Chrysler Pacifica Limited

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

2026 Chrysler Pacifica Limited

El Dorado, AR

UnscoredInsufficient · 0
$46,035Mileage not verified

El Dorado, AR

2027 Honda Odyssey EX-L

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

2027 Honda Odyssey EX-L

Monroe, LA

Fair PriceRobust · 110
$46,084Mileage not verified

Market: $42,012 – $46,700

Comparison: 110 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 31 days listed (based on current market benchmarks)

Monroe, LA

2025 Toyota Sienna XLE

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

2025 Toyota Sienna XLE

Monroe, LA

UnscoredInsufficient · 0
$46,9959,500 mi

Monroe, LA

2027 Chrysler Pacifica Select

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

2027 Chrysler Pacifica Select

Minden, LA

UnscoredLimited · 5
$47,305Mileage not verified

Comparison: 5 similar vehicles

Minden, LA

2027 Kia Carnival SX

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

2027 Kia Carnival SX

Monroe, LA

Fair PriceRobust · 95
$49,205Mileage not verified

Market: $47,377 – $52,725

Comparison: 95 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 68 days listed (based on current market benchmarks)

Monroe, LA

2026 Honda Odyssey Touring

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

2026 Honda Odyssey Touring

El Dorado, AR

UnscoredInsufficient · 4
$49,574Mileage not verified

Comparison: 4 similar vehicles

El Dorado, AR

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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