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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 11, 2026

5.9M+

Unique vehicles analyzed

as of October 10, 2026

57,000+

US dealerships

Daily

Data pipeline

Comparable

Market-evidence analysis

3.2M new·2.8M used·Listings processed daily

Or explore the market

5,082 listings found

2027 Kia Carnival LX

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

2027 Kia Carnival LX

Greensboro, NC

UnscoredLimited · 6
$37,429Mileage not verified

Comparison: 6 similar vehicles

Greensboro, NC

2027 Kia Carnival LX

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

2027 Kia Carnival LX

Burlington, NC

UnscoredLimited · 6
$37,429Mileage not verified

Comparison: 6 similar vehicles

Burlington, NC

2027 Kia Carnival LX

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

2027 Kia Carnival LX

Greensboro, NC

UnscoredLimited · 6
$37,429Mileage not verified

Comparison: 6 similar vehicles

Greensboro, NC

2027 Kia Carnival LX

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

2027 Kia Carnival LX

Burlington, NC

UnscoredLimited · 6
$37,714Mileage not verified

Comparison: 6 similar vehicles

Burlington, NC

2027 Kia Carnival LX

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

2027 Kia Carnival LX

Huntersville, NC

UnscoredLimited · 7
$39,702Mileage not verified

Comparison: 7 similar vehicles

Huntersville, NC

2027 Kia Carnival LXS

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

2027 Kia Carnival LXS

High Point, NC

Fair PriceLimited · 17
$40,112Mileage not verified

Market: $41,084 – $43,942

Comparison: 17 similar vehicles

Fairly priced — priced near the comparable range, but not far enough below it to qualify as a Great Deal · 74 days listed (based on current market benchmarks)

High Point, NC

2027 Kia Carnival LX

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

2027 Kia Carnival LX

Asheville, NC

UnscoredInsufficient · 3
$40,330Mileage not verified

Comparison: 3 similar vehicles

Asheville, NC

2027 Kia Carnival LX

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

2027 Kia Carnival LX

Kinston, NC

Fair PriceModerate · 42
$40,614Mileage not verified

Market: $37,429 – $45,709

Comparison: 42 similar vehicles

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

Kinston, NC

2027 Kia Carnival LX

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

2027 Kia Carnival LX

Goldsboro, NC

UnscoredInsufficient · 4
$40,614Mileage not verified

Comparison: 4 similar vehicles

Goldsboro, NC

2027 Kia Carnival LXS

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

2027 Kia Carnival LXS

Raleigh, NC

Fair PriceLimited · 19
$40,615Mileage not verified

Market: $40,615 – $44,839

Comparison: 19 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 58 days listed (based on current market benchmarks)

Raleigh, NC

2027 Kia Carnival LX

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

2027 Kia Carnival LX

Raleigh, NC

UnscoredLimited · 5
$40,615Mileage not verified

Comparison: 5 similar vehicles

Raleigh, NC

2027 Kia Carnival LXS

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

2027 Kia Carnival LXS

Raleigh, NC

Fair PriceLimited · 19
$40,615Mileage not verified

Market: $40,615 – $44,839

Comparison: 19 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 61 days listed (based on current market benchmarks)

Raleigh, NC

2027 Kia Carnival LX

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

2027 Kia Carnival LX

Salisbury, NC

UnscoredLimited · 6
$40,667Mileage not verified

Comparison: 6 similar vehicles

Salisbury, NC

2027 Kia Carnival LX

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

2027 Kia Carnival LX

Salisbury, NC

UnscoredLimited · 6
$40,877Mileage not verified

Comparison: 6 similar vehicles

Salisbury, NC

2027 Kia Carnival LX

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

2027 Kia Carnival LX

Mooresville, NC

UnscoredLimited · 9
$41,027Mileage not verified

Comparison: 9 similar vehicles

Mooresville, NC

2027 Kia Carnival LX

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

2027 Kia Carnival LX

Cary, NC

UnscoredLimited · 5
$41,034Mileage not verified

Comparison: 5 similar vehicles

Cary, NC

2027 Kia Carnival LXS

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

2027 Kia Carnival LXS

Kinston, NC

UnscoredInsufficient · 4
$41,065Mileage not verified

Comparison: 4 similar vehicles

Kinston, NC

2027 Kia Carnival LXS

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

2027 Kia Carnival LXS

Raleigh, NC

Fair PriceModerate · 20
$41,081Mileage not verified

Market: $40,615 – $44,839

Comparison: 20 similar vehicles

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

Raleigh, NC

2027 Kia Carnival LXS

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

2027 Kia Carnival LXS

Raleigh, NC

Fair PriceModerate · 20
$41,081Mileage not verified

Market: $40,615 – $44,839

Comparison: 20 similar vehicles

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

Raleigh, NC

2027 Kia Carnival LXS

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

2027 Kia Carnival LXS

Raleigh, NC

Fair PriceModerate · 20
$41,081Mileage not verified

Market: $40,615 – $44,839

Comparison: 20 similar vehicles

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

Raleigh, NC

2027 Kia Carnival LXS

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

2027 Kia Carnival LXS

Raleigh, NC

Fair PriceLimited · 19
$41,081Mileage not verified

Market: $40,615 – $44,839

Comparison: 19 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 39 days listed (based on current market benchmarks)

Raleigh, NC

2027 Kia Carnival LXS

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

2027 Kia Carnival LXS

High Point, NC

Fair PriceLimited · 17
$41,084Mileage not verified

Market: $40,112 – $43,942

Comparison: 17 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 35 days listed (based on current market benchmarks)

High Point, NC

2027 Kia Carnival LX

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

2027 Kia Carnival LX

Raleigh, NC

UnscoredLimited · 5
$41,113Mileage not verified

Comparison: 5 similar vehicles

Raleigh, NC

2027 Kia Carnival LXS

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

2027 Kia Carnival LXS

Huntersville, NC

Fair PriceModerate · 20
$41,132Mileage not verified

Market: $41,631 – $45,900

Comparison: 20 similar vehicles

Fairly priced — priced near the comparable range, but not far enough below it to qualify as a Great Deal · 81 days listed (based on current market benchmarks)

Huntersville, NC

2027 Kia Carnival EX

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

2027 Kia Carnival EX

Burlington, NC

Great DealModerate · 28
$41,134Mileage not verified

Market: $42,649 – $47,109

Comparison: 28 similar vehicles

Competitively priced ~4% below the typical range compared to similar vehicles · 45 days listed (based on current market benchmarks)

Burlington, NC

2027 Kia Carnival LX

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

2027 Kia Carnival LX

Hickory, NC

UnscoredLimited · 5
$41,144Mileage not verified

Comparison: 5 similar vehicles

Hickory, NC

2027 Chrysler Voyager LX

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

2027 Chrysler Voyager LX

Concord, NC

UnscoredInsufficient · 4
$41,298Mileage not verified

Comparison: 4 similar vehicles

Concord, NC

2027 Chrysler Pacifica Select

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

2027 Chrysler Pacifica Select

Burgaw, NC

UnscoredInsufficient · 3
$41,312Mileage not verified

Comparison: 3 similar vehicles

Burgaw, NC

2027 Chrysler Voyager LX

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

2027 Chrysler Voyager LX

Statesville, NC

UnscoredLimited · 6
$41,379Mileage not verified

Comparison: 6 similar vehicles

Statesville, NC

2027 Kia Carnival LX

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

2027 Kia Carnival LX

Asheville, NC

UnscoredInsufficient · 3
$41,438Mileage not verified

Comparison: 3 similar vehicles

Asheville, NC

2027 Chrysler Voyager LX

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

2027 Chrysler Voyager LX

Lincolnton, NC

UnscoredInsufficient · 4
$41,482Mileage not verified

Comparison: 4 similar vehicles

Lincolnton, NC

2027 Chrysler Voyager LX

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

2027 Chrysler Voyager LX

Connelly Springs, NC

UnscoredLimited · 8
$41,490Mileage not verified

Comparison: 8 similar vehicles

Connelly Springs, NC

2027 Kia Carnival LXS

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

2027 Kia Carnival LXS

Winston-Salem, NC

Fair PriceLimited · 14
$41,505Mileage not verified

Market: $40,112 – $43,034

Comparison: 14 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 30 days listed (based on current market benchmarks)

Winston-Salem, NC

2027 Kia Carnival LXS

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

2027 Kia Carnival LXS

High Point, NC

Fair PriceLimited · 17
$41,543Mileage not verified

Market: $40,112 – $43,942

Comparison: 17 similar vehicles

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

High Point, NC

2027 Kia Carnival LXS

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

2027 Kia Carnival LXS

Mooresville, NC

Fair PriceModerate · 29
$41,631Mileage not verified

Market: $41,132 – $45,900

Comparison: 29 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 81 days listed (based on current market benchmarks)

Mooresville, NC

2027 Kia Carnival LXS

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

2027 Kia Carnival LXS

Burlington, NC

Fair PriceLimited · 16
$41,714Mileage not verified

Market: $40,112 – $43,034

Comparison: 16 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 60 days listed (based on current market benchmarks)

Burlington, NC

2027 Chrysler Pacifica Select

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

2027 Chrysler Pacifica Select

Connelly Springs, NC

Great DealModerate · 20
$41,795Mileage not verified

Market: $43,540 – $50,324

Comparison: 20 similar vehicles

Competitively priced ~4% below the typical range compared to similar vehicles · 157 days listed (based on current market benchmarks)

Connelly Springs, NC

2027 Kia Carnival LX

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

2027 Kia Carnival LX

Asheville, NC

UnscoredInsufficient · 3
$41,894Mileage not verified

Comparison: 3 similar vehicles

Asheville, NC

2027 Kia Carnival LXS

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

2027 Kia Carnival LXS

Raleigh, NC

Fair PriceLimited · 19
$41,925Mileage not verified

Market: $40,615 – $44,839

Comparison: 19 similar vehicles

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

Raleigh, NC

2027 Kia Carnival LXS

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

2027 Kia Carnival LXS

Raleigh, NC

Fair PriceLimited · 19
$41,935Mileage not verified

Market: $40,615 – $44,839

Comparison: 19 similar vehicles

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

Raleigh, NC

2027 Chrysler Pacifica Select

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

2027 Chrysler Pacifica Select

Raleigh, NC

Fair PriceRobust · 107
$41,938Mileage not verified

Market: $41,312 – $51,478

Comparison: 107 similar vehicles

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

Raleigh, NC

2027 Kia Carnival LXS

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

2027 Kia Carnival LXS

Huntersville, NC

Fair PriceModerate · 20
$41,988Mileage not verified

Market: $41,132 – $45,900

Comparison: 20 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 38 days listed (based on current market benchmarks)

Huntersville, NC

2027 Kia Carnival LXS

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

2027 Kia Carnival LXS

Winston-Salem, NC

Fair PriceLimited · 14
$42,000Mileage not verified

Market: $40,112 – $43,034

Comparison: 14 similar vehicles

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

Winston-Salem, NC

2027 Kia Carnival LXS

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

2027 Kia Carnival LXS

Winston-Salem, NC

Fair PriceLimited · 14
$42,000Mileage not verified

Market: $40,112 – $43,034

Comparison: 14 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 35 days listed (based on current market benchmarks)

Winston-Salem, NC

2027 Chrysler Pacifica Select

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

2027 Chrysler Pacifica Select

Smithfield, NC

Fair PriceRobust · 117
$42,016360 mi

Market: $41,312 – $51,478

Comparison: 117 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 155 days listed (based on current market benchmarks)

Smithfield, NC

2027 Kia Carnival LXS

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

2027 Kia Carnival LXS

Smithfield, NC

Fair PriceModerate · 20
$42,119Mileage not verified

Market: $40,615 – $44,839

Comparison: 20 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 86 days listed (based on current market benchmarks)

Smithfield, NC

2027 Chrysler Pacifica Select

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

2027 Chrysler Pacifica Select

Raleigh, NC

Fair PriceRobust · 105
$42,175Mileage not verified

Market: $41,312 – $51,478

Comparison: 105 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 50 days listed (based on current market benchmarks)

Raleigh, NC

2027 Kia Carnival LXS

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

2027 Kia Carnival LXS

Asheville, NC

UnscoredInsufficient · 4
$42,188Mileage not verified

Comparison: 4 similar vehicles

Asheville, NC

2027 Chrysler Pacifica Select

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

2027 Chrysler Pacifica Select

Kernersville, NC

UnscoredLimited · 9
$42,248Mileage not verified

Comparison: 9 similar vehicles

Kernersville, NC

2027 Kia Carnival EX

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

2027 Kia Carnival EX

Knightdale, NC

Fair PriceRobust · 73
$42,333Mileage not verified

Market: $42,618 – $48,046

Comparison: 73 similar vehicles

Fairly priced — priced near the comparable range, but not far enough below it to qualify as a Great Deal · 4 days listed (based on current market benchmarks)

Knightdale, NC

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, and mileage is not used to select comparables or adjust comparable prices, but acts as a reliability check on used vehicles — OAV withholds a verdict when mileage is very high or unreliable, or when a lower price is better explained by higher-than-typical mileage than by a genuine market discount. 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 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 manage their profile, 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, exports, and enhanced merchandising.
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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