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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

4,740 listings found

2027 Chrysler Pacifica Select

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

2027 Chrysler Pacifica Select

Detroit, MI

UnscoredLimited · 7
$33,9003,607 mi

Comparison: 7 similar vehicles

Detroit, MI

2027 Chrysler Pacifica Select

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

2027 Chrysler Pacifica Select

Plymouth, MI

UnscoredLimited · 7
$35,9995,191 mi

Comparison: 7 similar vehicles

Plymouth, MI

2027 Chrysler Pacifica Select

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

2027 Chrysler Pacifica Select

Taylor, MI

Great DealRobust · 482
$38,627Mileage not verified

Market: $40,261 – $67,121

Comparison: 482 similar vehicles

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

Taylor, MI

2027 Kia Carnival LX

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

2027 Kia Carnival LX

Davison, MI

Fair PriceRobust · 70
$38,780Mileage not verified

Market: $37,490 – $41,768

Comparison: 70 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 18 days listed (based on current market benchmarks)

Davison, MI

2027 Kia Carnival LX

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

2027 Kia Carnival LX

Clinton Township, MI

UnscoredLimited · 7
$38,871Mileage not verified

Comparison: 7 similar vehicles

Clinton Township, MI

2027 Kia Carnival LX

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

2027 Kia Carnival LX

Clinton Township, MI

UnscoredLimited · 7
$38,871Mileage not verified

Comparison: 7 similar vehicles

Clinton Township, MI

2027 Kia Carnival LX

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

2027 Kia Carnival LX

Clinton Township, MI

UnscoredLimited · 7
$39,109Mileage not verified

Comparison: 7 similar vehicles

Clinton Township, MI

2027 Kia Carnival LX

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

2027 Kia Carnival LX

Clinton Township, MI

UnscoredLimited · 7
$39,207Mileage not verified

Comparison: 7 similar vehicles

Clinton Township, MI

2027 Kia Carnival LX

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

2027 Kia Carnival LX

Clinton Township, MI

UnscoredLimited · 7
$39,336Mileage not verified

Comparison: 7 similar vehicles

Clinton Township, MI

2027 Kia Carnival LX

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

2027 Kia Carnival LX

Southfield, MI

Fair PriceLimited · 12
$39,344Mileage not verified

Market: $38,871 – $39,601

Comparison: 12 similar vehicles

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

Southfield, MI

2027 Kia Carnival LX

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

2027 Kia Carnival LX

Ypsilanti, MI

UnscoredLimited · 5
$39,349Mileage not verified

Comparison: 5 similar vehicles

Ypsilanti, MI

2027 Kia Carnival LX

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

2027 Kia Carnival LX

Highland Charter Township, MI

UnscoredLimited · 5
$39,514Mileage not verified

Comparison: 5 similar vehicles

Highland Charter Township, MI

2027 Kia Carnival LX

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

2027 Kia Carnival LX

Clinton Township, MI

UnscoredLimited · 7
$39,601Mileage not verified

Comparison: 7 similar vehicles

Clinton Township, MI

2027 Chrysler Pacifica Select

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

2027 Chrysler Pacifica Select

Durand, MI

Fair PriceRobust · 247
$39,854Mileage not verified

Market: $40,464 – $67,121

Comparison: 247 similar vehicles

Fairly priced — priced near the comparable range, but not far enough below it to qualify as a Great Deal · 147 days listed (based on current market benchmarks)

Durand, MI

2027 Chrysler Pacifica Select

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

2027 Chrysler Pacifica Select

Vicksburg, MI

Fair PriceRobust · 75
$40,181Mileage not verified

Market: $41,105 – $54,606

Comparison: 75 similar vehicles

Fairly priced — priced near the comparable range, but not far enough below it to qualify as a Great Deal · 118 days listed (based on current market benchmarks)

Vicksburg, MI

2027 Chrysler Pacifica Select

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

2027 Chrysler Pacifica Select

Hudson, MI

Great DealRobust · 106
$40,185Mileage not verified

Market: $41,656 – $54,254

Comparison: 106 similar vehicles

Competitively priced ~4% below the typical range compared to similar vehicles · 156 days listed (based on current market benchmarks)

Hudson, MI

2027 Chrysler Pacifica Select

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

2027 Chrysler Pacifica Select

Detroit, MI

Fair PriceRobust · 507
$40,261Mileage not verified

Market: $38,627 – $67,121

Comparison: 507 similar vehicles

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

Detroit, MI

2027 Chrysler Pacifica Select

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

2027 Chrysler Pacifica Select

Taylor, MI

Fair PriceRobust · 482
$40,381Mileage not verified

Market: $38,627 – $67,121

Comparison: 482 similar vehicles

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

Taylor, MI

2027 Chrysler Pacifica Select

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

2027 Chrysler Pacifica Select

New Hudson, MI

Fair PriceRobust · 577
$40,4641,894 mi

Market: $38,627 – $67,121

Comparison: 577 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 156 days listed (based on current market benchmarks)

New Hudson, MI

2027 Kia Carnival LXS

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

2027 Kia Carnival LXS

Davison, MI

Fair PriceLimited · 16
$40,600Mileage not verified

Market: $40,780 – $43,399

Comparison: 16 similar vehicles

Fairly priced — priced near the comparable range, but not far enough below it to qualify as a Great Deal · 43 days listed (based on current market benchmarks)

Davison, MI

2027 Kia Carnival LXS

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

2027 Kia Carnival LXS

Davison, MI

Fair PriceLimited · 16
$40,780Mileage not verified

Market: $40,600 – $43,399

Comparison: 16 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 43 days listed (based on current market benchmarks)

Davison, MI

2027 Chrysler Pacifica Select

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

2027 Chrysler Pacifica Select

Taylor, MI

Fair PriceRobust · 482
$40,801Mileage not verified

Market: $38,627 – $67,121

Comparison: 482 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 59 days listed (based on current market benchmarks)

Taylor, MI

2027 Kia Carnival LXS

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

2027 Kia Carnival LXS

Grand Rapids, MI

Fair PriceModerate · 28
$40,904Mileage not verified

Market: $40,904 – $43,084

Comparison: 28 similar vehicles

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

Grand Rapids, MI

2027 Kia Carnival LXS

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

2027 Kia Carnival LXS

Grand Rapids, MI

Fair PriceModerate · 28
$40,904Mileage not verified

Market: $40,904 – $43,084

Comparison: 28 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 43 days listed (based on current market benchmarks)

Grand Rapids, MI

2027 Kia Carnival LXS

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

2027 Kia Carnival LXS

Holland, MI

Fair PriceRobust · 78
$40,904Mileage not verified

Market: $40,904 – $44,159

Comparison: 78 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 32 days listed (based on current market benchmarks)

Holland, MI

2027 Kia Carnival LXS

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

2027 Kia Carnival LXS

Grand Rapids, MI

Fair PriceModerate · 28
$40,904Mileage not verified

Market: $40,904 – $43,084

Comparison: 28 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 32 days listed (based on current market benchmarks)

Grand Rapids, MI

2027 Kia Carnival LXS

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

2027 Kia Carnival LXS

Washington, MI

Fair PriceModerate · 33
$40,909Mileage not verified

Market: $41,214 – $44,219

Comparison: 33 similar vehicles

Fairly priced — priced near the comparable range, but not far enough below it to qualify as a Great Deal · 79 days listed (based on current market benchmarks)

Washington, MI

2027 Chrysler Pacifica Select

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

2027 Chrysler Pacifica Select

Warren, MI

Fair PriceRobust · 506
$40,969580 mi

Market: $38,627 – $67,121

Comparison: 506 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 93 days listed (based on current market benchmarks)

Warren, MI

2027 Kia Carnival LXS

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

2027 Kia Carnival LXS

Battle Creek, MI

Fair PriceRobust · 66
$41,035Mileage not verified

Market: $41,075 – $44,159

Comparison: 66 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)

Battle Creek, MI

2027 Kia Carnival LXS

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

2027 Kia Carnival LXS

Davison, MI

Fair PriceLimited · 16
$41,065Mileage not verified

Market: $40,600 – $43,399

Comparison: 16 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 17 days listed (based on current market benchmarks)

Davison, MI

2027 Kia Carnival LXS

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

2027 Kia Carnival LXS

Davison, MI

Fair PriceLimited · 16
$41,065Mileage not verified

Market: $40,600 – $43,399

Comparison: 16 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 17 days listed (based on current market benchmarks)

Davison, MI

2027 Kia Carnival LXS

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

2027 Kia Carnival LXS

Davison, MI

Fair PriceLimited · 16
$41,065Mileage not verified

Market: $40,600 – $43,399

Comparison: 16 similar vehicles

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

Davison, MI

2027 Kia Carnival LXS

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

2027 Kia Carnival LXS

Holland, MI

Fair PriceRobust · 77
$41,075Mileage not verified

Market: $40,904 – $44,159

Comparison: 77 similar vehicles

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

Holland, MI

2027 Kia Carnival LXS

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

2027 Kia Carnival LXS

Novi, MI

Fair PriceRobust · 56
$41,094Mileage not verified

Market: $41,214 – $44,159

Comparison: 56 similar vehicles

Fairly priced — priced near the comparable range, but not far enough below it to qualify as a Great Deal · 86 days listed (based on current market benchmarks)

Novi, MI

2027 Chrysler Pacifica Select

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

2027 Chrysler Pacifica Select

Vicksburg, MI

Fair PriceRobust · 75
$41,105Mileage not verified

Market: $40,181 – $54,606

Comparison: 75 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 148 days listed (based on current market benchmarks)

Vicksburg, MI

2027 Kia Carnival LXS

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

2027 Kia Carnival LXS

Southfield, MI

Fair PriceModerate · 48
$41,214Mileage not verified

Market: $40,909 – $44,219

Comparison: 48 similar vehicles

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

Southfield, MI

2027 Chrysler Pacifica Select

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

2027 Chrysler Pacifica Select

Ypsilanti, MI

Fair PriceRobust · 479
$41,220Mileage not verified

Market: $38,627 – $67,121

Comparison: 479 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 95 days listed (based on current market benchmarks)

Ypsilanti, MI

2027 Chrysler Pacifica Select

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

2027 Chrysler Pacifica Select

Ypsilanti, MI

Fair PriceRobust · 479
$41,220Mileage not verified

Market: $38,627 – $67,121

Comparison: 479 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 95 days listed (based on current market benchmarks)

Ypsilanti, MI

2027 Kia Carnival LXS

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

2027 Kia Carnival LXS

Grand Blanc, MI

Fair PriceModerate · 24
$41,258Mileage not verified

Market: $40,600 – $44,159

Comparison: 24 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 43 days listed (based on current market benchmarks)

Grand Blanc, MI

2027 Kia Carnival LXS

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

2027 Kia Carnival LXS

Grand Blanc, MI

Fair PriceModerate · 24
$41,258Mileage not verified

Market: $40,600 – $44,159

Comparison: 24 similar vehicles

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

Grand Blanc, MI

2027 Kia Carnival LXS

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

2027 Kia Carnival LXS

Grand Blanc, MI

Fair PriceModerate · 24
$41,258Mileage not verified

Market: $40,600 – $44,159

Comparison: 24 similar vehicles

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

Grand Blanc, MI

2027 Chrysler Pacifica Select

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

2027 Chrysler Pacifica Select

Freeland, MI

Fair PriceLimited · 15
$41,3051,477 mi

Market: $33,900 – $45,915

Comparison: 15 similar vehicles

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

Freeland, MI

2027 Kia Carnival LXS

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

2027 Kia Carnival LXS

Battle Creek, MI

Fair PriceRobust · 66
$41,320Mileage not verified

Market: $41,035 – $44,159

Comparison: 66 similar vehicles

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

Battle Creek, MI

2027 Kia Carnival LXS

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

2027 Kia Carnival LXS

Kalamazoo, MI

Fair PriceRobust · 86
$41,320Mileage not verified

Market: $40,904 – $44,159

Comparison: 86 similar vehicles

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

Kalamazoo, MI

2027 Kia Carnival LXS

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

2027 Kia Carnival LXS

Battle Creek, MI

Fair PriceRobust · 66
$41,320Mileage not verified

Market: $41,035 – $44,159

Comparison: 66 similar vehicles

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

Battle Creek, MI

2027 Kia Carnival LXS

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

2027 Kia Carnival LXS

Battle Creek, MI

Fair PriceRobust · 66
$41,350Mileage not verified

Market: $41,035 – $44,159

Comparison: 66 similar vehicles

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

Battle Creek, MI

2027 Chrysler Pacifica Select

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

2027 Chrysler Pacifica Select

Vicksburg, MI

Fair PriceRobust · 75
$41,369Mileage not verified

Market: $40,181 – $54,606

Comparison: 75 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 43 days listed (based on current market benchmarks)

Vicksburg, MI

2027 Kia Carnival LXS

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

2027 Kia Carnival LXS

Novi, MI

Fair PriceRobust · 56
$41,409Mileage not verified

Market: $41,094 – $44,159

Comparison: 56 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 2 days listed (based on current market benchmarks)

Novi, MI

2027 Chrysler Pacifica Select

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

2027 Chrysler Pacifica Select

Warren, MI

Fair PriceRobust · 506
$41,415525 mi

Market: $38,627 – $67,121

Comparison: 506 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 93 days listed (based on current market benchmarks)

Warren, MI

2027 Kia Carnival LXS

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

2027 Kia Carnival LXS

Battle Creek, MI

Fair PriceRobust · 66
$41,530Mileage not verified

Market: $41,035 – $44,159

Comparison: 66 similar vehicles

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

Battle Creek, MI

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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