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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 that ranks live dealer inventory by price-to-market against comparable listings. Days-on-lot and sell-through from similar vehicles are shown separately as Demand-Verified evidence, not inputs to the price ranking.

Market snapshot · September 20, 2026

5.7M+

Vehicles analyzed

57,000+

US dealerships

Daily

Data pipeline

Comparable

Market-evidence analysis

3.1M new·2.7M used·Processed daily

Cited in Wall Street sell-side equity research, April 2026

Or explore the market

2,903 listings found

No Photo

2027 Kia Carnival LX

Medford, OR

UnscoredInsufficient · 0
$38,034Mileage not verified

Medford, OR

No Photo

2027 Kia Carnival LXS

Sublimity, OR

UnscoredInsufficient · 4
$39,060Mileage not verified

Comparison: 4 similar vehicles

Sublimity, OR

No Photo

2027 Kia Carnival LXS

Sublimity, OR

UnscoredInsufficient · 4
$39,060Mileage not verified

Comparison: 4 similar vehicles

Sublimity, OR

No Photo

2027 Kia Carnival LXS

Sublimity, OR

UnscoredInsufficient · 4
$39,060Mileage not verified

Comparison: 4 similar vehicles

Sublimity, OR

No Photo

2027 Kia Carnival LXS

Medford, OR

Fair PriceModerate · 26
$39,457Mileage not verified

Market: $39,457$44,043

Comparison: 26 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 64 days listed (based on current market benchmarks)

Medford, OR

No Photo

2027 Kia Carnival LXS

Warrenton, OR

UnscoredInsufficient · 0
$39,464Mileage not verified

Warrenton, OR

No Photo

2027 Kia Carnival LXS

Gresham, OR

UnscoredInsufficient · 4
$39,755Mileage not verified

Comparison: 4 similar vehicles

Gresham, OR

No Photo

2027 Kia Carnival LXS

Gresham, OR

UnscoredInsufficient · 4
$40,250Mileage not verified

Comparison: 4 similar vehicles

Gresham, OR

No Photo

2027 Kia Carnival LXS

Gresham, OR

UnscoredInsufficient · 4
$40,250Mileage not verified

Comparison: 4 similar vehicles

Gresham, OR

No Photo

2027 Kia Carnival LXS

Medford, OR

Fair PriceModerate · 26
$40,364Mileage not verified

Market: $39,457$44,043

Comparison: 26 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 65 days listed (based on current market benchmarks)

Medford, OR

No Photo

2027 Kia Carnival LXS

Medford, OR

Fair PriceModerate · 26
$40,555Mileage not verified

Market: $39,457$44,043

Comparison: 26 similar vehicles

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

Medford, OR

No Photo

2027 Kia Carnival LXS

Portland, OR

Fair PriceLimited · 14
$40,966Mileage not verified

Market: $40,046$43,975

Comparison: 14 similar vehicles

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

Portland, OR

No Photo

2027 Kia Carnival LXS

Medford, OR

Fair PriceModerate · 26
$41,014Mileage not verified

Market: $39,457$44,043

Comparison: 26 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 46 days listed (based on current market benchmarks)

Medford, OR

No Photo

2027 Chrysler Pacifica Select

Warren, OR

Great DealLimited · 15
$41,025Mileage not verified

Market: $44,240$92,095

Comparison: 15 similar vehicles

Competitively priced ~7% below the typical range compared to similar vehicles · 97 days listed (based on current market benchmarks)

Warren, OR

No Photo

2027 Kia Carnival EX

Sublimity, OR

UnscoredLimited · 9
$41,150Mileage not verified

Comparison: 9 similar vehicles

Sublimity, OR

No Photo

2027 Kia Carnival EX

Sublimity, OR

UnscoredLimited · 9
$41,150Mileage not verified

Comparison: 9 similar vehicles

Sublimity, OR

No Photo

2027 Kia Carnival EX

Sublimity, OR

UnscoredLimited · 9
$41,150Mileage not verified

Comparison: 9 similar vehicles

Sublimity, OR

No Photo

2027 Kia Carnival LXS

Sublimity, OR

UnscoredInsufficient · 4
$41,220Mileage not verified

Comparison: 4 similar vehicles

Sublimity, OR

No Photo

2027 Kia Carnival LXS

Medford, OR

Fair PriceModerate · 26
$41,235Mileage not verified

Market: $39,457$44,043

Comparison: 26 similar vehicles

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

Medford, OR

No Photo

2027 Kia Carnival LXS

Gladstone, OR

Fair PriceLimited · 10
$41,315Mileage not verified

Market: $40,046$43,701

Comparison: 10 similar vehicles

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

Gladstone, OR

No Photo

2027 Kia Carnival LXS

Beaverton, OR

Fair PriceLimited · 14
$41,480Mileage not verified

Market: $40,046$43,975

Comparison: 14 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 37 days listed (based on current market benchmarks)

Beaverton, OR

No Photo

2027 Kia Carnival LXS

Warrenton, OR

UnscoredInsufficient · 0
$41,563Mileage not verified

Warrenton, OR

No Photo

2027 Kia Carnival LXS

Beaverton, OR

Fair PriceLimited · 14
$41,640Mileage not verified

Market: $40,046$43,975

Comparison: 14 similar vehicles

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

Beaverton, OR

No Photo

2027 Kia Carnival LXS

Sublimity, OR

UnscoredInsufficient · 4
$41,715Mileage not verified

Comparison: 4 similar vehicles

Sublimity, OR

No Photo

2027 Kia Carnival EX

Gresham, OR

UnscoredInsufficient · 3
$41,845Mileage not verified

Comparison: 3 similar vehicles

Gresham, OR

No Photo

2027 Kia Carnival EX

Sublimity, OR

UnscoredLimited · 9
$41,865Mileage not verified

Comparison: 9 similar vehicles

Sublimity, OR

No Photo

2027 Kia Carnival LX

Medford, OR

UnscoredInsufficient · 0
$41,883Mileage not verified

Medford, OR

No Photo

2027 Kia Carnival LXS

Beaverton, OR

Fair PriceLimited · 14
$41,975Mileage not verified

Market: $40,046$43,975

Comparison: 14 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 52 days listed (based on current market benchmarks)

Beaverton, OR

No Photo

2027 Kia Carnival LXS

Beaverton, OR

Fair PriceLimited · 14
$41,975Mileage not verified

Market: $40,046$43,975

Comparison: 14 similar vehicles

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

Beaverton, OR

No Photo

2027 Kia Carnival LXS

Medford, OR

Fair PriceModerate · 26
$41,975Mileage not verified

Market: $39,457$44,043

Comparison: 26 similar vehicles

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

Medford, OR

No Photo

2027 Chrysler Pacifica Select

Medford, OR

Fair PriceRobust · 140
$42,047Mileage not verified

Market: $41,568$54,435

Comparison: 140 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 143 days listed (based on current market benchmarks)

Medford, OR

No Photo

2027 Chrysler Pacifica Select

Medford, OR

Fair PriceRobust · 140
$42,047Mileage not verified

Market: $41,568$54,435

Comparison: 140 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 137 days listed (based on current market benchmarks)

Medford, OR

No Photo

2027 Kia Carnival LXS

Beaverton, OR

Fair PriceLimited · 14
$42,070Mileage not verified

Market: $40,046$43,975

Comparison: 14 similar vehicles

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

Beaverton, OR

No Photo

2027 Kia Carnival LXS

Medford, OR

Fair PriceModerate · 26
$42,095Mileage not verified

Market: $39,457$44,043

Comparison: 26 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 64 days listed (based on current market benchmarks)

Medford, OR

No Photo

2027 Chrysler Voyager LX

Eugene, OR

UnscoredInsufficient · 0
$42,135Mileage not verified

Eugene, OR

No Photo

2027 Chrysler Pacifica Select

Medford, OR

Fair PriceRobust · 141
$42,169Mileage not verified

Market: $41,568$54,435

Comparison: 141 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 128 days listed (based on current market benchmarks)

Medford, OR

No Photo

2027 Kia Carnival LXS

Medford, OR

Fair PriceModerate · 26
$42,225Mileage not verified

Market: $39,457$44,043

Comparison: 26 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 45 days listed (based on current market benchmarks)

Medford, OR

No Photo

2027 Kia Carnival LXS

Medford, OR

Fair PriceModerate · 26
$42,255Mileage not verified

Market: $39,457$44,043

Comparison: 26 similar vehicles

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

Medford, OR

No Photo

2027 Kia Carnival LXS

Medford, OR

Fair PriceModerate · 26
$42,280Mileage not verified

Market: $39,457$44,043

Comparison: 26 similar vehicles

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

Medford, OR

No Photo

2027 Kia Carnival LXS

Portland, OR

Fair PriceLimited · 14
$42,343Mileage not verified

Market: $40,046$43,975

Comparison: 14 similar vehicles

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

Portland, OR

No Photo

2027 Kia Carnival LXS

Portland, OR

Fair PriceModerate · 44
$42,495Mileage not verified

Market: $39,260$44,205

Comparison: 44 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 37 days listed (based on current market benchmarks)

Portland, OR

No Photo

2027 Kia Carnival EX

Gladstone, OR

Great DealLimited · 14
$42,537Mileage not verified

Market: $43,493$45,963

Comparison: 14 similar vehicles

Competitively priced ~2% below the typical range compared to similar vehicles · 50 days listed (based on current market benchmarks)

Gladstone, OR

No Photo

2027 Chrysler Pacifica Select

Cottage Grove, OR

UnscoredInsufficient · 3
$42,567Mileage not verified

Comparison: 3 similar vehicles

Cottage Grove, OR

No Photo

2027 Kia Carnival LXS

Medford, OR

Fair PriceModerate · 26
$42,590Mileage not verified

Market: $39,457$44,043

Comparison: 26 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 63 days listed (based on current market benchmarks)

Medford, OR

No Photo

2027 Honda Odyssey EX-L

Medford, OR

Fair PriceRobust · 76
$42,611Mileage not verified

Market: $42,337$50,735

Comparison: 76 similar vehicles

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

Medford, OR

No Photo

2027 Chrysler Pacifica Select

Cottage Grove, OR

UnscoredInsufficient · 3
$42,715Mileage not verified

Comparison: 3 similar vehicles

Cottage Grove, OR

No Photo

2027 Kia Carnival LXS

Eugene, OR

Fair PriceLimited · 12
$42,761Mileage not verified

Market: $40,919$43,590

Comparison: 12 similar vehicles

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

Eugene, OR

No Photo

2027 Honda Odyssey EX-L

Medford, OR

Fair PriceRobust · 76
$42,764Mileage not verified

Market: $42,337$50,735

Comparison: 76 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 20 days listed (based on current market benchmarks)

Medford, OR

No Photo

2027 Honda Odyssey EX-L

Medford, OR

Fair PriceRobust · 76
$42,814Mileage not verified

Market: $42,337$50,735

Comparison: 76 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 25 days listed (based on current market benchmarks)

Medford, OR

No Photo

2027 Honda Odyssey EX-L

Medford, OR

Fair PriceRobust · 76
$42,815Mileage not verified

Market: $42,337$50,735

Comparison: 76 similar vehicles

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

Medford, OR

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 adds a price below the comparable market range. 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.

See the full Demand-Verified Deals methodology for the labeling rules and examples.

Live examples

OAV answers these questions

What are the best priced vehicles?
OAV ranks vehicles by how far below their typical market range they are listed, using comparable listings; days-on-lot is shown as a separate demand signal, not a ranking input. Great Deal means priced below the comparable-range floor by a meaningful margin (OAV's minimum-gap rule); a listing below the floor by less than that margin — or within the range — is Fair Price.
Which vehicles are priced below market?
Vehicles flagged as undervalued are priced below the typical range for comparable cars. The "Top Deals" section on every market page surfaces these first, with the percentage gap from the typical range shown per listing.
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 undervalued compared with comparable listings?
OAV's Price-to-Market analysis evaluates every eligible listing 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. Undervalued listings price below the typical comparable range and are surfaced as Great Deals.

How OAV works

How does OAV rate vehicle deals?
OAV evaluates every eligible listing against similar vehicles currently available, positioning its asking price within the supported comparable range. Each listing is rated a Great Deal (priced below comparable listings), Fair Price (priced within the typical range), or Overpriced (priced above comparable listings). Vehicles without sufficient comparable evidence remain 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. Every listing shows its current days on lot, and every market page shows the average days on lot for that metro or body type. It is a direct signal of local demand and pricing pressure.
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?
OAV's inventory standardization technology is protected by U.S. Patent No. 12,236,477, and its Price-to-Market analysis is Patent Pending. 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.

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