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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 4, 2026

5.7M+

Vehicles analyzed

57,000+

US dealerships

Daily

Data pipeline

Comparable

Market-evidence analysis

3.0M new·2.7M used·Processed daily

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

Or explore the market

1,324 listings found

No Photo

2027 Kia Carnival LX

Edmond, OK

UnscoredInsufficient · 0
$37,629Mileage not verified

Edmond, OK

No Photo

2027 Kia Carnival LXS

Edmond, OK

Fair PriceLimited · 13
$38,600Mileage not verified

Market: $38,600$42,914

Comparison: 13 similar vehicles

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

Edmond, OK

No Photo

2027 Kia Carnival LXS

Edmond, OK

Fair PriceLimited · 13
$38,600Mileage not verified

Market: $38,600$42,914

Comparison: 13 similar vehicles

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

Edmond, OK

No Photo

2027 Kia Carnival LXS

Edmond, OK

Fair PriceLimited · 13
$38,709Mileage not verified

Market: $38,600$42,914

Comparison: 13 similar vehicles

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

Edmond, OK

No Photo

2027 Kia Carnival LXS

Edmond, OK

Fair PriceLimited · 13
$38,828Mileage not verified

Market: $38,600$42,914

Comparison: 13 similar vehicles

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

Edmond, OK

No Photo

2027 Kia Carnival LXS

Edmond, OK

Fair PriceLimited · 13
$39,051Mileage not verified

Market: $38,600$42,914

Comparison: 13 similar vehicles

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

Edmond, OK

No Photo

2027 Kia Carnival LXS

Edmond, OK

Fair PriceLimited · 13
$39,051Mileage not verified

Market: $38,600$42,914

Comparison: 13 similar vehicles

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

Edmond, OK

No Photo

2027 Kia Carnival LXS

Edmond, OK

Fair PriceLimited · 13
$39,051Mileage not verified

Market: $38,600$42,914

Comparison: 13 similar vehicles

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

Edmond, OK

No Photo

2027 Kia Carnival LXS

Edmond, OK

Fair PriceLimited · 13
$39,160Mileage not verified

Market: $38,600$42,914

Comparison: 13 similar vehicles

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

Edmond, OK

No Photo

2027 Kia Carnival LXS

Edmond, OK

Fair PriceLimited · 13
$39,160Mileage not verified

Market: $38,600$42,914

Comparison: 13 similar vehicles

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

Edmond, OK

No Photo

2027 Chrysler Pacifica Select

Tulsa, OK

Great DealModerate · 24
$39,384Mileage not verified

Market: $41,115$51,038

Comparison: 24 similar vehicles

Competitively priced ~4% below the typical range compared to similar vehicles · 9 days listed (based on current market benchmarks)

Tulsa, OK

No Photo

2027 Chrysler Voyager LX

Ardmore, OK

UnscoredInsufficient · 0
$39,716564 mi

Ardmore, OK

No Photo

2027 Kia Carnival LX

Broken Arrow, OK

UnscoredInsufficient · 0
$40,324Mileage not verified

Broken Arrow, OK

No Photo

2027 Chrysler Voyager LX

Ardmore, OK

UnscoredInsufficient · 0
$40,347Mileage not verified

Ardmore, OK

No Photo

2027 Kia Carnival LXS

Norman, OK

Fair PriceModerate · 24
$40,915Mileage not verified

Market: $38,600$42,914

Comparison: 24 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 42 days listed (based on current market benchmarks)

Norman, OK

No Photo

2027 Kia Carnival EX

Edmond, OK

UnscoredLimited · 7
$41,053Mileage not verified

Comparison: 7 similar vehicles

Edmond, OK

No Photo

2027 Kia Carnival EX

Edmond, OK

UnscoredLimited · 7
$41,053Mileage not verified

Comparison: 7 similar vehicles

Edmond, OK

No Photo

2027 Chrysler Pacifica Select

Tulsa, OK

UnscoredInsufficient · 3
$41,057Mileage not verified

Comparison: 3 similar vehicles

Tulsa, OK

No Photo

2027 Chrysler Pacifica Select

Oklahoma City, OK

UnscoredLimited · 6
$41,134Mileage not verified

Comparison: 6 similar vehicles

Oklahoma City, OK

No Photo

2027 Chrysler Pacifica Select

Ardmore, OK

UnscoredLimited · 9
$41,161Mileage not verified

Comparison: 9 similar vehicles

Ardmore, OK

No Photo

2027 Kia Carnival EX

Edmond, OK

UnscoredLimited · 7
$41,230Mileage not verified

Comparison: 7 similar vehicles

Edmond, OK

No Photo

2027 Kia Carnival EX

Edmond, OK

UnscoredLimited · 7
$41,307Mileage not verified

Comparison: 7 similar vehicles

Edmond, OK

No Photo

2027 Kia Carnival EX

Edmond, OK

UnscoredLimited · 7
$41,317Mileage not verified

Comparison: 7 similar vehicles

Edmond, OK

No Photo

2027 Kia Carnival LXS

Oklahoma City, OK

UnscoredInsufficient · 4
$41,320Mileage not verified

Comparison: 4 similar vehicles

Oklahoma City, OK

No Photo

2027 Kia Carnival EX

Edmond, OK

UnscoredLimited · 7
$41,512Mileage not verified

Comparison: 7 similar vehicles

Edmond, OK

No Photo

2027 Chrysler Pacifica Select

Bartlesville, OK

UnscoredLimited · 5
$41,594Mileage not verified

Comparison: 5 similar vehicles

Bartlesville, OK

No Photo

2027 Chrysler Pacifica Select

Tulsa, OK

Fair PriceModerate · 24
$41,594Mileage not verified

Market: $39,384$51,038

Comparison: 24 similar vehicles

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

Tulsa, OK

No Photo

2027 Chrysler Pacifica Select

Oklahoma City, OK

UnscoredLimited · 6
$41,629Mileage not verified

Comparison: 6 similar vehicles

Oklahoma City, OK

No Photo

2027 Chrysler Pacifica Select

Pauls Valley, OK

Fair PriceLimited · 10
$41,650Mileage not verified

Market: $41,161$49,134

Comparison: 10 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 69 days listed (based on current market benchmarks)

Pauls Valley, OK

No Photo

2027 Chrysler Voyager LX

Okmulgee, OK

UnscoredLimited · 5
$41,715Mileage not verified

Comparison: 5 similar vehicles

Okmulgee, OK

No Photo

2027 Chrysler Voyager LX

Henryetta, OK

UnscoredLimited · 5
$41,715Mileage not verified

Comparison: 5 similar vehicles

Henryetta, OK

No Photo

2027 Kia Carnival LXS

Oklahoma City, OK

UnscoredInsufficient · 4
$41,815Mileage not verified

Comparison: 4 similar vehicles

Oklahoma City, OK

No Photo

2027 Kia Carnival LXS

Oklahoma City, OK

UnscoredInsufficient · 4
$41,815Mileage not verified

Comparison: 4 similar vehicles

Oklahoma City, OK

No Photo

2027 Kia Carnival LXS

Oklahoma City, OK

UnscoredInsufficient · 4
$41,815Mileage not verified

Comparison: 4 similar vehicles

Oklahoma City, OK

No Photo

2027 Kia Carnival LXS

Oklahoma City, OK

UnscoredInsufficient · 4
$41,815Mileage not verified

Comparison: 4 similar vehicles

Oklahoma City, OK

No Photo

2027 Chrysler Pacifica Select

Oklahoma City, OK

UnscoredLimited · 6
$41,829Mileage not verified

Comparison: 6 similar vehicles

Oklahoma City, OK

No Photo

2027 Chrysler Pacifica Select

Oklahoma City, OK

UnscoredLimited · 6
$41,829Mileage not verified

Comparison: 6 similar vehicles

Oklahoma City, OK

No Photo

2027 Kia Carnival LXS

Tulsa, OK

UnscoredInsufficient · 4
$41,929Mileage not verified

Comparison: 4 similar vehicles

Tulsa, OK

No Photo

2027 Kia Carnival LXS

Tulsa, OK

UnscoredInsufficient · 4
$41,929Mileage not verified

Comparison: 4 similar vehicles

Tulsa, OK

No Photo

2027 Kia Carnival LXS

Tulsa, OK

UnscoredInsufficient · 4
$41,929Mileage not verified

Comparison: 4 similar vehicles

Tulsa, OK

No Photo

2027 Kia Carnival EX

Edmond, OK

UnscoredLimited · 7
$41,952Mileage not verified

Comparison: 7 similar vehicles

Edmond, OK

No Photo

2027 Kia Carnival EX

Edmond, OK

UnscoredLimited · 7
$41,952Mileage not verified

Comparison: 7 similar vehicles

Edmond, OK

No Photo

2027 Kia Carnival LXS

Broken Arrow, OK

UnscoredLimited · 5
$42,089Mileage not verified

Comparison: 5 similar vehicles

Broken Arrow, OK

No Photo

2027 Chrysler Pacifica Select

Tulsa, OK

UnscoredInsufficient · 3
$42,106Mileage not verified

Comparison: 3 similar vehicles

Tulsa, OK

No Photo

2027 Kia Carnival LXS

Tulsa, OK

UnscoredInsufficient · 4
$42,109Mileage not verified

Comparison: 4 similar vehicles

Tulsa, OK

No Photo

2027 Kia Carnival LXS

Tulsa, OK

UnscoredInsufficient · 4
$42,232Mileage not verified

Comparison: 4 similar vehicles

Tulsa, OK

No Photo

2027 Kia Carnival EX

Norman, OK

Great DealLimited · 13
$42,244Mileage not verified

Market: $42,370$47,664

Comparison: 13 similar vehicles

Norman, OK

No Photo

2027 Chrysler Voyager LX

Pryor, OK

UnscoredInsufficient · 0
$42,334Mileage not verified

Pryor, OK

No Photo

2027 Kia Carnival EX

Norman, OK

Fair PriceLimited · 13
$42,370Mileage not verified

Market: $42,244$47,664

Comparison: 13 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 33 days listed (based on current market benchmarks)

Norman, OK

No Photo

2027 Kia Carnival LXS

Oklahoma City, OK

UnscoredInsufficient · 4
$42,419Mileage not verified

Comparison: 4 similar vehicles

Oklahoma City, OK

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 velocity 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 used only as context that can withhold a verdict on extreme-mileage vehicles rather than adjust the comparable prices. 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 and Price-to-Market analysis is protected by U.S. Patent No. 12,236,477. The 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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