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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 5, 2026

5.8M+

Unique vehicles analyzed

as of October 4, 2026

57,000+

US dealerships

Daily

Data pipeline

Comparable

Market-evidence analysis

3.1M new·2.7M used·Listings processed daily

Or explore the market

225 listings found

2027 RAM ProMaster Cargo Van Tradesman

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

2027 RAM ProMaster Cargo Van Tradesman

Bozeman, MT

UnscoredInsufficient · 3
$53,522Mileage not verified

Comparison: 3 similar vehicles

Bozeman, MT

2027 RAM ProMaster Cargo Van Tradesman

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

2027 RAM ProMaster Cargo Van Tradesman

Whitefish, MT

Fair PriceModerate · 39
$54,824Mileage not verified

Market: $51,009 – $58,777

Comparison: 39 similar vehicles

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

Whitefish, MT

2027 Ford Transit Van Base

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

2027 Ford Transit Van Base

Billings, MT

UnscoredInsufficient · 3
$56,664Mileage not verified

Comparison: 3 similar vehicles

Billings, MT

2027 RAM ProMaster Cargo Van Tradesman

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

2027 RAM ProMaster Cargo Van Tradesman

Bozeman, MT

UnscoredInsufficient · 3
$59,261Mileage not verified

Comparison: 3 similar vehicles

Bozeman, MT

2027 Ford Transit Van Base

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

2027 Ford Transit Van Base

Helena, MT

Fair PriceModerate · 22
$59,402Mileage not verified

Market: $58,363 – $70,784

Comparison: 22 similar vehicles

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

Helena, MT

2027 Ford Transit Van Base

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

2027 Ford Transit Van Base

Billings, MT

UnscoredInsufficient · 3
$60,274Mileage not verified

Comparison: 3 similar vehicles

Billings, MT

2027 Ford Transit Van Base

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

2027 Ford Transit Van Base

Billings, MT

UnscoredInsufficient · 3
$61,400Mileage not verified

Comparison: 3 similar vehicles

Billings, MT

2027 Ford Transit Van Base

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

2027 Ford Transit Van Base

Helena, MT

Fair PriceModerate · 22
$62,203Mileage not verified

Market: $58,363 – $70,784

Comparison: 22 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 100 days listed (based on current market benchmarks)

Helena, MT

2027 Ford Transit Van Base

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

2027 Ford Transit Van Base

Billings, MT

UnscoredInsufficient · 3
$62,375Mileage not verified

Comparison: 3 similar vehicles

Billings, MT

2027 Ford Transit Van Base

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

2027 Ford Transit Van Base

Missoula, MT

UnscoredInsufficient · 4
$62,563Mileage not verified

Comparison: 4 similar vehicles

Missoula, MT

2027 Ford Transit Van Base

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

2027 Ford Transit Van Base

Ronan, MT

UnscoredInsufficient · 4
$63,809Mileage not verified

Comparison: 4 similar vehicles

Ronan, MT

2027 Ford Transit Van Base

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

2027 Ford Transit Van Base

Sidney, MT

Fair PriceLimited · 10
$64,595Mileage not verified

Market: $64,534 – $72,054

Comparison: 10 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 10 days listed (based on current market benchmarks)

Sidney, MT

2027 Ford Transit Van Base

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

2027 Ford Transit Van Base

Glasgow, MT

UnscoredLimited · 9
$64,595Mileage not verified

Comparison: 9 similar vehicles

Glasgow, MT

2027 Ford Transit Van Base

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

2027 Ford Transit Van Base

Laurel, MT

Fair PriceModerate · 26
$64,817Mileage not verified

Market: $56,664 – $71,839

Comparison: 26 similar vehicles

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

Laurel, MT

2027 Ford Transit Van Base

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

2027 Ford Transit Van Base

Great Falls, MT

Fair PriceModerate · 26
$65,679Mileage not verified

Market: $56,664 – $70,784

Comparison: 26 similar vehicles

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

Great Falls, MT

2027 Ford Transit Van Base

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

2027 Ford Transit Van Base

Bozeman, MT

UnscoredLimited · 5
$65,952Mileage not verified

Comparison: 5 similar vehicles

Bozeman, MT

2027 Ford Transit Van Base

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

2027 Ford Transit Van Base

Great Falls, MT

Fair PriceModerate · 26
$67,079Mileage not verified

Market: $56,664 – $70,784

Comparison: 26 similar vehicles

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

Great Falls, MT

2027 Ford Transit Van Base

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

2027 Ford Transit Van Base

Missoula, MT

UnscoredInsufficient · 4
$67,853Mileage not verified

Comparison: 4 similar vehicles

Missoula, MT

2027 Ford Transit Van Base

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

2027 Ford Transit Van Base

Hamilton, MT

Fair PriceRobust · 67
$68,440Mileage not verified

Market: $50,412 – $74,705

Comparison: 67 similar vehicles

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

Hamilton, MT

2027 Ford Transit Passenger Van XL

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

2027 Ford Transit Passenger Van XL

Laurel, MT

UnscoredLimited · 7
$68,548Mileage not verified

Comparison: 7 similar vehicles

Laurel, MT

2027 Ford Transit Passenger Van XL

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

2027 Ford Transit Passenger Van XL

Billings, MT

UnscoredInsufficient · 4
$69,075Mileage not verified

Comparison: 4 similar vehicles

Billings, MT

2027 Ford Transit Van Base

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

2027 Ford Transit Van Base

Ronan, MT

UnscoredInsufficient · 4
$69,874Mileage not verified

Comparison: 4 similar vehicles

Ronan, MT

2027 Ford Transit Van Base

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

2027 Ford Transit Van Base

Libby, MT

Fair PriceRobust · 65
$70,285Mileage not verified

Market: $50,412 – $74,705

Comparison: 65 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 24 days listed (based on current market benchmarks)

Libby, MT

2027 Ford Transit Passenger Van XL

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

2027 Ford Transit Passenger Van XL

Billings, MT

UnscoredInsufficient · 4
$70,466Mileage not verified

Comparison: 4 similar vehicles

Billings, MT

2027 Ford Transit Van Base

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

2027 Ford Transit Van Base

Ronan, MT

UnscoredInsufficient · 4
$70,784Mileage not verified

Comparison: 4 similar vehicles

Ronan, MT

2027 Ford Transit Passenger Van XL

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

2027 Ford Transit Passenger Van XL

Billings, MT

UnscoredInsufficient · 4
$71,342Mileage not verified

Comparison: 4 similar vehicles

Billings, MT

2027 Ford Transit Passenger Van XL

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

2027 Ford Transit Passenger Van XL

Columbus, MT

UnscoredLimited · 7
$71,745Mileage not verified

Comparison: 7 similar vehicles

Columbus, MT

2027 Ford Transit Passenger Van XL

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

2027 Ford Transit Passenger Van XL

Laurel, MT

UnscoredLimited · 6
$72,130Mileage not verified

Comparison: 6 similar vehicles

Laurel, MT

2027 Ford Transit Passenger Van XLT

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

2027 Ford Transit Passenger Van XLT

Billings, MT

UnscoredLimited · 9
$73,302Mileage not verified

Comparison: 9 similar vehicles

Billings, MT

2027 Ford Transit Passenger Van XLT

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

2027 Ford Transit Passenger Van XLT

Billings, MT

UnscoredLimited · 9
$73,333Mileage not verified

Comparison: 9 similar vehicles

Billings, MT

2027 Ford Transit Passenger Van XLT

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

2027 Ford Transit Passenger Van XLT

Billings, MT

UnscoredLimited · 9
$75,529Mileage not verified

Comparison: 9 similar vehicles

Billings, MT

2027 Ford Transit Passenger Van XLT

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

2027 Ford Transit Passenger Van XLT

Glasgow, MT

UnscoredInsufficient · 4
$79,715Mileage not verified

Comparison: 4 similar vehicles

Glasgow, MT

2026 Chevrolet Express Cutaway Base

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

2026 Chevrolet Express Cutaway Base

Anaconda, MT

UnscoredInsufficient · 0
$34,300Mileage not verified

Anaconda, MT

2026 RAM ProMaster Cargo Van Tradesman

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

2026 RAM ProMaster Cargo Van Tradesman

Billings, MT

UnscoredLimited · 8
$45,588Mileage not verified

Comparison: 8 similar vehicles

Billings, MT

2026 Chevrolet Express Cargo Work Van

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

2026 Chevrolet Express Cargo Work Van

Kalispell, MT

UnscoredLimited · 6
$45,979Mileage not verified

Comparison: 6 similar vehicles

Kalispell, MT

2026 Chevrolet Express Cargo Work Van

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

2026 Chevrolet Express Cargo Work Van

Billings, MT

Great DealLimited · 12
$47,354Mileage not verified

Market: $54,299 – $72,822

Comparison: 12 similar vehicles

Competitively priced ~13% below the typical range compared to similar vehicles · 10 days listed (based on current market benchmarks)

Billings, MT

2026 Ford Transit Van Base

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

2026 Ford Transit Van Base

Kalispell, MT

Great DealLimited · 13
$49,806Mileage not verified

Market: $56,200 – $65,697

Comparison: 13 similar vehicles

Competitively priced ~11% below the typical range compared to similar vehicles · 360 days listed (based on current market benchmarks)

Kalispell, MT

2026 RAM ProMaster Cargo Van Tradesman

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

2026 RAM ProMaster Cargo Van Tradesman

Bozeman, MT

UnscoredLimited · 5
$50,728Mileage not verified

Comparison: 5 similar vehicles

Bozeman, MT

2026 RAM ProMaster Cargo Van Tradesman

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

2026 RAM ProMaster Cargo Van Tradesman

Helena, MT

Fair PriceLimited · 12
$51,001Mileage not verified

Market: $50,728 – $61,942

Comparison: 12 similar vehicles

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

Helena, MT

2026 Ford Transit Van Base

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

2026 Ford Transit Van Base

Butte, MT

Great DealLimited · 19
$51,320Mileage not verified

Market: $53,295 – $68,283

Comparison: 19 similar vehicles

Competitively priced ~4% below the typical range compared to similar vehicles · 24 days listed (based on current market benchmarks)

Butte, MT

2026 RAM ProMaster Cargo Van Tradesman

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

2026 RAM ProMaster Cargo Van Tradesman

Whitefish, MT

Fair PriceRobust · 57
$51,773Mileage not verified

Market: $42,462 – $59,337

Comparison: 57 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 142 days listed (based on current market benchmarks)

Whitefish, MT

2026 Mercedes-Benz Sprinter Cargo Van Base

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

2026 Mercedes-Benz Sprinter Cargo Van Base

Billings, MT

UnscoredLimited · 6
$52,812Mileage not verified

Comparison: 6 similar vehicles

Billings, MT

2026 Ford Transit Van Base

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

2026 Ford Transit Van Base

Helena, MT

Fair PriceModerate · 28
$53,295Mileage not verified

Market: $49,806 – $68,283

Comparison: 28 similar vehicles

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

Helena, MT

2026 Ford Transit Van Base

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

2026 Ford Transit Van Base

Glasgow, MT

Fair PriceModerate · 20
$53,295Mileage not verified

Market: $53,385 – $66,517

Comparison: 20 similar vehicles

Fairly priced — priced near the comparable range, but not far enough below it to qualify as a Great Deal · 190 days listed (based on current market benchmarks)

Glasgow, MT

2026 Ford Transit Van Base

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

2026 Ford Transit Van Base

Billings, MT

Fair PriceLimited · 15
$53,385Mileage not verified

Market: $53,445 – $65,619

Comparison: 15 similar vehicles

Fairly priced — priced near the comparable range, but not far enough below it to qualify as a Great Deal · 341 days listed (based on current market benchmarks)

Billings, MT

2026 Ford Transit Van Base

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

2026 Ford Transit Van Base

Billings, MT

Fair PriceLimited · 15
$53,4457,321 mi

Market: $53,385 – $65,619

Comparison: 15 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 298 days listed (based on current market benchmarks)

Billings, MT

2026 RAM ProMaster Cargo Van Tradesman

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

2026 RAM ProMaster Cargo Van Tradesman

Whitefish, MT

Fair PriceRobust · 57
$53,525Mileage not verified

Market: $42,462 – $59,337

Comparison: 57 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 194 days listed (based on current market benchmarks)

Whitefish, MT

2026 Ford Transit Van Base

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

2026 Ford Transit Van Base

Billings, MT

Fair PriceLimited · 15
$53,745Mileage not verified

Market: $53,385 – $65,619

Comparison: 15 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 297 days listed (based on current market benchmarks)

Billings, MT

2026 Ford Transit Van Base

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

2026 Ford Transit Van Base

Billings, MT

Fair PriceLimited · 15
$53,745Mileage not verified

Market: $53,385 – $65,619

Comparison: 15 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 298 days listed (based on current market benchmarks)

Billings, MT

2026 Ford Transit Van Base

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

2026 Ford Transit Van Base

Billings, MT

Fair PriceLimited · 15
$53,972Mileage not verified

Market: $53,385 – $65,619

Comparison: 15 similar vehicles

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

Billings, MT

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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