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U.S. Patent No. 12,236,477 — Patented Automotive Data Standardization Technology
OAV

2023 Ford F-150 Lariat

2023 Ford F-150View this vehicle at Montana Auto Collective →

Vehicle Details

VIN1FTEW1EP4PFB02084
TrimLariat
Exterior ColorWhite
Drivetrain4WD
Engine2.7L V6
TransmissionAutomatic
Fuel TypeUnleaded
Inventory Typeused
Days on Lot147

Lariat

Great Deal
$34,98795,787 mi

Price from the dealer. OAV has not verified whether it includes all dealer-required fees. Ask the dealer for a written out-the-door price.

Billings, MT 59101

Is this 2023 Ford F-150 Lariat a good deal?

OAV verdict: Great Deal

Why: Listed at $34,987, comparable market range $39,995–$55,995, based on 37 comparable listings.

The verdict judges the asking price only. It does not assess the vehicle's condition, history, fees or total purchase cost.

Market context (not a verdict input): Listed 147 days · longer than most comparable local listings (typical ~30–135 days).

Market price position

$34,987 · $5,008 below market low

Comparable range
$39,995 – $55,995
vs. market low
— $5,008 (13% below)
Comparable vehicles
37

Market Retail Price (MRP™)

$47,995

This vehicle $34,987 · $13,008 (27%) below MRP

MRP™ is the midpoint of the comparable market range — the representative price the market is asking for similar vehicles. How MRP works.

True Retail Value (TRV™)

$38,849

This vehicle $34,987 · $3,862 (10%) below TRV

TRV™ is the average paid price for cars like this in the last 60 days (sold data through 2026-09-30) — an estimate, not an appraisal. How TRV works.

Comparable vehicles nationally recently sold in an estimated 21–76 days.

Montana Auto Collective

Billings, MT

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About This 2023 Ford F-150

Listing updated: Sep 30, 2026

Listed by an independent dealer in Billings, MT · On lot for 147 days · VIN verifiable at NHTSA

This used 2023 Ford F-150 Lariat is listed at $34,987 by Montana Auto Collective in Billings, MT 59101. It has 95,787 miles on the odometer (dealer-reported, not independently verified by OAV). The exterior color is White. It features a 4WD drivetrain with a 2.7L V6 engine and Automatic transmission.

OAV's independent, evidence-backed Price-to-Market analysis rates this vehicle as a Great Deal — priced below the comparable-range floor by at least OAV's minimum-gap margin. Based on 37 comparable listings matched to this vehicle, the estimated market range is $39,995 to $55,995. These comparisons match year, make, and model, using trim where the data supports it. OAV does not adjust comparable prices for mileage — every price shown is the real advertised price. On used vehicles, mileage can still cause OAV to withhold a verdict — very high or unreliable mileage, or a lower price better explained by higher-than-typical mileage than by a genuine market discount — rather than call it a deal it can't support.

This vehicle has been on the lot for 147 days.

Analysis powered by OAV's patented inventory standardization technology (U.S. Patent No. 12,236,477). Verdict methodology ptm-verdict-v1 · snapshot Sep 30, 2026. The comparable band (patent pending) is the input; ptm-verdict-v1 is the versioned OAV rule set that turns it into this verdict.

Market context

This listing is part of OAV's broader Billings, MT trucks market analysis. OAV rates each vehicle against its comparable range and comparable count — local-first, widening the comparison set only when local inventory is too thin to support a reliable range; days-on-lot and demand signals are shown separately, not as verdict inputs.

How this deal is rated

OAV compares this 2023 Ford F-150 against similar vehicles currently available for sale — same make, model, and year range, using trim where the data supports it. OAV does not adjust comparable prices for mileage; on used vehicles it withholds a verdict when mileage would distort the comparison — very high or unreliable mileage, or a lower price better explained by higher-than-typical mileage than by a genuine market discount — rather than overstate a deal. Based on where this listing falls in that comparable set, it is rated:

  • Great Deal — priced below the comparable-range floor by at least OAV's minimum-gap margin; a smaller gap under the floor is Fair Price.
  • Fair Price — priced within the comparable range, or below the floor by less than that margin.
  • Overpriced — priced above the comparable range.
  • Unscored — OAV withholds a verdict when the evidence cannot support one: too few or too widely spread comparables, a price it cannot validate, a branded or salvage title, or mileage that would distort the comparison. The listing stays visible; only the rating is withheld.

Listings show OAV's Price-to-Market verdict and live market context for every dealer's inventory, whether or not the dealer has any relationship with OAV. A dealer that claims its listings can manage its profile and have buyer inquiries routed to it directly. A paying partner's own listings additionally carry an OAV Verified Partner label on the dealer contact block and a link to the dealer's own listing page. That is the complete list of what a relationship with OAV changes, and all of it concerns the dealer's identity on its own listings. Payment never changes a vehicle's verdict, its eligibility to be scored or cited, the evidence shown or withheld, or where and how prominently the listing appears on any OAV page, board, or answer. There is no paid placement, ranking, ordering, verdict badge, or featured position of any kind. OAV sells dealers insight into the evidence, never influence over it.

How this listing is verified

This vehicle listing was aggregated from an independent dealer in Billings, MT, one of 57,000+ U.S. dealerships in OAV's nationwide inventory network.The VIN 1FTEW1EP4PFB02084 can be independently verified via the U.S. Department of Transportation's NHTSA VIN decoder, and safety recalls at NHTSA's recall database.

Vehicle attributes (year, make, model, trim, mileage, location) are standardized using OAV's patented vehicle market standardization technology (U.S. Patent No. 12,236,477), which normalizes naming conventions and deduplicates cross-listed inventory across the dealership network. Listing data is processed daily; Price-to-Market analysis uses comparable vehicles.

2023 Ford F-150 Market in MT

MT Market Listings

380

Average Price

$44,560

Price Range

$29,995–$62,299

Avg Days on Lot

102

Based on all 380 2021-2025 Ford F-150 listings in the MT market, the average asking price is $44,560. This listing at $34,987 is $9,573 below the broader MT average (21% below the MT average). This is a wider, all-trim comparison across MT; OAV's price verdict above uses the closer comparable set. Comparable prices in MT range from $29,995 to $62,299. Similar vehicles spend an average of 102 days on dealer lots in this market.

Similar Ford F-150 Listings in MT

8 similar listings shown (closest matches by model year and mileage) (subject trim: Lariat — compare trims below)

This is a broad, statewide same-model set (any trim, mileage, or title) — not the qualified comparable cohort behind the verdict above; lower prices here typically reflect a different trim, higher mileage, or a branded title.