| ☒ | ANNUAL REPORT PURSUANT TO SECTION 13 OR 15(d) OF THE SECURITIES EXCHANGE ACT OF 1934 |
|---------|--------------------------------------------------------------------------------------|
| ☐ | TRANSITION REPORT PURSUANT TO SECTION 13 OR 15(d) OF THE SECURITIES EXCHANGE ACT OF 1934 |
|---------|------------------------------------------------------------------------------------------|
| Delaware(State or other jurisdiction ofincorporation or organization of issuing entity)                                               | 22-2013053(I.R.S. EmployerIdentification No.) |
|---------------------------------------------------------------------------------------------------------------------------------------|-----------------------------------------------|
|                                                                                                                                  |                                          |
| c/o BMW Financial Services NA, LLC300 Chestnut Ridge RoadWoodcliff Lake, NJ(Address of principal executive offices of issuing entity) |  07677-7739(Zip Code)                    |
|  Title of each class |  Trading Symbol(s) |  Name of each exchange on which registered |
|---------------------------|-------------------------|-------------------------------------------------|
| Not applicable            | Not applicable          | Not applicable                                  |

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|   | Large accelerated filer |  ☐ | Accelerated filer         |  ☐ |
|--------|-------------------------|---------------|---------------------------|---------------|
|   | Non-accelerated filer   |  ☒ | Smaller reporting company |  ☐ |
|   |                    |          | Emerging growth company   |  ☐ |

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|  | (1) | Not applicable. |
|--|-----|-----------------|

|  | (2) | Not applicable. |
|--|-----|-----------------|

|  | (3) | See Item 15(b) below. |
|--|-----|-----------------------|

| Exhibit Number | Description |
|----------------|-------------|

| 3.1  | Certificate of Formation of BMW Auto Leasing LLC (the                  “Depositor”), as currently in effect, incorporated by reference to Exhibit 3.1 to Amendment No. 2 to Registration Statement on Form S-1 (File Number 333-43128-01), filed with the SEC by the Depositor on October 31, 2000.                                                                                                                           |
|------|-------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|
| 3.2  | Amended and Restated Limited Liability Company Agreement of the                  Depositor, as amended and currently in effect, incorporated by reference to Exhibit 3.2 to Registration Statement on Form SF-3 (File Number 333-227645) filed with the SEC by the Depositor on October 1, 2018.                                                                                                                                          |
| 3.3  | Agreement of Limited Partnership of BMW Manufacturing                  L.P. (“BMW LP”), dated as of February 12, 1996, between BMW Facility Partners, Inc. and BMW Financial Services NA, LLC (“BMW FS”), incorporated by reference to Exhibit 3.3 to Amendment No. 2 to Registration Statement on Form S-1 (File                  Number 333-43128-01), filed with the SEC by the Depositor on October 31, 2000. |
| 4.1  | Indenture, dated as of October 11, 2023, between BMW Vehicle Lease                  Trust 2023-2 (the “Issuing Entity”) and U.S. Bank Trust Company, National Association, as indenture trustee (the “Indenture Trustee”), incorporated by reference to Exhibit 4.1 to the Issuing Entity’s Form 8-K, filed with the SEC by the                  Issuing Entity on October 11, 2023.                        |
| 10.1 | Trust Agreement, amended and restated as of September                  27, 1996, by and between BMW LP and BNY Mellon Trust of Delaware, formerly known as The Bank of New York (Delaware), as trustee, incorporated by reference to Exhibit 10.1 to Amendment No. 2 to Registration Statement on Form S-1 (File                  Number 333-43128-01), filed with the SEC by the Depositor on October 31, 2000.                          |
| 10.2 | Vehicle Trust Supplement, dated as of October 11, 2023, between BMW                  LP, as grantor and UTI Beneficiary, and BNY Mellon Trust of Delaware, formerly known as The Bank of New York (Delaware), as vehicle trustee, incorporated by reference to Exhibit 10.2 to the Issuing Entity’s Form 8-K, filed with the SEC by                  the Issuing Entity on October 11, 2023.                                        |
| 10.3 | Servicing Agreement, dated as of August 30, 1995 (the                  “Basic Servicing Agreement”), between Financial Services Vehicle Trust (“FSVT”) and BMW FS, incorporated by reference to Exhibit 10.3 to Amendment No. 2 to Registration Statement on Form S-1 (File Number 333-43128-01), filed with the SEC                  by the Depositor on October 31, 2000.                                       |
| 10.4 | 2023-2 SUBI Servicing Supplement, dated as of October 11, 2023, among                  BMW FS, as servicer, FSVT, as vehicle trust, and BMW LP, as UTI Beneficiary, incorporated by reference to Exhibit 10.4 to the Issuing Entity’s Form 8-K, filed with the SEC by the Issuing Entity on October 11, 2023, to the Basic Servicing                  Agreement.                                                                    |
| 10.5 | SUBI Certificate Transfer Agreement, dated as of October 11, 2023,                  between BMW LP, as transferor, and the Depositor, as transferee, incorporated by reference to Exhibit 10.5 to the Issuing Entity’s Form 8-K, filed with the SEC by the Issuing Entity on October 11, 2023.                                                                                                                                      |
| 10.6 | Issuer SUBI Certificate Transfer Agreement, dated as of October 11,                  2023, between the Depositor, as transferor, and the Issuing Entity, as transferee, incorporated by reference to Exhibit 10.6 to the Issuing Entity’s Form 8-K, filed with the SEC by the Issuing Entity on October 11, 2023.                                                                                                                   |
| 10.7 | Amended and Restated Trust Agreement, dated as of October 11, 2023,                  between the Depositor and Wilmington Trust, National Association, as owner trustee, incorporated by reference to Exhibit 10.7 to the Issuing Entity’s Form 8-K, filed with the SEC by the Issuing Entity on October 11, 2023.                                                                                                                  |

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| 10.8  | Issuer Administration Agreement, dated as of October 11, 2023, among                  BMW FS, as administrator, the Issuing Entity, the Depositor, as transferor, and the Indenture Trustee, incorporated by reference to Exhibit 10.8 to the Issuing Entity’s Form 8-K, filed with the SEC by the Issuing Entity on October 11,                  2023.                                                 |
|-------|---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|
| 10.9  | Back-Up Security Agreement, dated as of October 11, 2023, among FSVT,                  BMW LP, the Depositor, the Issuing Entity and the Indenture Trustee, incorporated by reference to Exhibit 10.9 to the Issuing Entity’s Form 8‐K, filed with the SEC by the Issuing Entity on October 11, 2023.                                                                                             |
| 10.10 | Asset Representations Review Agreement, dated as of October 11,                  2023, among BMW FS, the Issuing Entity and Clayton Fixed Income Services, LLC, as asset representations reviewer, incorporated by reference to Exhibit 10.10 to the Issuing Entity’s Form 8‐K, filed with the SEC by the Issuing Entity on                  October 11, 2023.                                    |
| 10.11 | Control Agreement, dated as of October 11, 2023, among the                  Depositor, as transferor, the Issuing Entity, as initial-secured party, and U.S. Bank National Association, as Indenture Trustee and as assignee-secured party, incorporated by reference to Exhibit 10.11 to the Issuing Entity’s Form 8-K,                  filed with the SEC by the Issuing Entity on October 11, 2023. |

| 31.1* | Certification pursuant to Section 302 of the Sarbanes-Oxley Act of 2002.                                                                                                                    |
|-------|---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|
| 33.1* | Certification Regarding Compliance with Applicable Servicing Criteria for BMW FS.                                                                                                           |
| 33.2* | Management’s Assertion − Report on Assessment of Compliance with Applicable Servicing Criteria for                U.S. Bank Trust Company, National                Association. |
| 34.1* | Report of Independent Registered Public Accounting Firm of CohnReznick LLP, relating to BMW FS.                                                                                             |
| 34.2* | Report of Independent Registered Public Accounting Firm of Ernst & Young LLP, relating to U.S.                Bank Trust Company, National Association.                                 |
| 35.1* | Servicer Compliance Statement of BMW FS.                                                                                                                                                    |

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|           | BMW VEHICLE LEASE TRUST 2023-2 |
|----------------|--------------------------------|
|           | (Issuing Entity)               |
|           |                           |   |
|           | By:                            | BMW FINANCIAL SERVICES NA, LLC, |
|           |                           | as servicer |
|           |                           |   |
| March 26, 2024 | By:                  | /s/ Ole Jensen                            |
|           |                           | Name:  Ole Jensen |
|           |                           | Title:    Vice President – Finance & Chief Financial Officer |

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