Exhibit 5.1

| Partners: | |
| Paul Aherne | ** |
| Brett Basdeo | *** |
| John Cartwright | * |
| John Crook | * |
| Mark Cummings | ***** |
| Natalie Curtis | **** |
| James Gaden | **** |
| Kevin Ho | **** |
| Kristen Kwok | ** |
| Wing Lam | * |
| Thomas Pugh | ***** |
| Andrew Randall | ** |
| Victoria Raymond | * |
| Wei Ching Teo | ****** |
| 2 April 2026 | Our Ref: MRC/KH/P3886-H23912 |
Pony AI Inc.
1301 Pearl Development Building
1 Mingzhu 1st Street, Hengli Town, Nansha District
Guangzhou, People's Republic of China, 511458
Dear Sir or Madam
Pony AI Inc.
We have acted as Cayman Islands legal advisers to Pony AI Inc. (the "Company") in connection with the Registration Statement (as defined in Schedule 1), to be filed with the Securities and Exchange Commission (the "Commission") under the U.S. Securities Act of 1933, as amended, relating to certain Class A Ordinary Shares of a par value of US$0.0005 each (the "Class A Ordinary Shares") reserved for issuance under the 2026 Share Scheme (as defined in Schedule 1), in the share capital of the Company (the “Shares”). We are furnishing this opinion as exhibit 5.1 to the Registration Statement.
For the purposes of giving this opinion, we have examined and relied upon the originals, copies or translations of the documents listed in Schedule 1.
In giving this opinion we have relied upon the assumptions set out in Schedule 2, which we have not independently verified.
We are Cayman Islands Attorneys at Law and express no opinion as to any laws other than the laws of the Cayman Islands in force and as interpreted at the date of this opinion. We have not, for the purposes of this opinion, made any investigation of the laws, rules or regulations of any other jurisdiction. Except as explicitly stated herein, we express no opinion in relation to any representation or warranty contained in any of the documents cited in this opinion nor upon matters of fact or the commercial terms of the transactions the subject of this opinion.
Based upon the examinations and assumptions stated herein and upon such searches as we have conducted and having regard to legal considerations which we consider relevant, and subject to the qualification set out in Schedule 3, and under the laws of the Cayman Islands, we give the following opinions in relation to the matters set out below.
| 1. | The Company is an exempted company duly incorporated with limited liability, validly existing under the laws of the Cayman Islands and is in good standing with the Registrar of Companies in the Cayman Islands. |
| 2. | The authorised share capital of the Company is currently US$300,000.00 divided into 600,000,000 ordinary shares of par value of US$0.0005 each, comprising (a) 518,911,230 Class A Ordinary Shares, and (b) 81,088,770 Class B Ordinary Shares of par value of US$0.0005 each. |
Walkers (Hong Kong)
滙嘉律師事務所 (香港)
15th Floor, Alexandra House, 18 Chater Road, Central, Hong Kong
T +852 2284 4566 F +852 2284 4560
Bermuda | British Virgin Islands | Cayman Islands | Dubai | Guernsey | Hong Kong | Ireland | Jersey | London | Singapore
*England and Wales; **BVI; ***Cayman Islands; ****New South Wales (Australia); *****Bermuda, ******Singapore
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| 3. | The reservation of the Shares to be issued and allotted pursuant to the 2026 Share Scheme as defined in Schedule 1 has been duly authorised. When allotted, issued and fully paid for in the manner contemplated in the 2026 Share Scheme and in accordance with the Resolutions and when appropriate entries have been made in the Register of Members of the Company, the Shares will be validly issued, allotted and fully paid, and there will be no further obligation on the holder of any of the Shares to make any further payment to the Company in respect of such Shares. |
We hereby consent to the use of this opinion in, and the filing hereof, as an exhibit to the Registration Statement and further consent to all references to our name in the Registration Statement. In giving such consent, we do not thereby admit that we come within the category of persons whose consent is required under Section 7 of the U.S. Securities Act of 1933, as amended, or the rules and regulations of the Commission promulgated thereunder.
This opinion is limited to the matters referred to herein and shall not be construed as extending to any other matter or document not referred to herein.
This opinion shall be construed in accordance with the laws of the Cayman Islands.
Yours faithfully
| /s/ WALKERS (HONG KONG) |
Walkers (hong kong)
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Schedule 1
LIST OF DOCUMENTS EXAMINED
| 1. | The Certificate of Incorporation dated 4 November 2016, the Tenth Amended and Restated Memorandum and Articles of Association as adopted by a special resolution passed on 2 April 2026 (the "A&R M&A"), the Register of Members of 1 April 2026 (the "Register of Members") and Register of Directors of the Company of 1 April 2026, in each case, copies of which have been provided to us by the Company's registered office in the Cayman Islands (together the "Company Records"). |
| 2. | The Cayman Online Registry Information System (CORIS), the Cayman Islands’ General Registry's online database, searched on 1 April 2026. |
| 3. | The Register of Writs and other Originating Process of the Grand Court kept at the Clerk of Court's Office, George Town, Grand Cayman (the "Court Register"), as at 9.00 a.m. Cayman Islands time on 1 April 2026 (the "Search Time"). |
| 4. | A Certificate of Good Standing dated 23 March 2026 in respect of the Company issued by the Registrar of Companies in the Cayman Islands (the "Certificate of Good Standing"). |
| 5. | A copy of executed written resolutions of the board of directors of the Company dated 23 January 2026 and the executed minutes of the meeting of the shareholders of the Company dated 2 April 2026 (together, the "Resolutions"). |
| 6. | The Company's registration statement on Form S-8 (the "Registration Statement"). |
| 7. | A copy of the 2026 Share Scheme of the Company (the "2026 Share Scheme"). |
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Schedule 2
ASSUMPTIONS
| 1. | The originals of all documents examined in connection with this opinion are authentic. All documents purporting to be sealed have been so sealed. All copies are complete and conform to their originals. Any translations are a complete and accurate transaction of the original document they purport to translate. |
| 2. | The A&R M&A is the memorandum and articles of association of the Company and is in force at the date hereof. |
| 3. | The Company Records are complete and accurate and all matters required by law and the A&R M&A to be recorded therein are completely and accurately so recorded. |
| 4. | There are no records of the Company (other than the Company Records), agreements, documents or arrangements other than the documents expressly referred to herein as having been examined by us which restrict the powers and authority of the Directors of the Company in any way or which would affect any opinion given herein. |
| 5. | The Resolutions have been duly executed (and where by a corporate entity such execution has been duly authorised if so required) by or on behalf of each Director, or by or on behalf of each member in respect of the member resolutions, and the signatures and initials thereon are those of a person or persons in whose name the Resolutions have been expressed to be signed. |
| 6. | The Resolutions remain in full force and effect and have not been revoked or varied. |
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Schedule 3
QUALIFICATION
| 1. | Our opinion as to good standing is based solely upon receipt of the Certificate of Good Standing issued by the Registrar. The Company shall be deemed to be in good standing under section 200A of the Companies Act (as amended) of the Cayman Islands on the date of issue of the certificate if all fees and penalties under the Companies Act have been paid and the Registrar has no knowledge that the Company is in default under the Companies Act. |