AI Solutions, Architecture and Tooling

Enterprise Technology
8 - 10 years of experience
Job Overview by Ladders

Qualifications

  • Bachelor's degree in Computer Science, Machine Learning, Data Science, Engineering, or a related field; advanced degree preferred.
  • 8+ years of experience in AI/ML engineering, software platform engineering, or enterprise application architecture; 3+ years in technical leadership or architect roles.
  • Proven experience in defining enterprise-scale AI/GenAI architectures and technical roadmaps across multiple domains.
  • Advanced Python skills with proficiency in AI/GenAI frameworks such as Databricks Vector Search and Azure AI services.
  • In-depth knowledge of retrieval-augmented generation, agentic architectures, and embedding models.
  • Strong expertise in Databricks and Azure cloud services, and experience with distributed data and enterprise integration patterns.
  • Proven ability to build and lead technical teams while interacting with senior leaders across functions.

Responsibilities

  • Define enterprise AI solution architecture strategy and engineering standards for secure AI delivery on Databricks and Azure.
  • Own the AI developer toolchain, creating reusable SDKs and patterns to streamline engineering processes.
  • Lead solution architecture for complex enterprise AI use cases including document intelligence and multimodal AI.
  • Establish reusable platform services and integration patterns, ensuring comprehensive identity and data access management.
  • Conduct architecture reviews and guide the enterprise path-to-production, collaborating with cybersecurity and risk management teams.
  • Evaluate AI models and tools through structured proofs of technology, making recommendations for adoption and retirement.
  • Drive engineering quality through standards for APIs, CI/CD, performance, and resilience across solutions.

Benefits

  • Hybrid work model allowing flexibility between home and office environments.
  • Opportunity to influence and drive architectural standards in a dynamic, growing field.
  • Engagement with leadership across various business functions for comprehensive solution development.
  • Mentoring and development opportunities for team members in a leadership role.
Full Job Description
Role Description

As the Director of AI Solutions, Architecture and Tooling in the Platform Engineering team, you will define and lead the enterprise approach for designing, building, and scaling AI/GenAI solutions. You will own reference architectures, engineering patterns, and the approved developer toolchain that enable teams to deliver secure, reusable, production-grade AI capabilities on Databricks and Azure. You will partner with architecture, technology, data, cybersecurity, risk, and business leaders to translate business needs into practical solution designs and platform roadmaps.

This is a hands-on technical leadership role that combines architecture ownership with engineering enablement. You will establish the standards and reusable assets that guide AI solution delivery, lead complex design decisions, evaluate the evolving tool ecosystem, and build a team that accelerates adoption while maintaining reliability, governance, and cost discipline in a regulated financial environment.

Role Objectives

  • Define the enterprise AI solution architecture strategy, reference architectures, engineering standards, and guardrails for secure and scalable AI/GenAI delivery on Databricks and Azure Cloud Services.
  • Own the AI developer toolchain and golden paths, including reusable SDKs, templates, development environments, and patterns that improve engineering speed, consistency, and compliance.
  • Lead solution architecture for retrieval-augmented generation, agentic workflows, document intelligence, model integration, multimodal AI, and other enterprise use cases.
  • Define and guide reusable platform services and integration patterns for identity, data access, model access, observability, prompt management, and downstream application consumption.
  • Establish and lead architecture reviews and the enterprise path-to-production, partnering with cybersecurity, risk, data governance, and responsible-AI stakeholders to embed required controls.
  • Evaluate AI models, frameworks, vendors, and engineering tools through structured proofs of technology, and make clear recommendations for adoption, standardization, or retirement.
  • Drive engineering quality through standards for APIs, testing, CI/CD, infrastructure-as-code, performance, resilience, observability, and cost-efficient solution design.
  • Partner with AI Capability Development and AI-Ops leaders to move reference designs into reusable capabilities and reliable production services with clear ownership and operating models.
  • Build, mentor, and lead a team of architects and senior engineers while influencing engineering practices and technical decisions across the broader organization.


Qualifications and Skills

  • Bachelor's degree in Computer Science, Machine Learning, Data Science, Engineering, or a related field; an advanced degree is a plus.
  • 8+ years of hands-on experience in AI/ML engineering, software platform engineering, or enterprise application architecture, including 3+ years in a technical leadership, architect, or engineering lead capacity.
  • Demonstrated experience defining enterprise-scale AI/GenAI architectures, reference patterns, technical standards, and roadmaps across multiple teams or business domains.
  • Advanced Python skills and deep experience with AI/GenAI frameworks and services such as Databricks Vector Search, Azure AI Search,
  • Azure AI Document Intelligence, LangGraph, Haystack, or LlamaIndex.
  • Deep knowledge of retrieval-augmented generation, agentic architectures, prompt engineering, embedding models, vector databases, model integration, and evaluation patterns.
  • Strong hands-on expertise with Databricks, Azure cloud services, distributed data platforms, and enterprise integration patterns.
  • Demonstrated experience developing RESTful and event-driven services, microservices, containerized applications, CI/CD systems, and infrastructure-as-code.
  • Experience building developer platforms, approved toolchains, golden paths, or reusable engineering frameworks that improve adoption across distributed teams.
  • Familiarity with AI governance, responsible AI, cybersecurity, privacy, and control requirements in a regulated environment.
  • Proven ability to build and lead technical teams, communicate with executives, and influence senior technical and non-technical stakeholders across organizational boundaries.

SMBC's employees participate in a Hybrid workforce model that provides employees with an opportunity to work from home, as well as, from an SMBC office. SMBC requires that employees live within a reasonable commuting distance of their office location. Prospective candidates will learn more about their specific hybrid work schedule during their interview process. Hybrid work may not be permitted for certain roles, including, for example, certain FINRA-registered roles for which in-office attendance for the entire workweek is required.

About Sumitomo Mitsui Financial Group, Inc.

Sumitomo Mitsui Financial Group, Inc. Careers

There has never been a more opportune time to join the dynamic team at Sumitomo Mitsui Financial Group, Inc. (SMFG)—a leading force in the financial services industry recognized for its leadership in innovation and diversity.

Explore Job Opportunities

Sumitomo Mitsui Financial Group, Inc. offers a plethora of job opportunities that cater to a variety of skills and interests. The company is renowned for its commitment to professional growth and leadership development, making it an ideal environment for ambitious individuals looking to advance their careers.

Experience Professional Growth

At SMFG, career advancement is not just a possibility but a priority. The company supports its team members with extensive training programs, including leadership development and diversity training, ensuring that every employee has the tools and knowledge necessary to succeed.

Join a Diverse and Inclusive Team

Diversity and inclusion are at the core of the company culture at Sumitomo Mitsui Financial Group, Inc. With a global team that values unique perspectives and fosters a collaborative and inclusive environment, SMFG is a place where everyone can thrive.

Internship Programs

For those starting their career journey, SMFG offers internship programs that provide a robust foundation in the financial sector. Interns gain invaluable experience, working alongside seasoned professionals and engaging in projects that offer real-world applications of their studies.

Benefits and Culture

Sumitomo Mitsui Financial Group, Inc. is dedicated to not only attracting but also retaining top talent by offering competitive benefits that enhance both personal and professional life. The company culture promotes work-life balance, employee well-being, and continuous learning.

Innovative Work Environment

Innovation is a key driver of SMFG’s success. Employees are encouraged to bring forward-thinking ideas to the table and are provided with the resources to transform these ideas into actionable solutions that drive the financial industry forward.

Networking and Career Development

Networking opportunities within SMFG are abundant. Employees are encouraged to connect with colleagues and industry leaders through various platforms and events, enhancing their professional network and opening doors to myriad career opportunities.

Apply for a Position

Sumitomo Mitsui Financial Group, Inc. is actively hiring and looking for talented individuals who are passionate, curious, and driven. Explore open positions that match your skills and interests on the SMFG careers page.

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Prepare for Your Interview

Aspiring to join SMFG? Prepare your resume to reflect your best self and gear up for the interview process where you can showcase your skills and passion for finance and innovation.

Career Opportunities Await

At Sumitomo Mitsui Financial Group, Inc., the potential for professional development and personal growth is limitless. Discover the exciting and rewarding career opportunities that await at SMFG, where every position contributes to the company’s global success and leadership in the financial industry.
Learn more about Sumitomo Mitsui Financial Group, Inc.

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