Full-Time

AI Platform Engineer – Senior / Principal

RAVL

RAVL

51-200 employees

Technology engineering pods delivering sustainable ROI

Compensation Overview

CA$120k - CA$170k/yr

Toronto, ON, Canada

Hybrid

Hybrid in Toronto, Canada; some on-site days may be required.

Category
DevOps & Infrastructure (1)
Required Skills
LLM
Kubernetes
MLOps
Microsoft Azure
Infrastructure as Code (IaC)
Docker
Terraform
Observability
REST APIs
Data Governance
Data Analysis
Google Cloud Platform

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Requirements
  • Strong GCP platform engineering: GKE, IAM and Workload Identity, Shared VPC, and IaC with the Google Terraform provider.
  • Vertex AI MLOps depth and SLOs and telemetry via Cloud Monitoring, in a dual-cloud (GCP and Azure) estate.
  • Strong experience designing and operating cloud platforms using Infrastructure as Code, Kubernetes, containers, and modern cloud-native architecture.
  • Deep experience building CI/CD pipelines, cloud networking, identity and access management, observability platforms, and site reliability engineering practices.
  • Experience designing highly available distributed systems with strong operational practices including SLOs, monitoring, tracing, incident response, and capacity planning.
  • Working knowledge of large language models, AI inference, agent architectures, and how to expose AI capabilities safely as reusable platform services.
  • Experience implementing secure data governance practices including privacy, lineage, lifecycle management, access controls, and scalable data processing.
  • Strong understanding of enterprise security, governance, cloud operations, and cost optimization within regulated environments.
  • Experience collaborating across engineering, platform, infrastructure, security, and architecture teams to deliver scalable shared services.
  • For Senior and Principal candidates, demonstrated experience leading platform architecture, establishing engineering standards, mentoring engineers, and driving adoption of enterprise platform capabilities.
Responsibilities
  • Build the GCP side of the platform: GKE, Cloud Run, Terraform (Google provider) and Config Connector, Cloud Build and Cloud Deploy, Artifact Registry, and the Cloud Operations suite.
  • Stand up the AI runtime on Vertex AI (pipelines, model registry, endpoints, Feature Store) as paved-road services.
  • Design, build, and operate reusable cloud platform capabilities using Infrastructure as Code, CI/CD, containers, Kubernetes, identity services, and cloud networking.
  • Develop shared AI platform services including model gateways, API gateways, inference routing, vector and retrieval services, evaluation pipelines, and policy enforcement capabilities.
  • Build highly reliable platform services with clear Service Level Objectives (SLOs), observability, tracing, monitoring, automated recovery, and operational excellence.
  • Design secure platform foundations that incorporate identity, secrets management, network security, data boundaries, auditability, governance, and controlled access to AI models and enterprise tools.
  • Treat the platform as a product by creating reusable APIs, templates, documentation, paved roads, and self-service capabilities that accelerate adoption across engineering teams.
  • Optimize platform performance, scalability, and cost through intelligent routing, caching, quotas, lifecycle management, versioning, and cloud resource optimization.
  • Establish operational standards for AI platform reliability, incident response, capacity planning, and continuous improvement.
  • Mentor engineers, lead architecture discussions, and contribute reusable capabilities that strengthen both client platforms and RAVL's AI engineering practice.
  • Partner with engineering, infrastructure, security, architecture, and client stakeholders to deliver scalable AI platform capabilities aligned with enterprise governance requirements.
Desired Qualifications
  • Experience with Azure AI Foundry, Azure OpenAI, AWS Bedrock, Vertex AI, or other managed AI platforms.
  • Experience with service mesh technologies, API management platforms, GPU infrastructure, model serving frameworks, or vector databases.
  • Experience implementing policy-as-code, multi-tenant platform architectures, software supply chain security, or advanced FinOps practices.
  • Experience operating enterprise Kubernetes platforms at scale.
  • Cloud architecture, Kubernetes (CKA/CKAD), or related certifications.
  • Experience working within banking, insurance, wealth management, or other regulated industries.

RAVL provides technology engineering and advisory services by deploying small, dedicated teams called Pods, each with 6 to 12 experts who own client problems end-to-end. Clients receive hands-on delivery with clear accountability and practical, sustainable solutions, not just advice. In addition to delivery, RAVL offers advisory services to optimize technology investments and ensure real ROI aligned with business goals. The company builds a talent pipeline by partnering with top schools and bootcamps, continuously upskilling and mentoring engineers to sustain long-term client impact.

Company Size

51-200

Company Stage

N/A

Total Funding

N/A

Headquarters

Toronto, Canada

Founded

2022

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Simplify Jobs

Simplify's Take

What believers are saying

  • MML Capital Partners backed RAVL in January 2025, supporting acquisitions and growth.
  • July 2026 hiring shows demand across DevSecOps, AI, and principal advisory roles.
  • Jitendra Kulkarni's CGI and Tech Mahindra network opens large Canadian bank relationships immediately.

What critics are saying

  • Financial-services concentration ties RAVL to bank budget cycles and procurement freezes.
  • New Helio integration can distract delivery teams and dilute margins through 2026.
  • AI platforms and offshore consultancies commoditize pod-based engineering, crushing pricing power by 2027.

What makes RAVL unique

  • RAVL sells client-owned expert pods, not body-shop staffing, for financial services delivery.
  • May 2026 acquisition of New Helio adds AI-native product and experience strategy.
  • July 2026 hire Jitendra Kulkarni deepens enterprise sales muscle across banks and fintech.

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Benefits

Health Insurance

Dental Insurance

Mental Health Support

Paid Vacation

Flexible Work Hours

Hybrid Work Options

Remote Work Options

Professional Development Budget

Training Programs

Mentorship Program

Professional Certification Support

Performance Bonus

Growth & Insights and Company News

Headcount

6 month growth

11%

1 year growth

11%

2 year growth

20%
HR TODAY
Jul 22nd, 2026
Jitendra Kulkarni appointed President & Chief Revenue Officer at RAVL.

Jitendra Kulkarni appointed President & Chief Revenue Officer at RAVL. Toronto, Ontario, Canada, July 2026 - RAVL has welcomed Jitendra Kulkarni as its President & Chief Revenue Officer (CRO). Bringing more than 30 years of leadership experience across financial services, consulting, and technology, Jitendra will lead the company's global revenue strategy, client partnerships, and business growth initiatives. His appointment marks a significant milestone as RAVL continues to expand its capabilities in delivering technology solutions that create meaningful business outcomes for financial institutions. Prior to joining RAVL, Jitendra spent more than 10 years with CGI, where he held a series of senior executive leadership positions. Most recently, he served as Senior Vice President & Business Unit Leader - Toronto Financial Services, overseeing one of CGI's key financial services businesses. Earlier, he was Senior Vice President & Business Unit Leader - Banking & Capital Markets, Senior Vice President - Consulting Services, Sector Vice President - Consulting Services, and Vice President - Consulting Services, where he led emerging technologies, enterprise agile transformation, DevOps initiatives, and strategic consulting engagements for leading banking and financial services clients. Before CGI, Jitendra spent over 13 years with Tech Mahindra as Vice President - Banking, Financial Services & Insurance (BFSI), leading the company's Canadian banking business through a period of significant expansion. He managed a US$100 million financial services portfolio, built strong executive relationships with leading Canadian banks, and developed strategic partnerships across compliance, capital markets, cloud solutions, DevOps, and business process management. His leadership was instrumental in driving sustained business growth and successfully navigating complex industry challenges. Jitendra began his professional journey with L&T Information Technology Ltd., where he spent more than eight years leading delivery, solution architecture, offshore transformation, and business development for Fortune 500 clients across North America, Europe, and Asia. Earlier, he worked as a Software Engineer at Sakal Papers Ltd., contributing to the development of Indian-language computing platforms and enterprise technology solutions. Throughout his career, he has consistently built high-performing teams, fostered trusted client relationships, and delivered technology-led business transformation across global financial services organizations. With more than three decades of executive leadership experience, Jitendra has earned a strong reputation for driving revenue growth, building strategic client partnerships, developing future leaders, and scaling high-performing businesses. His appointment reflects RAVL's commitment to strengthening its leadership team as it continues to help financial institutions transform through innovative technology and trusted advisory services. About RAVL RAVL is a technology consulting and engineering company with deep roots in North America's leading financial services institutions and top global consulting firms. The company partners with clients to design, build, and deliver technology solutions that address real-world business challenges and create sustainable competitive advantage. Focused on long-term client partnerships, RAVL combines industry expertise, engineering excellence, and practical innovation to help organizations accelerate digital transformation, modernize technology platforms, and achieve measurable business outcomes across the financial services sector.

Associated Press
May 6th, 2026
RAVL Acquires New Helio to Advance AI-Native Product Delivery

Acquisition expands RAVL’s approach to AI-first software delivery through deep expertise in product and experience strategy.

Business Wire
Jan 27th, 2025
MML Partners With RAVL, a High Growth Technology Advisory and Engineering Firm Transforming Financial Services

MML Capital Partners, an international private-equity firm focused on partnership investing, has partnered with Toronto, Canada-based, RAVL Inc. (“RAV