Lead AI Engineer

About Ovative Group

Ovative Group is an independent, full‑funnel media, measurement, and creative firm.

Most companies are still figuring out what it means to be AI‑native. Ovative is building it. This role is responsible for building the technical infrastructure that makes that possible  is a production system that changes how an entire organization operates. The primary measure of success is whether domain experts can build and run workflows without needing engineering involvement.

• Develop reusable infrastructure patterns and guardrails that allow domain experts to build their own workflows without requiring engineering involvement at every step.
• Design the abstraction layer that separates technical implementation from business logic, so non‑engineers can configure and iterate without breaking the underlying system.
• Serve as the technical owner of Ovative’s AI workflow infrastructure, leading the system from initial design through production use.
• Design and build the integration layer connecting the enterprise AI platform to tools and data sources the organization depends on – project management, communications, analytics, and others.
• Architect the orchestration logic that enables multi‑step automated workflows, including how inputs are routed, how outputs connect back into existing systems, and where human review is required.
• Own the system write‑back layer: design and maintain the bidirectional integration that reads from and writes results back to task management and operational systems, handling output routing, status updates, and the human action loop.
• Own the security and governance framework for all AI integrations and automated workflows – access controls, credential management, audit logging, and principle of least privilege applied from the start.
• Establish and enforce technical standards for how integrations are built, permissioned, and monitored; partner with IT and security to ensure compliance with SOC2 and evolving data governance requirements.
• Build and maintain CI/CD pipelines and infrastructure‑as‑code practices for the AI platform layer so that deployments are repeatable, auditable, and low‑risk.
• Serve as the technical reviewer for new agents and automated workflows before organization‑wide deployment, and own the standards those workflows must meet.
• Design and maintain a post‑deployment monitoring framework for agents and automated workflows – ongoing observability into how workflows behave in production, where failures occur, and when intervention is needed.
• Partner with the AI Lead and stakeholders to evaluate incoming requirements against technical feasibility, surfacing constraints, trade‑offs, and alternatives so the right solution gets built; translate approved requirements into clear technical specifications that guide implementation.
• Document architecture decisions and system behavior so the infrastructure is legible and maintainable beyond any one person.

• 8+ years of experience in software engineering, platform engineering, or applied technical roles.
• Demonstrated experience designing and delivering AI‑powered workflow systems, integration platforms, or agent‑based automation in production environments.
• Strong proficiency in Python and SQL, with experience building production platform or data services.
• Experience designing and building API integrations, connector frameworks, or workflow automation systems at enterprise scale – including bidirectional write‑back to operational systems.
• Hands‑on experience with cloud platforms (AWS, GCP, or Azure); experience with Databricks is strongly preferred.
• Hands‑on experience with MCP (Model Context Protocol) or equivalent agent orchestration frameworks; this is a core part of what you will build and operate.
• Demonstrated hands‑on experience working with large language models in production: context windows, prompt structure, tool use, and agent behavior.
• Hands‑on experience operationalizing security requirements: access control, credential management, audit logging, and principle of least privilege in systems with broad organizational reach.
• Strong communication skills and demonstrated ability to lead…