AI Scale & Replication Project Manager at PSTAG | Torre

AI Scale & Replication Project Manager

Full-time

Legal agreement: Employment

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location_on
Remote (for India residents)
Remote (for Bangladesh residents)
Remote (for Pakistan residents)
Remote (for Malaysia residents)
Posted 1 day ago

Responsibilities


About the work: - You will run the same AI product pattern across multiple countries, each with its own data sources, language and regulatory quirks. - The core approach stays similar; the adaptation challenge is in the crawling of the data, and domain specifics. - Your stakeholders span the AI Program team, IT Operations and the Regulation Team. - The playbook and metrics you build will define how PST.AG scales AI products across its entire market. What you will do: - Take completed lighthouse AI projects and build a repeatable delivery template - pipeline configuration, evaluation datasets, prompt templates, release checklists, data source mappings and country-specific adaptation notes. - Find opportunities for automation, AI agents and templates to make the project as repeatable and fast as possible. - Run the template against multiple countries in sequence, adapting for language, data source variability and regulatory differences while keeping the core architecture unchanged. - Maintain a living playbook capturing lessons from each replication - what needed adapting, what broke, data quality observations, evaluation edge cases. - This will link directly to master requirements, which you will use as the source of truth. - Manage the country rollout pipeline: prioritize by data readiness, business value and dependencies. - Run formal change control per country. - Coordinate AI engineers, AI developers, IT operations and country-domain experts across concurrent country replications. - Identify when a country's data or regulatory conditions require a template change and escalate those to the AI Program Manager. - Ensure evaluation and quality gates are run consistently across every country, with comparable results recorded. - Drive continuous improvement: measure, publish and improve cycle time, accuracy, cost and coverage per iteration. Required experience & competencies - Project management and repeatable delivery: - 5+ years of project management experience, with demonstrable experience running multiple similar projects in sequence where each iteration improved on the last. - Track record of creating delivery templates, playbooks or standardized processes that reduced cycle time, cost or error rate across repeated runs. - Skilled in plan-vs-actual tracking, cycle time measurement, process documentation and formal change control. - PMP, PRINCE2 or equivalent certification advantageous. - Familiarity with the PMI Standard for AI in Portfolio, Program, and Project Management (2026) is a plus. Required experience & competencies - AI literacy: - Must be able to understand what an agentic AI system does, how it uses tools and retrieval, and what its quality characteristics are. - Must be able to read and interpret evaluation metrics and use them to drive improvement. - Must have exposure to MCP (Model Context Protocol) or similar agent-to-tool gateways. Required experience & competencies - Process and continuous improvement mindset: - Systematic approach to documenting what works, what does not, and how the next run should differ. - Comfort with measurement and evidence-based decision-making. - Structured documentation that would satisfy an audit or regulatory review. - Everything is driven by requirements. Personal competencies: - Process orientation: you see every project as an instance of a process to be improved, not a one-off. - Accountability: you hold teams to country delivery timelines. - Precision: you write requirements, checklists and runbooks that leave no ambiguity. - Patience with repetition: you take satisfaction in making the tenth run faster than the first. Preferred experience: - Familiarity with AI concepts - LLMs, RAG, agents, evaluation. - Experience with international, multi-language or multi-jurisdiction delivery. - Any delivery tooling (Jira, Linear, Confluence) and PM tooling (MS Project, Gantt). - Bachelor's degree in Business Administration, Management, Industrial Engineering, Information Systems, Operations Management, Project Management or related field - or equivalent practical experience.
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