Principal AI Systems Product Manager - Contract to Hire

Principal AI Systems Product Manager (AI Agents, Cross-System Intelligence, CRM + Operations Automation) Read This First (Hard Filter) This is not a prompt writer, no-code automations, or “AI assistant” role. If your experience is limited to: Writing prompts Using ChatGPT as a tool Zapier-only workflows Shipping isolated AI features without system ownership Do not apply. This role is for someone who designs, owns, and delivers AI systems as products, translates executive vision into coherent AI capabilities, and leads engineers to build them correctly. The Mission We are building an internal AI operating system for a real estate private credit and private equity firm. Your responsibility is to own the product vision, system design, and execution of this AI platform — ensuring it becomes a reliable, extensible layer that operates across the firm’s core business tools. This system must: Read across Asana, Cloze.com, Gmail, Airtable, Dropbox Reason across time, commitments, relationships, and deals Surface risk: missed follow-arenaflex, stalled deals, broken promises Write back into systems safely, with guardrails Run on triggers and schedules Evolve into a cohesive, cross-system AI product ecosystem Think Jarvis for a real operating business, not a chatbot. Your Role (What You Will Actually Do) You are not the primary coder. You are the AI systems product owner responsible for turning business intent into production AI capabilities and guiding a team of fractional / contract AI engineers to deliver them. 1. Translate Executive Vision into AI Products Work directly with the CEO to understand: Business priorities Risk points Decision-making bottlenecks Define what AI should do, not just how it’s built Break vision into concrete AI-enabled products and capabilities 2. Own the AI System Architecture (at a Product Level) Define the overall system design, including: Agent roles and responsibilities Cross-system context and data flow Read vs write boundaries Human-in-the-loop approval points Ensure the system is cohesive, not a collection of disconnected automations 3. Lead and Coordinate AI Engineers Oversee a team of fractional / contract AI developers and engineers Provide clear requirements, acceptance criteria, and architectural direction Review designs and implementations for: Correctness Safety Maintainability Ensure engineers build toward the product vision, not ad hoc solutions 4. Design AI Capabilities as Products You will oversee the delivery of: An agentic AI layer A primary orchestration agent Optional specialist agents (CRM, tasks, email, data) Cross-system intelligence Normalized context from structured + unstructured data Reasoning across tools and time Action execution Task creation and updates CRM notes and relationship updates Data record updates Drafted communications for approval Triggers and automation Time-based (daily, weekly) Event-based (emails, overdue tasks, stalled deals) 5. Governance, Risk, and Control Define guardrails for AI actions Ensure: Scoped permissions Read vs write separation Explicit approvals for sensitive or destructive actions Plan for failure modes and recovery Required Background (Non-Negotiable) You must have hands-on experience owning AI systems, even if you were not the primary coder. You should be able to confidently reason about: LLM agent architectures and tool calling Claude and/or OpenAI capabilities and tradeoffs MCP or MCP-style multi-tool architectures API-based integrations (CRMs, task tools, email, databases) OAuth, permissions, and access control State, memory, and long-running agent behavior Systems that run unattended in production You must be able to explain how an AI system: Safely reads from one system Decides what matters Writes into another system Avoids causing operational damage Deliverables You Will Own System Architecture Clear diagrams or written explanations Separation of concerns Product roadmap for AI capabilities Phase 1 Read-only intelligence layer “What you missed” and “what’s at risk” reporting Phase 2 Write-back actions with guardrails Human-in-the-loop approvals Documentation How the system works How to extend it How to maintain and govern it How to Apply (Strict) Your proposal must include: A specific example of an AI system you owned that interacted with multiple tools Your high-level product and system architecture for this project Which LLM you would start with and why (from a product perspective) How you think about memory, permissions, and failure states Your availability Anything vague, generic, or purely technical without product ownership will be declined. Engagement Model Initial scoped project Long-term engagement likely for the right person We value judgment, product thinking, and system quality over speed Mandatory Inclusion Describe a system you owned where an AI agent read from one application and wrote actions into another. What went wrong, and how did you correct or govern it? Apply tot his job

Back to blog

Common Interview Questions And Answers

1. HOW DO YOU PLAN YOUR DAY?

This is what this question poses: When do you focus and start working seriously? What are the hours you work optimally? Are you a night owl? A morning bird? Remote teams can be made up of people working on different shifts and around the world, so you won't necessarily be stuck in the 9-5 schedule if it's not for you...

2. HOW DO YOU USE THE DIFFERENT COMMUNICATION TOOLS IN DIFFERENT SITUATIONS?

When you're working on a remote team, there's no way to chat in the hallway between meetings or catch up on the latest project during an office carpool. Therefore, virtual communication will be absolutely essential to get your work done...

3. WHAT IS "WORKING REMOTE" REALLY FOR YOU?

Many people want to work remotely because of the flexibility it allows. You can work anywhere and at any time of the day...

4. WHAT DO YOU NEED IN YOUR PHYSICAL WORKSPACE TO SUCCEED IN YOUR WORK?

With this question, companies are looking to see what equipment they may need to provide you with and to verify how aware you are of what remote working could mean for you physically and logistically...

5. HOW DO YOU PROCESS INFORMATION?

Several years ago, I was working in a team to plan a big event. My supervisor made us all work as a team before the big day. One of our activities has been to find out how each of us processes information...

6. HOW DO YOU MANAGE THE CALENDAR AND THE PROGRAM? WHICH APPLICATIONS / SYSTEM DO YOU USE?

Or you may receive even more specific questions, such as: What's on your calendar? Do you plan blocks of time to do certain types of work? Do you have an open calendar that everyone can see?...

7. HOW DO YOU ORGANIZE FILES, LINKS, AND TABS ON YOUR COMPUTER?

Just like your schedule, how you track files and other information is very important. After all, everything is digital!...

8. HOW TO PRIORITIZE WORK?

The day I watched Marie Forleo's film separating the important from the urgent, my life changed. Not all remote jobs start fast, but most of them are...

9. HOW DO YOU PREPARE FOR A MEETING AND PREPARE A MEETING? WHAT DO YOU SEE HAPPENING DURING THE MEETING?

Just as communication is essential when working remotely, so is organization. Because you won't have those opportunities in the elevator or a casual conversation in the lunchroom, you should take advantage of the little time you have in a video or phone conference...

10. HOW DO YOU USE TECHNOLOGY ON A DAILY BASIS, IN YOUR WORK AND FOR YOUR PLEASURE?

This is a great question because it shows your comfort level with technology, which is very important for a remote worker because you will be working with technology over time...