Senior Product Manager (AI Evaluation & Product Strategy)

📍 Job Overview

Job Title: Senior Product Manager (AI Evaluation & Product Strategy)

Company: Gramian Consulting Group

Location: Texas, United States

Job Type: Contractor

Category: Product Management / AI Evaluation

Date Posted: 2026-08-24

Experience Level: Mid-Senior Level

Remote Status: Fully Remote

🚀 Role Summary

• This role is focused on leveraging senior-level product management expertise to define, create, and evaluate high-quality product management deliverables, particularly in the context of AI-generated outputs.

• Candidates will design realistic product scenarios and craft exemplary documentation, including Product Requirements Documents (PRDs), product strategies, roadmaps, and launch materials.

• A key aspect involves developing robust evaluation rubrics and providing structured feedback to assess and improve AI-generated product management content.

• The position requires a strong understanding of established Product Management frameworks and the ability to apply them to both creation and evaluation tasks.

📝 Enhancement Note: While the title includes "AI Evaluation," the description explicitly states "No prior AI experience is required." The focus is on applying deep product management expertise to evaluate AI outputs, not on developing AI models. This role is for experienced PMs who can set a high bar for product strategy and execution.

📈 Primary Responsibilities

• Design and develop realistic, high-impact product management scenarios that mimic real-world workflows, decision-making processes, and trade-offs.

• Create "gold-standard" reference deliverables, including comprehensive Product Requirements Documents (PRDs), strategic roadmaps, launch memos, executive updates, and cross-functional communication briefs.

• Develop detailed product strategy scenarios that encompass prioritization challenges, customer needs assessment, competitive analysis, and execution decisions.

• Critically evaluate AI-generated product management deliverables for structure, logical reasoning, technical depth, clarity of objectives, and overall stakeholder alignment.

• Define, refine, and apply detailed evaluation rubrics and criteria for assessing senior-level product management outputs, focusing on common pitfalls like vague objectives or weak prioritization.

• Provide constructive, structured, and actionable feedback to enhance the quality, accuracy, and effectiveness of AI-generated product management content.

• Ensure all created scenarios and evaluated deliverables authentically reflect high-impact product workflows and strategic decision-making processes.

• Apply established Product Management frameworks (e.g., Jobs-to-be-Done, opportunity solution trees, prioritization models) consistently in both the creation and evaluation phases.

📝 Enhancement Note: The responsibilities highlight a blend of content creation and critical analysis. Candidates must be adept at both producing polished, senior-level PM artifacts and dissecting them with a keen eye for detail and strategic alignment, a skill crucial for setting benchmarks for AI capabilities.

🎓 Skills & Qualifications

Education: While no specific degree is mandated, a Bachelor's degree in a related field (e.g., Computer Science, Engineering, Business, Marketing) is typically expected for senior product management roles. Advanced degrees or relevant certifications are a plus.

Experience: Minimum of 4 years of professional Product Management experience, with a strong preference for experience in major technology companies (FAANG equivalent) or other high-scale, high-growth product environments.

Required Skills:

• Demonstrated hands-on ownership and creation of Product Requirements Documents (PRDs), product roadmaps, launch documentation, and executive-level presentations.

• Proven expertise in developing and articulating product strategy, including effective prioritization methodologies and roadmap planning.

• Practical knowledge and application of core PM frameworks such as Jobs-to-be-Done (JTBD), opportunity solution trees, or various prioritization models.

• Significant experience collaborating closely with cross-functional teams, including engineering, design, data science, marketing, and business stakeholders.

• Exceptional written English communication skills, with a proven ability to craft clear, concise, and persuasive documentation for both technical and executive audiences.

• Experience in developing polished, decision-oriented product documentation that drives action and alignment. Preferred Skills:

• Experience in evaluating or providing feedback on AI-generated content or tools.

• Familiarity with AI/ML concepts and their application in product development (though not explicitly required for this role).

• Experience in a consulting environment or working on diverse projects across different product areas.

• Ability to define and implement standardized processes for quality assurance and evaluation.

📝 Enhancement Note: The "substantial Product Management experience in a major technology company (FAANG) or comparable high-scale environment" is a critical differentiator. This implies a need for candidates who understand the complexities of large-scale product development, rigorous evaluation processes, and executive-level communication standards.

📊 Process & Systems Portfolio Requirements

Portfolio Essentials:

• Showcase of meticulously crafted PRDs that clearly define product scope, user stories, technical requirements, and success metrics.

• Examples of strategic product roadmaps, illustrating how long-term vision translates into actionable phases, including prioritization rationale.

• Demonstrations of comprehensive launch plans and memos, detailing go-to-market strategies, cross-functional coordination, and post-launch analysis.

• Case studies of product strategy development, highlighting how trade-offs were made, customer needs were addressed, and strategic goals were set. Process Documentation:

• Evidence of designing and documenting product workflows, from ideation and requirements gathering through to launch and iteration.

• Examples of creating evaluation frameworks or rubrics for assessing product quality, strategic alignment, or execution effectiveness.

• Documentation demonstrating how you've applied specific PM frameworks (e.g., JTBD, Opportunity Solution Trees) to structure product thinking and decision-making.

📝 Enhancement Note: Given the role's focus on evaluating AI outputs against senior-level standards, a portfolio should explicitly demonstrate the candidate's ability to create "gold-standard" documentation and articulate the strategic thinking behind it. This includes showing how they've defined success criteria and made difficult prioritization decisions.

💵 Compensation & Benefits

Salary Range: $60 - $100 per hour. This range is competitive for senior-level contract Product Managers in the US market, reflecting the specialized nature of evaluating AI outputs and the requirement for high-caliber experience.

Benefits:

• As a contractor, standard employee benefits (health insurance, retirement plans, paid time off) are typically not provided by the hiring company.

• Potential for flexible work hours within the context of remote work.

• Opportunity to work on a cutting-edge project involving AI and product management evaluation.

• Direct exposure to evolving AI technologies and their application in professional services.

Working Hours: The role is listed with an implied 40 hours per week, typical for a full-time contractor assignment. Flexibility may be available, but consistent availability for collaboration and deliverable creation will be expected.

📝 Enhancement Note: The hourly rate suggests a senior individual contributor role with significant responsibility. Candidates should factor in their own benefits and tax considerations when evaluating contract roles. The rate reflects the demand for experienced PMs capable of high-level strategic thinking and evaluation.

🎯 Team & Company Context

🏢 Company Culture

Industry: IT professional services and engineering talent solutions, with a specialization in helping companies build high-performing teams. The company operates as a boutique consultancy.

Company Size: Specific size not provided, but "boutique consultancy" suggests a smaller to medium-sized firm (e.g., 50-250 employees). This often means a more agile, hands-on environment with direct access to leadership.

Founded: Founding date not specified.

Team Structure:

• This role is likely an individual contributor position, reporting to a project lead or a senior manager within Gramian Consulting Group.

• Collaboration will be key, with frequent interaction with other product managers, AI specialists (if any on the project), and potentially clients of Gramian.

• The project team will likely be lean and focused, typical of a consultancy engagement. Methodology:

• Data-driven decision-making and a focus on measurable outcomes are likely core to Gramian's approach.

• Emphasis on rigorous evaluation and quality assurance, especially for this specific project.

• Agile methodologies may be employed for project management and client engagements.

Company Website: https://jobs.workable.com/company/kANY7hHLXDH7fUqyifRLmf/jobs-at-gramian-consulting-group

📝 Enhancement Note: As a consulting group, Gramian's culture likely emphasizes professionalism, client satisfaction, and delivering high-quality, expert-level work. The "boutique" nature suggests a more personal and collaborative environment compared to large corporations, allowing for greater individual impact.

📈 Career & Growth Analysis

Operations Career Level: This role represents a senior-level individual contributor position within the Product Management discipline. It's an opportunity to apply extensive PM experience in a specialized capacity, focusing on evaluation and strategy definition rather than day-to-day product ownership.

Reporting Structure: As a contractor, the reporting structure will be defined by the project. The candidate will likely report to a Project Manager or a Senior Consultant at Gramian Consulting Group, with direct oversight and feedback on their deliverables.

Operations Impact: The primary impact of this role is to elevate the quality and strategic rigor of product management processes, particularly as they relate to AI-generated outputs. By defining excellent standards and providing critical evaluations, this role directly contributes to the development of more sophisticated AI tools for product management and helps Gramian's clients achieve better outcomes through improved product strategy.

Growth Opportunities:

• Skill Specialization: Deepen expertise in AI evaluation methodologies and advanced product strategy formulation.

• Consulting Experience: Gain valuable experience in a consulting setting, working with diverse clients and project types.

• Industry Insight: Develop a nuanced understanding of how AI is transforming product management and the tech industry.

• Network Expansion: Build professional connections within Gramian Consulting Group and potentially with their clients.

📝 Enhancement Note: This role offers a unique growth path for experienced PMs looking to pivot into a more advisory or evaluative capacity, leveraging their strategic skills in a novel application area. It's less about climbing a traditional product management ladder and more about specialized expertise development.

🌐 Work Environment

Office Type: Fully Remote. This role is designed for individuals based in the United States, offering the flexibility to work from any suitable home office location.

Office Location(s): Remote, US-based. The company specifically mentions "Texas, United States" as a primary location focus or requirement, but the role is telecommute.

Workspace Context:

• Candidates will need a reliable internet connection and a professional home office setup to effectively perform their duties, create documentation, and participate in virtual meetings.

• The work environment will be predominantly digital, relying on collaboration tools, document sharing platforms, and video conferencing.

• While remote, there will be opportunities for collaboration with a distributed team, requiring strong asynchronous and synchronous communication skills.

Work Schedule: The role is listed as a contractor assignment with an implied 40 hours per week. While remote work offers flexibility, candidates should be prepared to adhere to project deadlines and potentially align with team meeting schedules, which may fall within standard US business hours, particularly those in the Central Time Zone (America/Chicago) indicated for Texas.

📝 Enhancement Note: The "TELECOMMUTE" and "Remote Solely" designations confirm this is a fully remote position. While US-based candidates are preferred, the specific mention of Texas might indicate a preference for candidates within that time zone for easier synchronous collaboration.

📄 Application & Portfolio Review Process

Interview Process:

• Initial Screening: A review of your resume and portfolio to assess experience against the core requirements, particularly in PRD creation, product strategy, and executive communication.

• Skills Assessment/Case Study: Candidates may be asked to complete a take-home assignment or participate in a live case study where they design a product scenario, create a key deliverable (e.g., a PRD or strategy outline), and/or evaluate a sample AI output against defined criteria.

• Hiring Manager/Team Interview: A deeper dive into your experience, product philosophy, problem-solving approach, and ability to articulate complex ideas clearly. This stage will likely assess your understanding of PM frameworks and your ability to provide structured feedback.

• Final Interview: Potentially with senior leadership or a client representative, focusing on cultural fit, strategic thinking, and overall suitability for the consulting engagement.

Portfolio Review Tips:

• Highlight Quality over Quantity: Showcase 2-3 of your strongest, most impactful PRDs, roadmaps, or strategy documents. Ensure they are well-structured, clear, and demonstrate strategic depth.

• Emphasize Process: For each portfolio piece, briefly explain the problem it solved, your role, the key decisions made (especially trade-offs), and the outcome.

• Demonstrate Evaluation Skills: If possible, include an example of how you've provided feedback on product plans, or articulate your process for evaluating strategic documents.

• Tailor to the Role: Frame your experience in terms of designing scenarios and creating "gold-standard" deliverables, as this is central to the job description.

Challenge Preparation:

• Scenario Design: Practice creating realistic product management scenarios for different types of products (e.g., B2B SaaS, consumer tech) and various stages of the product lifecycle.

• Deliverable Creation: Be ready to quickly outline or draft key sections of a PRD, roadmap, or launch memo under timed conditions.

• Evaluation Frameworks: Prepare to discuss how you would evaluate an AI-generated PRD, identifying potential weaknesses in areas like scope definition, user needs, technical feasibility, and success metrics.

• PM Frameworks: Refresh your understanding of JTBD, opportunity solution trees, and prioritization models, and be ready to apply them conceptually.

📝 Enhancement Note: The emphasis on "design realistic product scenarios" and "create high-quality reference deliverables" means your portfolio should be your strongest asset. Be prepared to discuss the why behind your decisions and how you define "excellence" in product management documentation.

🛠 Tools & Technology Stack

Primary Tools:

• Documentation Platforms: Proficiency with tools like Google Docs, Microsoft Word, Notion, or Confluence for creating and managing PRDs, launch memos, and strategy documents.

• Roadmapping Software: Familiarity with tools such as Jira (with roadmap plugins), Aha!, Productboard, or similar for creating and visualizing product roadmaps.

• Presentation Software: Expertise in tools like Google Slides, Microsoft PowerPoint, or Keynote for executive reviews and stakeholder presentations.

Analytics & Reporting:

• While not a primary focus, understanding how to reference or interpret data for product strategy and evaluation is beneficial. Familiarity with analytics platforms (e.g., Google Analytics, Mixpanel, Amplitude) can be helpful. CRM & Automation:

• General understanding of CRM systems (e.g., Salesforce) and how product decisions impact sales and customer success workflows.

📝 Enhancement Note: The role is less about mastering specific operations tools and more about demonstrating mastery of the output of product management processes. The key is the ability to produce high-quality documentation and strategic artifacts, regardless of the specific tool used for their creation.

👥 Team Culture & Values

Operations Values:

• Excellence and Precision: A commitment to producing work of the highest standard, especially in documentation and strategic planning.

• Rigor and Critical Thinking: Applying a deep, analytical approach to problem-solving and evaluation.

• Collaboration and Communication: Valuing clear, effective communication and teamwork across diverse functions.

• Adaptability and Learning: Embracing new challenges, including the evaluation of emerging technologies like AI, and continuously refining skills.

• Client Focus: Understanding and meeting the needs of clients through expert delivery and tailored solutions.

Collaboration Style:

• Expect a collaborative environment where ideas are shared and debated constructively.

• Communication will likely be primarily digital (Slack, email, video calls).

• The ability to provide and receive feedback openly and professionally is crucial.

• Success will depend on effectively working with internal Gramian teams and potentially interacting with client stakeholders.

📝 Enhancement Note: As a consultancy, Gramian's culture will likely reflect a professional, results-oriented ethos. The project's specific nature—evaluating AI outputs—suggests a team that values innovation, critical analysis, and a forward-thinking approach to product development.

⚡ Challenges & Growth Opportunities

Challenges:

• Defining "Excellence": Translating subjective concepts of high-quality product management into objective evaluation criteria for AI.

• AI Limitations: Identifying and articulating common weaknesses in AI-generated content that human PMs would naturally avoid.

• Remote Collaboration: Maintaining seamless communication and collaboration within a distributed team environment.

• Project Scope: Adapting to potentially evolving project requirements and client feedback within a contract engagement.

Learning & Development Opportunities:

• AI Evaluation Expertise: Becoming a subject matter expert in assessing AI-generated product management content.

• Consulting Acumen: Developing skills in client management, project delivery, and advisory services.

• Product Strategy Mastery: Refining strategic thinking and execution planning through diverse scenario design.

• Exposure to Cutting-Edge Tech: Gaining firsthand experience with AI's role in professional services and product development.

📝 Enhancement Note: This role presents a unique challenge of setting the benchmark for AI in a highly human-centric field like product management. It requires not just doing the work, but defining what good work looks like, which is intellectually stimulating and strategically valuable.

💡 Interview Preparation

Strategy Questions:

• "Describe a time you had to make a difficult prioritization decision for a product. What was your process, and how did you communicate it?" (Focus on trade-offs, data, and stakeholder management).

• "How do you approach defining product strategy for a new feature or product? What frameworks do you use?" (Be ready to discuss JTBD, opportunity solution trees, market analysis, etc.).

• "Imagine an AI generated a PRD for a complex feature. What are the first 3-5 things you would look for to evaluate its quality and completeness?" (Focus on clarity of objectives, user needs, success metrics, technical scope, and potential omissions). Company & Culture Questions:

• "What do you understand about Gramian Consulting Group and our focus on IT professional services and talent solutions?" (Research their website and LinkedIn).

• "How do you approach providing constructive feedback to peers or AI systems?" (Highlight professionalism, clarity, and actionable insights).

• "Describe your experience working in a remote or distributed team environment. What strategies do you use to stay connected and productive?" Portfolio Presentation Strategy:

• Structure: For each piece, present the problem, your solution (the deliverable), your process, and the impact/outcome.

• Focus on Strategic Rationale: Clearly articulate the "why" behind your decisions, especially regarding prioritization and strategy.

• Demonstrate Evaluation Mindset: When discussing your work, subtly highlight elements that demonstrate your critical thinking and ability to assess quality. For example, "I ensured the PRD clearly defined success metrics to avoid ambiguity, which is crucial for measuring impact."

• Conciseness: Be prepared to walk through your portfolio efficiently, highlighting key aspects relevant to the role's requirements.

📝 Enhancement Note: Be ready to articulate your personal definition of "senior-level product management work." This role is about setting the bar, so demonstrating your understanding of what that bar should be is paramount.

📌 Application Steps

To apply for this operations position:

• Submit your application through the provided link on Workable.

• Portfolio Customization: Curate your portfolio to prominently feature examples of PRDs, roadmaps, and product strategy documents that exemplify high-quality, strategic thinking. Ensure these pieces demonstrate your ability to create "gold-standard" deliverables.

• Resume Optimization: Tailor your resume to highlight your 4+ years of experience in major tech companies or comparable environments, emphasizing your hands-on ownership of product strategy, documentation, and cross-functional collaboration. Use keywords from the job description.

• Interview Preparation: Practice articulating your product management philosophy, your approach to scenario design, and how you would evaluate AI-generated outputs using specific PM frameworks. Prepare to discuss your portfolio pieces in detail.

• Company Research: Familiarize yourself with Gramian Consulting Group's services and client base to understand their context and how your expertise can add value. Research the importance of AI evaluation in modern product development.

⚠️ Important Notice: This enhanced job description includes AI-generated insights and operations industry-standard assumptions. All details should be verified directly with the hiring organization before making application decisions.

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