Shivam.Consulting Blog
AI products, enablement & hiring
- AI Strategy (374)
- Generative AI (108)
- IT Leadership (37)
- Leadership (79)
- Product Management (369)
- Product Management Leadership (341)
- Uncategorized (32)
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How Amplitude AI Feedback Turns Noise into Product Signal You Can Ship With Confidence
Customer feedback is abundant, but reliable product signal is rare. With Amplitude AI Feedback, I turn fragmented qualitative input into evidence-backed insights tied to real user…
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AI-Ready Data Governance: A Practical Trust Framework
A practical operating model to trace AI inputs, enforce access, automate quality controls, and prove trust without slowing delivery.
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From Activation to Retention: A Practical Experiment System
A practical system for defining activation, proving its link to retention, and running experiments that improve durable product use.
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How to Build Self-Service Analytics Teams Actually Trust
A practical operating model for giving product teams faster answers without sacrificing metric consistency, data quality, privacy, or analyst leverage.
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Own Your AI: 4 Essential Roles to Supercharge Support and Prevent Performance Drift by 2026
AI doesn’t fail because models are weak; it fails when no one owns performance. In this third installment of my 2026 customer service planning series, I…
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AI vs. Human Judgment in Customer Interviews: The Hard‑Won Lessons That Changed My Mind
I’ve changed my stance on using AI for customer interview analysis and synthesis after six months of hands-on experiments. AI raises the floor for beginners, but…
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From Output to Outcomes: How I Align Stakeholders Around a True Product Operating Model
Shifting to a true product operating model means moving from “shipping roadmaps of features (output)” to achieving “business results (outcomes).” In this first-person playbook, I share…
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Unlock AI Product Roadmaps: Essential Tools Every PM Needs to Prioritize and Ship Faster
The AI era demands roadmaps that learn as fast as your customers do. In this first-person playbook, I share how I connect AI strategy to product…
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AI Product Owner in 2026: The High-Impact Role Every Team Needs to Win With AI
The AI Product Owner is the keystone role that converts AI strategy into measurable outcomes. I explain how it differs from traditional Product Management, the core…
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How to Build Marketing Analytics That Measures Revenue
Connect campaigns, product activation, CRM stages, retention, and experiments to revenue decisions without mistaking attribution for causality.
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How to Build a Conversation-Based Customer Experience Score
Learn how to design an explainable conversation score, validate its coverage, route each driver to an owner, and judge when it can replace CSAT.
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How to Design a Product Community of Practice That Works
A practical operating model for turning a product community of practice into sharper critiques, reusable knowledge, and visible decision changes.
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AI-Enabled Customer Support Roles: A Practical Org Design
A practical model for assigning AI quality, knowledge, conversation design, automation, and human escalation without hiring too early.
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Dormant User Win-Back Strategy: A Practical Playbook
A practical framework for segmenting dormant users, rebuilding their path to value, orchestrating outreach, and measuring durable reactivation.
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25 High-Impact Career Paths for Software Engineers Beyond Coding: My Real-World Playbook
This first-person playbook shows how engineers can pivot into high-impact roles that go beyond coding while compounding their core strengths. I explain which skills transfer cleanly…
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Mastering Data Governance in the AI Era: Move Fast, Reduce Risk, and Unlock Trusted Insights
AI is changing the rules of data governance, and the winners will combine speed with trust. In this piece, I share a practical blueprint for building…
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How I Use ChatGPT to Supercharge Product Management: Workflows, Prompts, and PM Playbooks
ChatGPT has become a practical force multiplier in my product workflows, from discovery and strategy to delivery and growth. I use it to synthesize interviews, clarify…
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How We Built an AI Sleep Coach: CBTI, Voice AI, and a Product Playbook for Better Rest
I break down how Rest turned CBTI into a voice-first AI sleep coach that feels personal, safe, and effective. The team discovered a high-intent niche in…
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High-Quality Data, High-Velocity AI: My Product Playbook for Governance, Trust, and Scale
High-quality data is the fastest path to real AI impact. I outline how data contracts, privacy-by-design, and a unified analytics platform create the foundation for trustworthy,…
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How to Scale Enterprise Sales Without Breaking Product Strategy
A practical operating system for diagnosing enterprise readiness, protecting the ICP, building sales capacity, and making growth repeatable.
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Browse topics
- AI Strategy (374)
- Generative AI (108)
- IT Leadership (37)
- Leadership (79)
- Product Management (369)
- Product Management Leadership (341)
- Uncategorized (32)
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