Insights & Guides
Deep dives on product management agents, PM workflows, VoC analysis, and enterprise governance.
What is a Product Management Agent? A practical guide for enterprise SaaS
Learn what product management agents are, how they differ from copilots, and how enterprise teams use them to automate PM workflows while maintaining control.
Draft-only AI agents: how to get autonomy without losing control
Explore the draft-only pattern for AI agents; how to give agents autonomy over workflows while keeping humans in control of all external writes.
From Slack to PRD: turning internal signal into scoped product work
A practical guide to capturing product signal from Slack conversations and transforming it into well-scoped PRDs with AI assistance.
Voice of Customer at scale: clustering themes from support, community, and calls
How to synthesize customer feedback from multiple sources into actionable themes using AI-powered clustering and evidence-based analysis.
Meeting prep packs for PMs: the fastest way to compound product insight
Learn how AI-generated meeting prep packs help PMs arrive prepared with customer context, open issues, and strategic talking points.
Competitor intel diffs: tracking what changed and why it matters
A systematic approach to competitive intelligence that tracks pricing, features, and messaging changes with strategic implications.
Roadmap alignment memos: options, trade-offs, and executive-ready decisions
How to create alignment memos that present roadmap options with evidence, trade-offs, and clear recommendations for stakeholder decisions.
PRD automation that doesn't hallucinate: evidence, assumptions, and open questions
How to use AI for PRD drafting while avoiding hallucination through evidence grounding, explicit assumptions, and structured open questions.
How to design agent workflows with MCP connectors (and why it matters)
A technical guide to designing AI agent workflows using MCP (Model Context Protocol) connectors for enterprise tool integration.
Gong transcripts to product insights: extracting problems, quotes, and success criteria
How to systematically extract product insights from Gong call transcripts including pain points, feature requests, and competitive mentions.
Customer escalations: building a repeatable escalation → fix pipeline
How to turn customer escalations into fix specifications with root cause analysis, scope definition, and success criteria.
Product ops automation: what to standardize first in an enterprise team
A prioritization framework for product ops automation; which workflows to standardize first and how to measure success.
Cross-team dependencies: how agents detect drift before it burns a sprint
Using AI agents to monitor cross-team dependencies, detect risks early, and facilitate proactive communication.
Jira + Confluence + Slack: a practical operating system for product delivery
How to configure Jira, Confluence, and Slack as an integrated operating system for product teams with AI automation.
AI for search products: using analytics signals to prioritize what matters
How product teams can use search analytics (no-results queries, CTR, trends) to inform roadmap priorities and content strategy.
Agentic roadmaps: building strategy that updates with real customer evidence
How to create living roadmaps that automatically incorporate customer evidence, competitive changes, and analytics signals.
The enterprise PM toolkit: briefs, themes, PRDs, and sprint review packs
A comprehensive guide to the essential PM artifacts for enterprise teams and how AI agents can automate their creation.
Why "AI PM copilot" is not enough: the case for multi-step PM jobs
Why single-prompt copilots fall short for PM work and how multi-step agents that run complete workflows deliver better results.