Product Analytics Guides
This collection contains repeatable workflows for answering product questions with observable behavior and targeted feedback. It covers session replay review, AI-assisted analysis, survey design, evidence quality, UX research, and prioritization.
Each guide is designed to be useful before signup: define the question, gather the right evidence, understand its limits, and choose a bounded next action.

Session Replay AI vs Manual Review: When to Use Each
Compare manual session replay review with AI-assisted replay analysis, and learn when product teams should use each workflow.
Session Replay Assistant Prompts for Product Teams
Use safer session replay assistant prompt patterns for product teams that need evidence-backed findings instead of broad AI guesses.

Session Replay Evidence Confidence Matrix
Use this matrix to decide whether an AI-surfaced session replay pattern is a lead, repeated pattern, segmented pattern, supported finding, or unclear result.

Session Replay Summaries vs Evidence Review
Learn when AI session replay summaries are useful, when teams still need representative evidence, and how to avoid acting on confident but weak findings.
When Not to Trust AI Session Summaries
Learn when AI session summaries are too weak for product decisions and how to turn them into verified replay evidence instead.

Dead Click Analysis: Triage Non-Responsive Clicks
Learn how to triage dead clicks with session replay, heatmaps, cohorts, and a fix log without treating every non-responsive click as proof of frustration.

Pricing Page Evaluation Checklist
Use this checklist to diagnose SaaS pricing-page friction across plan clarity, proof, trust, hidden-cost anxiety, and next-step commitment.

Session Replay Analysis Workflow
Learn a practical workflow for choosing which session replays to review, tagging repeated friction patterns, combining evidence with metrics or feedback, and deciding the next fix.

Session Replay Evidence Review Template
Use this template to turn session replay observations into structured evidence for signup, onboarding, pricing, and product-flow decisions.

Signup Friction Diagnostic Checklist
Diagnose signup abandonment with a checklist that maps form, trust, source, and onboarding friction to behavior evidence and targeted prompts.