Product AI Skills

A/B Testing

Helps design statistically rigorous A/B tests for marketing campaigns, landing pages, and product features. Calculates required sample sizes, defines success metrics, sets up test variants, and analyzes results with confidence intervals. Prevents common testing mistakes like peeking and underpowered tests.

Chatbot Automation

Creates intelligent chatbot workflows that handle common customer queries, collect information, and route complex issues to human agents. Designs conversation flows, configures response templates, and tracks chatbot performance metrics like resolution rate and handoff rate.

Cohort Analysis

Performs cohort analysis to understand user retention, engagement, and revenue patterns over time. Groups users by signup date, acquisition channel, or plan type and tracks how their behavior changes week over week. Identifies which cohorts retain best and what drives long-term engagement.

Dashboard Generation

Creates custom analytics dashboards with key performance indicators, interactive charts, and automated data refresh schedules. Connects to data sources, designs metric visualizations, and sets up alerting for KPI thresholds. Supports executive dashboards, team dashboards, and operational monitoring views.

Design Handoff

Facilitates the design-to-development handoff process. Extracts design specs from Figma, generates component documentation, exports assets, and creates implementation checklists. Ensures developers have all the information they need to build pixel-perfect implementations.

Event Tracking

Designs and implements product analytics event tracking plans. Defines event naming conventions, required properties, and validation rules. Creates tracking documentation, generates implementation code, and validates event data quality across platforms.

Funnel Analysis

Analyzes user conversion funnels to identify where users drop off and why. Calculates conversion rates between steps, compares funnels across segments, and recommends optimizations. Supports funnels for onboarding, checkout, feature adoption, and custom user journeys.

Knowledge Base Management

Manages a customer-facing knowledge base with article creation, content organization, and gap analysis. Identifies missing articles based on support ticket patterns, generates draft articles from resolved tickets, and tracks article effectiveness by deflection rate and helpfulness scores.

Release Notes Generator

Generates well-formatted release notes by analyzing merged pull requests, commit messages, and resolved issues since the last release. Categorizes changes into features, bug fixes, improvements, and breaking changes. Supports multiple output formats including markdown, Slack, and email.

Wiki Management

Manages team knowledge bases and wikis in Notion or Google Docs. Organizes content with consistent structure templates, detects stale or outdated pages, ensures search discoverability, and tracks content coverage gaps. Helps teams maintain up-to-date, findable documentation.