The library

analytics · When you're instrumenting a site and need consistent, decision-first tracking architecture.

competitor-profiling · When you need repeatable, timestamped snapshots of 3-5 competitors for positioning and market analysis.

ab-testing · Validating product hypotheses where statistical rigor and p-value confidence matter more than speed.

lifecycle-marketing-campaigns · Product and growth teams when you need email flow templates for specific user segments (free → paid, trial expiration, churn win-back) with day-by-day structure.

competitor-content-tracker · Product strategy when you need quantified evidence of competitor activity (release velocity, topic focus, engagement trends) to inform roadmap priorities.

social-growth-engineer · Taking a consumer app from 0 to $20K MRR in 14-60 days through coordinated multi-account volume + UGC

analytics-tracking · Analyst or PM setting up comprehensive analytics for SaaS or product — covers full workflow from business context → decision questions → event naming → GA4 implementation, with templates for essential events.

analytics-tracking · PM or analyst implementing analytics for SaaS product — full workflow from business questions → event design → GA4 setup, with essential event templates for apps and marketing sites.

product-launch-gtm · Product teams when you need a launch sizing matrix to avoid oversized GTM for minor features while ensuring major innovations get full activation.

orthogonal-competitor-research · Competitive intelligence on established SaaS/tech competitors where pricing, product features, and leadership changes are public signals.

copywriting · Founders and product designers who want copy patterns and formulas they can use across the entire product without hiring a copywriter.

growth · Solo founders and growth PMs designing product-led acquisition where the product itself drives growth, not sales team.

programmatic-seo · When you have 50+ landing pages to create because programmatic SEO scales with quality checks (unique value, proper data sourcing, intent match).

assumption-mapper · Pre-build validation when a plan has multiple untested bets and you need to decide what to test first.

seo-visual · Verifying H1/CTA visibility, touch target sizing, and mobile responsiveness across multiple viewports.

finance-based-pricing-advisor · Best for: complex multi-phase orchestration with parallelization and adversarial gates.

SKILL · Comprehensive SEO baseline audit for new client sites or pre-launch validation when you want both LLM insights and script-backed evidence in one output.

firebase-in-app-messaging · Delivering contextual, event-triggered messages to users without interrupting payment flows or onboarding wizards.

product-campaign · Multi-channel product launches where coordinated visual identity is critical.

seo-audit · When you need a 16-category, 148-rule technical SEO audit because seomator is purpose-built for LLM consumption and covers crawlability → indexation → performance.

discovery-interview-prep · Product managers validating new markets or churn problems who need to avoid wasting customer time and research budget on misaligned interview design.

seo-performance · Diagnose page speed issues with real-user field data

sk-competitors · Early-stage founders completing Startup Kit Phase 3 to map competitive landscape and validate market opportunity before detailed GTM planning.

gtm · Founders with product that has embedded sharing potential (calendar tools, design tools, collaborative docs) who want to design the loop smartly instead of hoping for organic viral, and need launch sequencing that maximizes early K factor.

interview-me · Pre-spec phase where guessing wrong is still free—unpack vague asks like 'build me a dashboard' before committing to architecture.

cohort-analysis · Understanding long-term user engagement and identifying which cohorts churn early vs. stay engaged, informing retention experiments and feature adoption strategies.

outcome-roadmap · Shifting teams from feature-driven to impact-driven roadmaps, especially when product flexibility and strategic alignment matter more than delivery precision.

firebase-analytics · Implementing analytics tracking for user behavior, screen views, and conversion funnels in production Flutter apps.

app-analytics · Mobile teams who need structured metrics frameworks to answer business questions (retention/LTV/churn) rather than raw dashboards.

onboarding-optimization · Mobile teams with <40% D0 activation rate who need to cut onboarding friction to proven patterns vs custom design.

agency-phase-0-discovery · De-risking product ideas before engineering effort by validating market, users, regulations, and competitive space.

course-creator · When building courses that actually transform learners because you design backward from outcomes, ruthlessly cut bloat, and align format to goal.

ab-test-analysis · Data-driven product decisions when A/B test results need validation against statistical rigor and guardrail constraints before shipping.

crash-analytics · Mobile teams seeing >0.5% crash rate affecting App Store ranking and retention who need impact-based triage not frequency ranking.

niche-signal-discovery · Product teams or GTM founders discovering underserved micro-niches with clear intent signals.

market-research-analysis · Complex multi-phase orchestration where deterministic ordering and structured outputs are critical.

marketing-advantages · Positioning when you need to choose 1-2 defensible advantages to own vs trying to win on 10 features.

competitor-monitoring · Early-stage founders tracking 3-7 competitors weekly, where rapid signal detection enables tactical response to pricing changes, feature parity threats, and hiring signals.

design-sprint · When you have one critical business question, a committed team, and 5 uninterrupted days — not for iterative continuous product development or remote teams without synchronous time.

ai-product-canvas · Pre-build rigor check for any AI feature; prevents building technically impressive but commercially useless models; required for user-facing AI with safety implications.

design-handoff-brief · Kick-off conversation before designers open Figma; prevents rework by grounding design in user context, success criteria, and constraints upfront.

product-positioning · Crystallizing what you own in customer minds when you have VOC data and need ONE memorable positioning statement.

competitor-monitor · Competitive intelligence teams monitoring 3-8 competitors across multiple dimensions, where early signal detection enables strategic response before competitor moves fully execute.

ab-testing-framework · Quantifying impact of CTA, copy, or design changes before full rollout when conversion volume is sufficient for statistical power

competitor-analysis · Brand repositioning, market entry, or competitive differentiation where deep gap analysis reveals which positioning angles competitors ignore.

landing-page · Auditing an existing page for low conversion before redesign.

firebase-messaging · Sending cross-platform push notifications with reliable foreground, background, and terminated-state handling.

product-positioning-expert · Founders clarifying market positioning before launching campaigns or fundraising, when April Dunford framework is already known/trusted.

landing-page-design · Creating distinctive, high-conversion landing pages that stand out in saturated markets—when founder wants pages worth $50-100 that feel personally crafted.

ab-testing · Product and growth teams validating feature changes or messaging hypotheses before rolling out to 100% of users.