Living Implementation Plan
This page is the source of truth for obvious product, growth, and monetization improvements. Start a new chat and ask to continue from this file: src/app/improvement-roadmap/page.tsx
Prioritize high-impact items first: speed, SEO hubs, conversion, monetization experiments, then analytics and reliability hardening.
Owner: product-engineering
Added a mobile speed baseline script that records homepage and major course-page metrics using PageSpeed Insights with a fetch fallback.
Next action: Run the baseline weekly and use the generated report to prioritize the next specific LCP/INP bottlenecks.
Owner: content-engineering
Launched a hub system with 10 starter pages across AP Calculus, SAT, and AP Biology, plus a hubs index and sitemap coverage.
Next action: Measure organic traffic and expand the hub set based on search demand and internal clickthrough.
Owner: growth
Added a lightweight post-completion CTA A/B test on three daily-question pages with impression and click analytics.
Next action: Review variant performance and roll the better CTA into additional daily-question templates.
Owner: growth-monetization
Created a per-template ad experiment matrix and activated the first topic-page ad-density experiment for a deterministic traffic split.
Next action: Compare RPM and engagement before extending experiments to course and daily-question templates.
Owner: content-engineering
Added automated daily-pool depth auditing, report generation scripts, and a cron endpoint for weekly thin-pool visibility.
Next action: Use the generated reports to prioritize the next thin pools for content expansion.
Owner: growth-data
The funnel stack now includes persisted attribution, admin trends, alerting, cron delivery, ack/snooze controls, escalation routing, runbooks, tickets, monthly digest data, and operational response metrics.
Next action: Monitor monthly digest trends and trim any low-signal events if the dashboard becomes noisy.
Owner: product-engineering
Added related-topic discovery cards to both topic and course templates, with click tracking for downstream measurement.
Next action: Review related-topic clickthrough and expand the pattern to more templates if it lifts pages/session.
Owner: platform
Added route smoke checks, CI health wait logic, and build-time depth auditing to guard diagnostic, daily-question, and content-page flows.
Next action: Keep the smoke suite lean and add only the next highest-value learner flows when regressions justify it.