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| Week | Milestone | |------|-----------| | 1 | Define KPIs (CTR, conversion, avg. session duration). Set up consent‑aware data layer (GTM). | | 2 | Export existing product/content catalog to a normalized JSON/CSV feed. | | 3 | Deploy a sandbox instance of the recommendation service (AWS Personalize trial). | | 4 | Build a simple React widget that fetches “top‑3” recommendations via a /api/recommendations endpoint. | | 5 | Integrate the widget into the homepage; add a “Save for later” button that writes to a cookie‑based profile. | | 6 | Run an A/B test (personalized vs. static homepage) for 2 weeks. | | 7 | Analyse results; tune model hyper‑parameters or add additional event signals (e.g., scroll depth). | | 8 | Roll out to all pages, add multilingual support (if needed), and document the feature for future iterations. | In the vast ocean of domain names and

| ✅ What you get | 📈 Expected lift | |----------------|-----------------| | Dynamic “Recommended for You” carousel on every page | +12 % click‑through | | Personalized hero banner (image + copy) | +8 % conversion on landing pages | | “My Favorites” widget that syncs across devices | +5 % repeat‑visit rate | | Analytics dashboard showing segment performance | Faster marketing decisions | | Business Goal | How the feature helps

| Business Goal | How the feature helps | |---------------|------------------------| | Increase conversion (sales, sign‑ups, enquiries) | Personal relevance lifts click‑through rates by 15‑30 % on average (case studies from Shopify & HubSpot). | | Boost time‑on‑site | Users stay 2‑3× longer when presented with content that matches their interests. | | Differentiate from competitors | Few local‑market sites in the region use real‑time AI personalization; it becomes a clear USP (“the site that knows what you need”). | | Collect actionable insights | The engine logs preference clusters, letting you fine‑tune marketing campaigns without extra surveys. | | Improve SEO | Lower bounce rates & higher engagement signal to Google that the page is valuable, nudging rankings up. |