I’m ready to take our SaaS platform from “helpful” to “proactive” and need a developer who can weave AI directly into the user experience. The focus is on our end customers: they should receive timely alerts, insightful predictions, and at-a-glance analytics without having to dig for information. Here’s what I want to see working inside the product: • Intelligent alerts & reminders – Task-deadline nudges that pop up before users stall – System-update notices that explain changes in plain language – Personalised recommendations that adapt to each user’s behaviour • Predictive insights – Models that learn from past activity to surface “next best actions” and flag potential risks • Real-time analytics & reporting – Live dashboards, downloadable reports, and an API endpoint so teams can feed the data into their own BI tools I’ll provide access to our existing codebase, data streams, and product roadmap. You’ll propose the ML approach, set up any required pipelines, and wire everything into our current UI and notification system. Clean, well-commented code and clear documentation are mandatory so our in-house team can extend what you build. Acceptance criteria: 1. End-to-end demo showing alerts firing for deadline, update, and recommendation scenarios. 2. Predictive insight module that predicts at least one actionable metric with >75 % accuracy on our validation set. 3. Real-time dashboard rendering sub-second updates for key metrics, plus CSV/JSON export. 4. Documentation covering architecture, model retraining steps, and API contracts. If you’ve integrated AI-driven alerts or streaming analytics in production before, I’d love to see it. Let’s make our platform think ahead for our users.