> ## Documentation Index
> Fetch the complete documentation index at: https://docs.xem.email/llms.txt
> Use this file to discover all available pages before exploring further.

# Project Roadmap

> Upcoming milestones for AI features and the Automation Builder

# Project Roadmap

This roadmap focuses on two pillars: AI‑assisted marketing and a visual Automation Builder. Timelines are indicative and may shift as we learn from users.

## Phase 1 — Foundations (In Progress)

### AI Building Blocks

* Content helpers: subject line and preview text suggestions
* Tone and length adjustments (shorten/expand, formal/casual)
* Send‑time recommendations (per audience segment)
* AI prompts library with safe defaults and guardrails

### Automation Builder (MVP)

* Visual canvas with nodes/edges (trigger, email, delay, decision)
* Draft → validate → launch flow with versioning
* Basic audience filters and goal tracking
* Execution engine with retries and idempotency

## Phase 2 — Optimization (Next)

### AI Optimization Loops

* Multi‑armed bandit for subject/content variants
* Auto‑segmentation based on behavior and recency‑frequency‑monetary (RFM) signals
* Automatic holdout groups and uplift measurement
* Content linting (spam terms, broken links, image/text ratio)

### Builder Enhancements

* Branching by attributes (segment, tag, lifecycle stage)
* Reusable subflows and templates
* Real‑time run view (per‑node throughput, failures, dwell time)
* Rollback and one‑click clone to new version

## Phase 3 — Autonomy (Planned)

### AI Agents

* Goal‑based campaigns (e.g., “increase trial activations by 10%”)
* Continuous learning from cohort outcomes
* Anomaly detection (deliverability, bounce spikes, blocklists)
* Smart throttling across providers to protect reputation

### Builder at Scale

* Multi‑workspace libraries with permissions
* Programmatic flow APIs + import/export (JSON)
* Canary launches and staged rollouts
* Cross‑channel hooks (webhooks to SMS/CRM/ads)

## Technical Notes

* Privacy: opt‑in usage analytics; redact PII before model prompts
* Safety: rate limits, circuit breakers, and guardrails on AI actions
* Observability: per‑variant metrics with confidence intervals
* Extensibility: provider‑agnostic interfaces for LLMs and SMTP

## How to Influence the Roadmap

* Open a discussion: [https://github.com/posthoot/mail/discussions](https://github.com/posthoot/mail/discussions)
* File an issue/feature: [https://github.com/posthoot/mail/issues](https://github.com/posthoot/mail/issues)
* Join Discord: [https://discord.gg/MXQgb9s5bA](https://discord.gg/MXQgb9s5bA)

We prioritize roadmap items that clearly improve outcomes (opens, clicks, activations) while preserving privacy and reliability.