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

# Roadmap

> What's available now and what's coming next for the AI Analyst

The AI Analyst is actively evolving based on customer needs. This roadmap shows what's available today and what's being built next.

<Note>
  Upcoming features are subject to change based on customer feedback and priorities.
</Note>

***

## Roadmap at a Glance

<CardGroup cols={4}>
  <Card title="Recently Shipped" icon="chart-line">
    New releases now live.
  </Card>

  <Card title="Available Now" icon="message-bot">
    Current capabilities you can use today.
  </Card>

  <Card title="Coming Next" icon="calendar-check">
    Features in active development.
  </Card>

  <Card title="On the Horizon" icon="road">
    Longer-term planned capabilities.
  </Card>
</CardGroup>

***

## Explore the Roadmap

<Tabs>
  <Tab title="By Timeframe">
    <Steps>
      <Step title="Recently Shipped">
        <CardGroup cols={3}>
          <Card title="Improved Visualizations" icon="chart-line">
            Clearer charts with better labels and smarter formatting.
          </Card>

          <Card title="Thread Continuity" icon="message-lines">
            Follow-up questions maintain context within the same Slack thread.
          </Card>

          <Card title="Raw Data Pulls" icon="file-csv">
            Pull rows and specific fields directly from BigQuery, with CSV export attached automatically.
          </Card>

          <Card title="Single Shared Slack App" icon="shield-check">
            Production installs use one SourceMedium Slack app with tenant routing and email-based access checks.
          </Card>

          <Card title="Multi-Store Scoping" icon="table">
            Each thread is scoped to one store for multi-store tenants.
          </Card>
        </CardGroup>
      </Step>

      <Step title="Available Now">
        Ask the AI Analyst questions in Slack and get instant answers backed by your SourceMedium data.

        <CardGroup cols={2}>
          <Card title="Ad-hoc Questions" icon="message-bot" href="/ai-analyst/what-you-can-ask">
            From straightforward metric checks to complex multi-angle analysis.
          </Card>

          <Card title="Deep Analysis Mode" icon="brain" href="/ai-analyst/workflows/deep-analysis">
            Automatically engages for complex questions and synthesizes insights across multiple perspectives.
          </Card>

          <Card title="Definitions & Schema" icon="book-open" href="/ai-analyst/workflows/knowledge">
            Ask what a metric means, how it is calculated, or where specific data lives.
          </Card>

          <Card title="Data Diagnostics" icon="stethoscope" href="/ai-analyst/diagnostics/index">
            Run Data Health and Attribution Health checks on demand.
          </Card>

          <Card title="Thread Follow-ups" icon="message-lines" href="/ai-analyst/thread-continuity-follow-ups">
            Continue analysis in the same thread. In channels, mention `@SourceMedium` to keep context.
          </Card>

          <Card title="Raw Data Pulls" icon="file-csv" href="/ai-analyst/workflows/data-pull">
            Ask for rows, fields, and exports. Raw pulls skip Deep Analysis and attach CSV output.
          </Card>

          <Card title="Workspace Access Controls" icon="user-lock" href="/ai-analyst/setup">
            Installs and usage are limited to approved workspaces and users.
          </Card>
        </CardGroup>
      </Step>

      <Step title="Coming Next">
        <CardGroup cols={2}>
          <Card title="Advanced Attribution Health & Diagnostics" icon="heart-pulse">
            Deeper attribution analysis with actionable recommendations to improve tracking and data quality.
          </Card>

          <Card title="User Preferences" icon="sliders">
            Set your analysis preferences once and get consistent answers tailored to your needs.
          </Card>

          <Card title="Long-Term Memory" icon="brain">
            Get more relevant answers over time as the AI builds context from your past conversations.
          </Card>

          <Card title="Recurring Reports" icon="calendar-check">
            Schedule automatic daily, weekly, or monthly analyses delivered straight to Slack.
          </Card>

          <Card title="MCP Protocol Support" icon="plug">
            Query your SourceMedium data from ChatGPT, Claude, Cursor, or any MCP-compatible tool.
          </Card>
        </CardGroup>
      </Step>

      <Step title="On the Horizon">
        <CardGroup cols={3}>
          <Card title="Proactive Monitoring" icon="heart-pulse">
            Get alerted to significant changes without asking (for example, "Meta ROAS dropped 15% this week").
          </Card>

          <Card title="Custom Table Support" icon="table">
            Connect your own BigQuery tables and custom logic alongside SourceMedium data.
          </Card>

          <Card title="Fine-Grained Access Control" icon="user-lock">
            Set permissions to control who can query specific stores, tables, metrics, or analytical domains.
          </Card>
        </CardGroup>
      </Step>
    </Steps>
  </Tab>

  <Tab title="By Capability">
    <CardGroup cols={2}>
      <Card title="Analysis & Diagnostics" icon="heart-pulse">
        **Available now:** Ad-hoc Questions, Deep Analysis Mode, Data Diagnostics

        **Coming next:** Advanced Attribution Health & Diagnostics

        **On the horizon:** Proactive Monitoring
      </Card>

      <Card title="Workflow & Personalization" icon="brain">
        **Available now:** Thread Continuity, Summary/Opinion Follow-ups, Multi-Store Scoping

        **Coming next:** User Preferences, Long-Term Memory, Recurring Reports
      </Card>

      <Card title="Integrations & Interfaces" icon="plug">
        **Available now:** Slack interface for natural-language analysis

        **Coming next:** MCP Protocol Support for ChatGPT, Claude, Cursor, and other MCP clients
      </Card>

      <Card title="Data & Access Control" icon="user-lock">
        **Available now:** Domain and exact-email access gating

        **On the horizon:** Custom Table Support and Fine-Grained Access Control
      </Card>
    </CardGroup>
  </Tab>
</Tabs>

***

## Feedback

The roadmap is shaped by customer needs. Have ideas for what you'd like to see? Let your SourceMedium team know.