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

# Week of April 1 – 7, 2026

> What's new this week: the first milestone page of Time Spend, the Early Access experience, clearer error messages across every integration, and a batch of connector reliability fixes.

<Tabs>
  <Tab title="Platform" icon="layer-group">
    <Info>
      **Platform is the composable core of Parable.** Everything here has been seen across enough customers, long enough, that we're confident it behaves the same way for yours. We move things into Platform deliberately — a great composable platform takes patience to build, and we'd rather be right than fast at this layer. If something's in Platform, it's production, stable, and ours to keep steady.

      <br />

      **How to read Platform results:** this is the bedrock.
    </Info>

    ### <Icon icon="sparkles" /> New

    <AccordionGroup>
      <Accordion title="Early Access experience is live end-to-end" icon="door-open" defaultOpen>
        <Badge>Direct impact</Badge>

        * New customers invited into Early Access now see a dedicated pre-labs experience the moment they sign in — sidebar, permissions, and landing page all line up automatically.
        * Existing customer navigation is unchanged.
      </Accordion>

      <Accordion title="Clearer, more consistent error messages across every integration" icon="circle-alert">
        * Every error surface — in the app, in the SDKs you build on, and in webhook responses — now carries a stable, machine-readable code alongside the message.
        * Easier for you to automate on; faster for our team to jump to the right fix when you reach out.
      </Accordion>

      <Accordion title="Request a connector directly in the app" icon="inbox">
        * If you need a source we don't yet support, you can now submit the request from inside Parable instead of emailing your rep.
        * Requests land in our internal triage queue so we can scope and prioritise them consistently.
      </Accordion>

      <Accordion title="Admin users: add and remove teammates from the admin console" icon="users-gear">
        * Administrators can now add new users and remove departed ones directly from the admin app.
        * No more "can your Parable contact run this for me" tickets for routine access changes.
      </Accordion>
    </AccordionGroup>

    ### <Icon icon="arrow-trend-up" /> Improved

    <AccordionGroup>
      <Accordion title="Faster answers when you reach out for help" icon="headset">
        * Behind the scenes, every request through Parable now carries a shared trace identifier from the frontend through the API into ingestion and the database.
        * When you report something, our team has end-to-end context from the first message — shorter back-and-forth, faster fixes.
      </Accordion>

      <Accordion title="Polish across the connector experience" icon="paintbrush">
        * Cleaner login and early-access experience.
        * Donut-chart visualisations used across the product now support drill-down and render more reliably on dense views.
        * A handful of smaller alignment + interaction fixes in the connector setup flow.
      </Accordion>

      <Accordion title="Steadier scheduling for syncs and transformations" icon="calendar-check">
        * Ingestion and transformation schedules now share a single unified engine, so schedule changes behave consistently across both.
        * Schedules left behind by a removed connector are cleaned up automatically.
      </Accordion>
    </AccordionGroup>

    ### <Icon icon="wrench" /> Fixed

    <AccordionGroup>
      <Accordion title="Stuck and zombie syncs are cleaned up automatically" icon="ghost" defaultOpen>
        * We addressed the most common reasons a sync could appear "in progress" forever — runaway timeouts, leaked worker slots, and orphaned sub-flows.
        * If a sync ever gets interrupted now, Parable notices and clears it out instead of leaving it stuck.
      </Accordion>

      <Accordion title="Connector-specific fixes — Okta and Microsoft 365" icon="plug">
        * Resolved a rate-limiting edge case on **Okta** that could cause sync failures during heavy windows.
        * Fixed an Okta 404 that affected the application-users feed for some workspaces.
        * Corrected a pagination issue on **Microsoft 365** (Microsoft Graph) so long result sets now retrieve fully.
      </Accordion>

      <Accordion title="Quieter, more reliable platform under the hood" icon="shield-check">
        * Upgraded our workflow engine to the latest patch release; replaced duplicate audit-log configurations; standardised how the platform handles pod disruptions during cluster maintenance.
        * Net effect: fewer small hiccups during deploys, more consistent behaviour during our routine infrastructure upgrades.
      </Accordion>
    </AccordionGroup>
  </Tab>

  <Tab title="Preview" icon="flask">
    <Info>
      **Preview is where we put features we're confident in, but haven't yet seen at full scale across every organization.** The most common reason: the AI models from Google, OpenAI, and Anthropic that underpin classification update on their own schedule, and the methods we layer on top learn your organization over time. That means Preview results can shift slightly week-to-week — **within a margin of error, rarely enough to flip a decision you'd make from them.** When we've seen consistent results across enough organizations for long enough, a Preview feature graduates to **Platform**.

      <br />

      **How to read Preview results:** decision-ready with an honest caveat. We'll tell you when the methodology under a Preview feature changes.
    </Info>

    ### <Icon icon="sparkles" /> New

    <AccordionGroup>
      <Accordion title="Time Spend — first milestone page is in the app" icon="clock" defaultOpen>
        <Badge>Preview</Badge>

        * The first milestone of the Time Spend experience is now visible inside the Parable web app, built on the new shared donut visualisation.
        * At this stage the data path is being wired up — expect the live data connection to follow in the coming weeks.
      </Accordion>
    </AccordionGroup>

    ### <Icon icon="arrow-trend-up" /> Improved

    <Card icon="cookie-bite" title="We're cooking something good ;)">
      The donut-chart improvements that power the Time Spend page are covered on the Platform tab.
    </Card>

    ### <Icon icon="wrench" /> Fixed

    <Card icon="cookie-bite" title="We're cooking something good ;)">
      No Preview-specific fixes this week.
    </Card>
  </Tab>

  <Tab title="Labs" icon="flask-vial">
    <Info>
      **Labs is where we deliver insights tailored to your organization faster than our main roadmap would allow.** A Labs report is built for your team specifically, leans on the newest AI capabilities, and may ship with less visual polish than the rest of Parable — because the value is in the insight, not the chrome. Results may evolve as the underlying models improve; that's intentional — we're moving with the frontier, not chasing it. Once a Labs capability proves itself across several organizations, it graduates to **Preview**.

      <br />

      **How to read Labs results:** directional.
    </Info>

    ### <Icon icon="sparkles" /> New

    <AccordionGroup>
      <Accordion title="Foundation for bringing Labs to more teams" icon="layer-group" defaultOpen>
        * We extracted the runtime that powers our most advanced Labs deployment into something shareable, so new customer Labs can sit on the same foundation.
        * We also shipped an internal scaffold and playbook for standing up a new Time Spend-style lab for a customer.
        * Your existing Labs access is unchanged; this is groundwork for what's coming.
      </Accordion>
    </AccordionGroup>

    ### <Icon icon="arrow-trend-up" /> Improved

    <AccordionGroup>
      <Accordion title="Filter panels align more cleanly on dense views" icon="paintbrush">
        * A small interaction fix so filter submenus line up with the category row you're hovering — noticeable on the busiest Labs pages.
      </Accordion>
    </AccordionGroup>

    ### <Icon icon="wrench" /> Fixed

    <Card icon="cookie-bite" title="We're cooking something good ;)">
      All Labs polish this week landed under **Improved**.
    </Card>
  </Tab>
</Tabs>

***

<Note>
  **How we tier releases:** [Labs](/release-tiers#labs) · [Preview](/release-tiers#preview) · [Platform](/release-tiers#platform). The world — and the AI beneath every intelligent product — is changing faster than ever. We ship you the latest and greatest. Occasionally your results will shift as models and methods refine; rarely enough to flip a decision, always with a note from us when the change is meaningful.
</Note>

<Tip>
  Want a closer look at any of these? Reach out to your Parable team — we're happy to walk you through what shipped and what's coming next.
</Tip>