> ## 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 8 – 14, 2026

> What's new this week: clearer auth errors with stable codes, steadier high-volume syncs, and groundwork for Time Spend's graduation to Preview.

<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="Clearer sign-in and auth errors with stable identifiers" icon="circle-alert" defaultOpen>
        <Badge>Direct impact</Badge>

        * When an authentication step doesn't go as planned, you'll now see a cleaner, more specific message both in the app and in any integrations you've built on Parable.
        * Each message carries a stable identifier so if you ever need to report one, our team can jump straight to the right fix.
      </Accordion>

      <Accordion title="Steadier performance for high-volume connectors" icon="gauge-high">
        * Large workspaces (Slack, Microsoft 365, Google Workspace, Okta, Salesforce, GitLab, Notion, Atlassian) now run with more headroom, so big syncs finish more predictably.
        * If a sync ever gets interrupted, Parable now notices and cleans it up automatically, instead of leaving it "in progress" indefinitely.
      </Accordion>

      <Accordion title="Faster answers when you reach out for help" icon="headset">
        * Behind the scenes, Parable now tags every request with the workspace it belongs to and captures a consistent trace of what happened.
        * When you report something, our team has more context from the first message — shorter back-and-forth, faster fixes.
      </Accordion>
    </AccordionGroup>

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

    <AccordionGroup>
      <Accordion title="Cleaner connector directory and vendor pages" icon="paintbrush">
        * The connector directory is tidier — simpler connection-status pill, smaller connector logos, and cleaner layout across the vendor detail pages.
        * A new sort-then-group control makes it easier to keep your recently-picked filters at the top as you refine a view.
      </Accordion>

      <Accordion title="Labs surfaces share the same filter and dropdown look as the rest of Parable" icon="palette">
        * Labs that rely on filters, date pickers, or dropdowns now match the design language you see elsewhere in the product.
        * Small things — aligned controls, consistent checkboxes — but they add up to a less jarring jump between Parable's main surfaces and a Lab view.
      </Accordion>

      <Accordion title="Faster first load on Labs that rely on reference data" icon="bolt">
        * Labs that need to warm up a reference dataset before rendering now do so during server startup rather than on your first click.
        * If a Lab view takes a little longer than usual to build (dense charts, cross-joined data), it'll still complete — we raised the render budget so it isn't cut short.
      </Accordion>
    </AccordionGroup>

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

    <AccordionGroup>
      <Accordion title="Transformation-pipeline reliability improvements" icon="workflow">
        * A batch of quiet bug fixes in Parable's data-transformation layer. Each one removes a silent-failure mode — misrouted data, partial runs, a handful of edge cases around how timestamps and bucket paths are resolved.
        * Net effect: fewer data surprises in your Parable views.
      </Accordion>

      <Accordion title="Security + compliance hardening" icon="shield">
        * A week of layered improvements closing audit findings around SSH access, database flags, IAM scoping, and audit-log retention.
        * No customer-visible change — just a stricter posture under the hood.
      </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="Person-level filters are coming to Time Spend" icon="users" defaultOpen>
        <Badge>Preview</Badge>

        * You'll see new filters in Time Spend that let you narrow results down to specific people.
        * The filters are live in the interface now; the data wiring lands with the broader data-modeling work rolling out over the coming weeks. We'll flag when they're fully live.
      </Accordion>

      <Accordion title="Groundwork for per-workspace Time Spend configuration" icon="database">
        * We've laid the database-side groundwork for per-workspace Time Spend configuration, so your administrators will eventually be able to tune Time Spend behaviour without needing a code change.
        * No action needed from you this week — this is quiet plumbing for what's coming next.
      </Accordion>
    </AccordionGroup>

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

    <Card icon="cookie-bite" title="We're cooking something good ;)">
      Nothing standalone to call out in Preview this week.
    </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've been reworking how Labs are built so that a capability proven with one team can be offered to others without a bespoke setup.
        * Your Labs access stays the same; this is groundwork for what's coming.
      </Accordion>

      <Accordion title="Deployed revision and config version now surfaced in Labs" icon="tag">
        * The lab view now shows the deployed revision and config version in its layout — so when you and your Parable team are looking at the same Lab, you both know exactly which slice of data and logic is rendering.
      </Accordion>
    </AccordionGroup>

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

    <AccordionGroup>
      <Accordion title="Faster first load and cleaner charts" icon="bolt">
        * Labs that rely on reference data warm up faster on open.
        * Dense chart labels, shared pivot dropdowns, and filter controls now render more cleanly on crowded views.
        * A longer render budget means Labs with heavier first-draw won't cut off mid-load.
      </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>