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Bolt Analysis for Cases [Closed Beta]

An AI-powered briefing on every case—what's happening, what matters about the student, and what to do next.

Written by Michael Stephenson

🚀 Case Management is Coming Soon!

This feature is currently in Closed Beta and limited to select partners. We'll keep you in the loop as we work toward a wider release.

Overview

Bolt Analysis is a persistent, AI-generated briefing that lives on every Case. It reads the case and the student's record, then summarizes what's happening, what matters, and what you should consider doing next—so you can walk into any case with context already on the page.

You don't have to ask for it. Bolt Analysis is generated automatically when the case is created and refreshes as the case evolves.

📙 Note: Bolt Analysis is a briefing for the staff member working the case—not student-facing content. It does not take action on your behalf.


Where You'll See It

Open any Case and go to the Information tab. Bolt Analysis appears as its own section near the top of the tab, above the case description and notes.

Each analysis shows a Last updated timestamp and a Re-run button in the top right corner of the card, so you can see how fresh the briefing is and force a re-evaluation if needed.


What's in the Analysis

Every Bolt Analysis is structured into the same three sections, in the same order, so you always know where to look.

Case Summary

A short, plain-language read on what's happening with this case right now—not a full history. It leads with the most relevant signal: progress made, what's still pending, an overdue task, an upcoming appointment, or the fact that nothing has happened in a while.

Expect one to three sentences. The goal is for you to know the state of the case before you scroll.

Student Context

The signals from the student's record that matter for this specific case. Not a profile dump—just the things that change how you should approach the work.

Depending on the case and what data is available, this can include engagement signals, recent platform activity, holds, academic standing, other open alerts or cases on the student, sentiment from recent conversations, or relevant staff notes. Signals are surfaced only if they're meaningfully connected to the case.

Recommended Next Steps

Between one and four specific, prioritized suggestions for moving the case forward. Each one states what to do, why it matters for this case, and the type of action it maps to (for example, Start Conversation, Schedule Appointment, Add Case Note).

Recommendations are tailored to the current state of the case—what's been tried, what's worked, what hasn't.

🚧 Coming Soon: Actionable Next Steps
In this release, Recommended Next Steps are informational only—you read them and take the action manually. In the next release, each step will become directly actionable from the panel: click to send a message, schedule an appointment, create a task, add a note, and more. This article will be updated when that lands.


How the Analysis Adapts to the Case

Bolt Analysis is phase-aware. It changes what it emphasizes based on how mature the case is, because a brand-new case and a stalled case need very different briefings.

Initial (just created)

Applies when a case was created less than 24 hours ago and has had fewer than 2 activity events.

  • Case Summary restates what triggered the case and the case type.

  • Student Context does the heavy lifting—pulling in the student's profile so you understand who you're working with before taking action.

  • Recommended Next Steps are "get started" oriented: first outreach, an introductory task, a meeting.

Active (work is in progress)

Applies when the case has activity and the last activity was less than 7 days ago.

  • Case Summary leads with progress: what's been done, what's pending, what's still open.

  • Student Context shifts toward what's changed since the case opened—new alerts, updated engagement, appointment outcomes, recent conversations.

  • Recommended Next Steps respond to outcomes: what worked, what didn't, what should happen next.

Stale (no recent activity)

Applies when the last activity was 7 or more days ago.

  • Case Summary leads with the staleness signal—"no activity in X days" is the headline.

  • Student Context highlights what changed outside the case while it sat idle.

  • Recommended Next Steps focus on re-engagement, escalation, or—if the underlying issue appears to have resolved itself—closing the case.


What Data Bolt Analysis Considers

Bolt Analysis pulls from data that's already in Element451. What shows up in the briefing depends on what's available for that case and student—a case with no related conversations won't get a conversation summary, and a student without LMS data won't get grade signals.

Core data (always considered)

  • The case itself — type, status, priority, assignee, due date, description, days since last activity

  • Related work — tasks, conversations, appointments, documents, and alerts linked to the case

  • Student profile — engagement score, last platform activity, preferred contact time, active term, campus, major, student type

  • Holds — type and subtype

  • Other open alerts and cases on the same student

  • History — past alerts and cases for pattern context

  • Email engagement — opens, clicks, last delivered

  • Conversation history — sentiment, confusion signals, channels used

  • Appointment history — outcomes, attendance, no-show patterns

  • Non-private staff notes

  • Custom field values — surfaced only when relevant to the case

Integration-dependent data (when connected)

If your institution has an LMS or SIS integration, Bolt Analysis also considers:

  • Course grade and risk — current numeric and letter grade, risk level, risk codes

  • Grade trend — velocity, change from peak, consecutive decline streak, below-passing flag

  • Attendance — total absences, last attended date

  • LMS activity — last LMS activity timestamp, per-course engagement

  • Enrollment status per course

If these data sources aren't connected, the briefing simply omits them—it doesn't guess.


When the Analysis Refreshes

Bolt Analysis isn't real-time. It's evaluated on specific triggers and cached between them, so the briefing stays consistent until something meaningful changes.

Automatic refresh triggers

The analysis re-runs when the facts of the case change—not every time someone interacts with it. Triggers include:

  • A new alert is related to the case

  • A task on the case is completed

  • An appointment is completed or marked as a no-show

  • The case status moves to In Progress

  • The case assignee changes

  • An inbound conversation arrives from the student

In addition, all active cases re-evaluate once every 24 hours so the analysis can catch "nothing has happened" patterns.

📙 Note: Some events intentionally do not trigger a refresh—priority changes, subscriber updates, internal comments, and outbound messages from staff. These don't change the underlying picture of the case.

Manual re-run

You can force a re-evaluation at any time by clicking Re-run in the top right corner of the Bolt Analysis card. Manual re-runs are rate-limited to once every 3 hours per case.


FAQ

Does Bolt Analysis run on every case?

Yes. Every case in Case Management has Bolt Analysis on its Information tab. Resolved and cancelled cases don't continue to re-evaluate.

Can students see Bolt Analysis?

No. Bolt Analysis is a staff-only briefing. It does not appear on student-facing surfaces and is not used to generate student messages.

Why don't I see academic data in the briefing?

Academic and course data only appears if your institution has an LMS or SIS integration connected and data is available for the student on the case. If you expect that data to be present but it isn't, check with your administrator about your integration setup.

Why does the analysis look the same after I added a comment?

Internal comments don't change the underlying facts of the case, so they don't trigger a re-evaluation. If you want a fresh briefing, click Re-run in the top right corner of the Bolt Analysis card.

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