Insights & Analytics — The Next Chapter

The Data Already Knows
Who Has Access.
Now It Can Say So.

Every identity, every account, every record moving between systems — QuickLaunch already captures it. Today it lands as a wall of logs and dashboards. This is what it looks like when an agent reads that data and tells you what it means, in plain language.

0Identities under management
0Group memberships modeled
0Records moved between systems
0Flows that errored — silently
See It in the Product →
1,338,170 records moved between systems 88,332 identities under management 390,132 group memberships modeled 35 connected systems 631 silent integration errors surfaced 99.96% integration success rate 1,338,170 records moved between systems 88,332 identities under management 390,132 group memberships modeled 35 connected systems 631 silent integration errors surfaced 99.96% integration success rate
The Centerpiece

Meet the Insight Agent

It doesn't return a query or a chart you have to interpret. It reads the warehouse and tells you what happened, what it means, and what to do — the way a colleague would. Ask it something.

Q
Insight Agent
reading ql_reporting · 1.34M events · 11 active institutions
What Moves Where

The Integration Layer
Nobody Visualizes.

Every provisioning event is one system handing identity data to another. Classify it, and the invisible becomes a map.

Data movement by type

1,338,170 records · real snapshot volumes
Over half of all flow is unclassified — ungoverned by definition. That gap is the first thing the Insight Agent closes.

Busiest system-to-system flows

Real volumes · connector labels shown as their named systems
Volumes are live from the snapshot; the named systems (Banner, Canvas, Slate, Workday…) are the connectors those flows map to.
The Pulse

Your Data Movement
Has a Heartbeat.

It isn't steady — it breathes with the academic calendar. A log hides that. A picture, and an agent that knows the rhythm, turns it into a forecast.

Records moved per month

March 2025 – April 2026 · real snapshot volumes
One Model, Three Actors

Every Number Here Is Real.
None of It Reaches Your Customers as a Conversation — Yet.

The data isn't the gap. The consumability is. The same Insight Agent answers "who has access" for all three.

Today

People

Students, faculty, staff — provisioned by SIS and HR events, governed across their full lifecycle.

Now & Next

AI Agents

First-class identities with credentials, lifecycles, and audit trails — not borrowed sessions.

Also Now

Applications

Apps calling apps are actors too. The integration becomes the access decision.

See What One Institution
Looks Like Through the Agent's Eyes.

The macro view is the vision. The institution dashboard is the product — mission control for a single campus, in the live QuickLaunch experience.

Open the Institution Dashboard →
Draft Insight Agent — Insights & Analytics vision · Internal review only
Institution View All Pages