A reporting team that answers in plain language — and stays inside your permissions.
A multi-agent team — one coordinator plus permission-scoped specialists — that turns plain-language questions into governed tables and diagrams, with provenance on every answer and no dashboards to build.
Operations lead or department head — non-technical, no SQL.
On any dashboard, the user asks: “How did we do last quarter versus the quarter before, and where’s the biggest change?”
Plan → governed tools → cards.
Illustrative tool ids and risk levels — a host defines its own. The primitives underneath (the governance gate that runs permission, policy and audit, context minimization, the 12 card types) are built and tested, and the data-handling and security controls around them are documented.
The coordinator interprets intent, checks the asker’s permissions, and drafts a plan card naming which specialists it will route to and what each will read.
On approval it routes to a Metrics agent (read-only aggregation tools returning counts, sums, and rates — never raw rows), an Insight agent that compares periods and flags the largest deltas, and a Visualization agent that composes the output into cards.
Every handoff carries references and allowlisted payloads only, and permissions are re-validated at each handoff so no agent accumulates authority the user doesn’t have.
Context is minimized before any model call and every output carries provenance — “Based on {dataset} and N sources” — rendered as table → mermaid → result/detail → save-output cards.
Customer value.
Self-serve reporting in plain language, with visuals rendered automatically and scoped strictly to what the asker is allowed to see.
Reads are governed exactly like writes — the model only ever sees minimized references and counts, not raw records.
Reduces dependence on analyst backlogs and one-off dashboard builds; every figure is auditable and permission-safe.
Target: [CUSTOMER RESULT REQUIRES VALIDATION] reduction in ad-hoc reporting requests.
Ask a plain-English question on a dashboard; watch a plan card fan out to three specialist agents and return a table plus a mermaid trend chart with a “Based on…” provenance line — nobody wrote a query or a chart component.
Customer support agent
An assistant that reads the current ticket, answers low-risk questions instantly, and pauses for approval before anything that touches a customer’s account.
Use case · Back officeMerchant & back-office agent
Agents plan the steps, gather context through approved tools, draft records, and wait for a human before anything sensitive — with a full audit trail. Same adapter as the storefront, elevated only because the user’s permissions allow it.
Use case · Internal opsEmployee helpdesk agent
An assistant inside your internal portal that answers policy and account questions from the employee’s own scope, and routes privileged actions like an access reset through approval — opening a ticket only when needed.
See “Governed reporting & analytics team” running under governance.
Book a demo and we’ll walk your team through this workflow, the governance gate, and the interactive cards — using an example close to your stack.