Platform Admin In Plain English
Platform Admin Agent is the admin console as a prompt. Search users, inspect departments, scan for stale privileged access, generate a remediation bundle, and act on it — all in chat. Read tools are role-aware; the four writes (toggle active, change role, send invite, reset password) require explicit confirmation and route through the same audit-log every console click does.
Why Platform Admin Work Eats An Hour A Day
The console has dozens of pages. Most admin tasks need data from three or four of them stitched together. Platform Admin Agent runs those joins as a single prompt — and gates the writes that follow.
Stale Admin Accounts Sit Around For Months
A super-admin hasn't signed in for 142 days. Nobody runs the "stale privileged access" report unless audit asks for it. The account is wide open, the user doesn't remember they have it, and the next breach blast-radius includes them.
Onboarding Invites Drop Into A Black Hole
Twelve invites went out three weeks ago; six bounced, three never opened the email, and nobody noticed. The hire who flagged it is the fifth one — the four before her gave up and messaged HR. By then their start dates have slipped.
"Who Has Admin?" Takes 20 Minutes To Answer
Auditor walks in and asks for the list of admins. You open the user search, filter by role, export, then cross-reference with the department list, then with the last-sign-in list. Twenty minutes for a question whose answer should be one prompt.
Role Changes Get Made With No Paper Trail Beyond "Anup Did It"
Someone gets promoted to manager. Someone else gets demoted. The role change happens in Console, the audit log captures it, but the WHY lives in a Slack thread. When the review lands six months later, the reasons are gone.
Departments And Reporting Lines Drift Out Of Date Between Reorgs
Engineering split into Platform and Product two months ago. The new managers are announced, the old org chart is still in Console, half the team is filed under the old department, and the dotted-line reports were never updated. The admin sees the drift when a notification routes to the wrong manager — long after the reorg memo went out.
System Health And Login Issues Surface From Support, Not From The Console
An SSO certificate is about to expire. A rate-limit on the SAML callback is throttling morning logins. The Console has the signals; the admin finds out from a flood of "I can't log in" tickets at 9:03am. A daily "what looks off in platform health?" sweep would have caught it the night before, not during the morning login surge.
Platform Admin Agent At A Glance
Platform Admin AI
User management, org structure, permissions, system health — and four confirmed writes.
Inside Platform Admin Agent — The Actual Capabilities
Every block below maps to a real tool the agent runs against your platform's user, audit, and org data. The 15 reads run on demand; the 4 writes route through an explicit confirmation gate and are logged to the audit trail.
Find Any User, Without Knowing The Exact Email
Search by name, email, role, status, department, or location — and combine filters in one prompt ("inactive admins in Engineering", "managers in the Austin office"). Pull a single user's full profile by id or email; pull aggregate stats for capacity planning.
- Search users — search_users by name/email plus role, status, department, location filters; default limit 20.
- Full profile lookup — get_user_details by user_id or email returns role, dept, location, last sign-in, status.
- {"Aggregate statistics — get_user_statistics with week/month/quarter window" => "total active, by role, by department, recent signups, inactive count."}
- Permission inspection — get_user_permissions answers "what can this person actually do?" without needing to elevate.
Departments, Locations, Roles — And Who's In Each
Walk the org structure without leaving chat. List all departments with user counts, all locations with user counts, and the role distribution across the business. List admins, pending invites, and the enabled marketplace apps — the cross-references that turn into "let me check on three pages" without the agent.
- List departments + user counts — list_departments, optional include_inactive flag.
- List locations + user counts — list_locations, same shape as departments.
- Role summary — get_role_summary returns the full role distribution in one call.
- List admins, pending invites, enabled apps — list_admin_users, list_pending_invites, get_enabled_apps, get_system_overview for the one-glance state of the business.
Stale-Access And Failed-Invite Scans, On Demand
Two scans the platform runs against your audit and user data — without you having to run a report. scan_privileged_access flags admins who haven't signed in for N days (configurable). scan_failed_invites surfaces invites that have aged out and need a resend or revoke decision. Both are read-only — they surface evidence the agent can then offer to remediate.
- Scan failed invites — scan_failed_invites with configurable min_invite_age_days (default 7); returns action-backed recommendations.
- Scan privileged access — scan_privileged_access with configurable stale_admin_days (default 90); flags admins who haven't signed in.
- Recommendations are not actions — scans return evidence and a recommended next tool; nothing changes until you confirm.
- Composable — chain scan → get_remediation_bundle → confirm-gated write in a single conversation.
Audit Log Search Without SQL
Filter the audit log by user, action type, and date range — "show me every role change in the last 30 days", "every login from this IP" — without writing a query. Useful for incident response, quarterly access reviews, and answering "when did this change?" in real time.
- Search audit log — search_platform_audit_log by user_id, action, date_from, date_to; default limit 25.
- Every risky write is logged — toggle_user_active, change_user_role, send_user_invite, reset_user_password all flow into the same audit trail.
- Cross-references with stale-access scan — combine sign-in history with audit activity to confirm whether a privileged account is actually idle.
- Read-only — audit log search never changes a record; useful for compliance walk-throughs and incident review.
Remediate With A Bundle You Approve Before It Runs
get_remediation_bundle turns a scan into a structured proposal — the users affected, the evidence, and the recommended next action — without executing anything. Acting on it requires one of four confirmation-gated writes. Each write is in RISKY_TOOLS and surfaces the target user plus action before the agent runs it.
- Dry-run remediation — get_remediation_bundle for failed_invites or privileged_access_review; returns affected users + evidence + recommended tool.
- 4 risky writes — toggle_user_active, change_user_role, send_user_invite, reset_user_password — every one explicitly gated.
- autonomous_action_id wiring — pass the id from a bundle so the write closes out the pending action atomically.
- Domain-scoped autonomous actions — every Phase 2 action belongs to domain: 'platform_admin'; admins can't drive cross-domain writes through this agent.
Outcomes Teams Can Measure
Platform Admin Agent's job is to shrink the time IT admins spend on user-management plumbing and to make routine access hygiene actually routine. Measure against your pre-agent baseline so you can see what the agent absorbed and where the bottleneck is somewhere else.
- Time-to-answer for admin questions — median seconds from "who's admin in Engineering?" to a complete answer.
- Stale-privilege exposure days — average days a stale admin account sits before downgrade, scan-on vs scan-off.
- Failed-invite resolution time — median hours from invite stalling to a resend or revoke decision.
- Audit answers per week — how often the agent is the entry point for compliance / SOC2 questions vs the standalone console.
- Confirmed-write rate — share of recommended writes the admin approves (signals scan quality and recommendation calibration).
Four Risky Writes, All Confirmation-Gated · Same Audit Trail As The Console
Platform Admin has 19 tools — 15 read-only, 4 in RISKY_TOOLS. Every write is flagged "REQUIRES CONFIRMATION" in its description; the agent surfaces the target user and the action before executing. All four writes flow into the same audit log every console click writes to, so the historical record is unbroken whether the change was made via UI or via agent.
- 4 risky writes — toggle_user_active, change_user_role, send_user_invite, reset_user_password — all RISKY_TOOLS.
- Role-aware reads — read tools enforce the same role gates the Platform Admin Console enforces; managers can't read super-admin-only data through the agent.
- autonomous_action_id support — bundle-driven workflows atomically close the proposed action when the write succeeds.
- Audit trail parity — agent-driven actions land in the same audit log the console writes to, with the agent as the actor and the requesting admin captured.
WHAT TEAMS TRY INSTEAD
The four alternatives — and why none of them can both audit and act with the platform's own role model
IT and HR ops teams have been promised admin AI for years. The honest gap is that most options either read but cannot act, act but cannot prove they should have, or run outside the audit log that supervision actually checks.
Pasting reports into ChatGPT, Claude, or Copilot
General-purpose AI offering advice on copied user lists
- Reads live user, department, and role data through the platform — no CSV pasted into a chat window
- Acts on the records (toggle active, change role, send invite, reset password) with confirmation, not prose suggestions
- Stays inside the tenant boundary so personally identifiable data never leaves the security perimeter
ServiceNow Now Assist for ITSM admins
Vendor-trapped admin AI inside one ticketing platform
- Reads the people directory, departments, and role assignments from the system of record — not a synced shadow copy in ITSM
- Acts directly on MangoApps user records, not on a ticket that an admin then has to re-execute manually
- Covers stale privileged access scans natively — no separate IGA bolt-on
Custom Rails-console scripts and SQL reports
An IT team running raw queries the rest of the org cannot reproduce
- Same answers in plain English without console access — fewer eyes on raw user tables
- Every action lands in the same audit log every console click does — full traceability for SOC2 and ISO 27001
- New tools ship with the platform — no engineering time to extend the script library
The manual fallback — clicking through the admin console
An ops team browsing screens to compile what should be one query
- Stale privileged access scans return in seconds instead of an afternoon of department-by-department clicking
- Bulk remediation bundles draft themselves — admins confirm each action instead of writing the runbook
- Audit-ready evidence packets assemble with citations to the records they reference
PLATFORM LEVERAGE
Platform Admin Agent inherits everything the console already enforces
A standalone admin AI has to plumb identity, role gates, audit, and approval flows. Platform Admin Agent gets them for free.
Role-aware reads
Every read tool filters by the asking admin's role. A department admin never sees data outside their scope — the agent enforces what the console enforces.
Confirmation-gated writes
4 writes (toggle active, change role, send invite, reset password) each pause for explicit confirmation. The model proposes; the admin commits.
One audit log
Every agent action writes to the same audit log the console writes to. No parallel ledger for AI-driven changes, no exemption for the bot did it.
Stale privileged access scan
Native scan for admin and elevated-role accounts that have not signed in recently — a periodic IGA chore most tenants ship with no tooling.
Cross-app data plane
Searches users, departments, roles, groups, and recent activity in one prompt — not seven console tabs.
RubyLLM-grounded model tiering
Routine searches run on cheap tiers; remediation-bundle generation routes to the standard tier — automatically, per call.
INDUSTRY FIT
Industries where admin AI removes the most drag
Platform Admin Agent helps every tenant, but it shines where the admin team is small, the compliance bar is high, or the workforce churn is constant.
Retail
Seasonal hires and terminations land cleanly — stale-access scans surface ex-associates whose accounts an HRIS sync missed.
Healthcare
Privileged-access reviews for clinical admins and EHR custodians return audit-ready evidence packets without leaving the platform.
Manufacturing
Shift-leader role changes and plant-floor account provisioning happen in chat with explicit confirmation, audit-trailed for ISO 27001.
Financial Services
Quarterly access reviews assemble themselves with citations — supervision evidence ready before the auditor walks in.
Hospitality
Property-level account scans surface terminated staff that the HRIS missed before the next general manager review.
Public Sector
Runs entirely inside FedRAMP-eligible deployment options with full audit logging — no admin actions leaving the tenant boundary.
WHY MANGOAPPS WINS
An embedded admin agent beats a generic AI, an ITSM bolt-on, or a console script library on every axis
The argument IT, HR ops, security, and audit all share — and the one ServiceNow or Workday structurally cannot answer.
Cheaper than the alternatives
No ServiceNow Now Assist add-on, no Workday admin assistant module, no engineering retainer for a custom Rails-console wrapper.
More secure
Role-aware reads, confirmation-gated writes, every action in the same audit log the console writes to. Nothing leaves the tenant boundary.
Easier to deploy
Already deployed if Ask AI is on. Toggle the writes capability when ready. No identity provider rewire, no separate vendor onboarding.
Easier to use
Lives inside Ask AI on every admin page. New admins productive day one — the agent guides them to the right console screen.
Easier to manage
One toggle to enable writes, one configuration screen, one audit log. Per-business preferences sit beside every other app's settings.
Easier to extend
Shares the agentic-tool framework with every other MangoApps agent. New admin tools (more scans, more reports, more remediation flows) ship as tools, not as a release train.
AI is actually better
A general AI can describe what a stale privileged access scan should look like. Only Platform Admin Agent can run it, generate a remediation bundle, and execute it — confirmation-gated, audit-trailed, role-aware.
At our head office within HR, marketing, and finance, we use ChatGPT quite a bit, and MangoApps AI Helper is a useful tool for us. As I go around to the stores, I’ve been showing them how the AI Intranet Helper can find things and answer plain language questions about our resources, and they’re quite excited about that.
Alison van Zijl
Head of Human Resources
Full House
Customer Success
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Frequently Asked Questions About Platform Admin Agent
19 tools across user management, org structure, scans, and audit. Reads cover user search, profile lookup, statistics, department + location + role rollups, permission inspection, enabled-apps list, admin list, pending-invite list, audit-log search, and the scan_privileged_access / scan_failed_invites sweeps with a get_remediation_bundle dry-run helper. Writes are toggle_user_active, change_user_role, send_user_invite, reset_user_password — all confirmation-gated.
No. All four write tools are in RISKY_TOOLS and require explicit confirmation — the agent shows the target user, the proposed change, and waits for "confirm" before it runs. Recommendations come from the scan + bundle pair; the actual write only happens after an admin says yes.
Every agent-driven write lands in the same audit log as console clicks. The actor is the requesting admin, the action is the tool name, and the parameters are captured verbatim. When an autonomous_action_id is passed (from get_remediation_bundle), the pending action closes out atomically with the write.
scan_privileged_access returns admins / super-admins whose last sign-in is older than stale_admin_days (default 90) and whose audit activity is also stale. It returns evidence — last sign-in, audit count — and a recommended next tool, but does not change anything. The remediation bundle wraps the recommendation; the admin's confirmation runs the write.
Yes — read tools enforce the same role gates as the Platform Admin Console. A manager can run user search and read department rollups but cannot inspect super-admin permissions or drive the four writes. The agent reflects what the console allows, not a parallel authorization model.
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