Expected launch: late 2026

The MSP operations brain is coming online.

TAHAI Operational Intelligence is being built as its own flagship command layer: a crisp, formal, white-background mission-control experience for tickets, projects, documentation, assets, evidence, policy gates, connectors, and governed AI reasoning.

Distinct from PSADistinct from IT DocsBuilt for operational signal
Ops Constellation
Operational Intelligence Ops Constellation screen
Mapping operational contextTenant-aware. Policy-gated. Evidence-linked.
TicketsProjectsDocsAssetsEvidencePolicyConnectorsAI SafetySearchGraphTicketsProjectsDocsAssetsEvidencePolicyConnectorsAI SafetySearchGraph

Built for MSP operators

One command layer. Less reconstruction. Better decisions.

MSP teams should not have to reconstruct operational context from five different systems before making a decision. OI is shaped around the moment an operator needs the truth: what changed, who approved it, what evidence exists, what policy applies, and what work should happen next.

Flagship interface direction

White-glove brand polish with the color and density of OI.

OI is presented as a serious operational workspace: wide product canvases, crisp white framing, and enough room for the real interface density to breathe.

01

Ops Constellation

A live operational map of clients, tickets, docs, risks, assets, and evidence.

Ops Constellation preview
02

Project Command Deck

Scope, milestones, blockers, approvals, evidence, and handoff readiness in one workbench.

Project Command Deck preview
03

Client Mission Cockpit

Client-wide operational posture spanning tickets, projects, docs, assets, SLAs, and gaps.

Client Mission Cockpit preview
04

Evidence Timeline

A proof stream across tickets, projects, documentation, policy decisions, and AI traces.

Evidence Timeline preview
05

Policy Gates

Allow, deny, approval-required, and preview-only guardrails before risky work moves.

Policy Gates preview
06

Connector Center

Connector health, sync freshness, failures, scopes, and operational risk in one view.

Connector Center preview

Full-fidelity product showcase

Built to show the product, not hide it.

Every operator view is given room to breathe, with wide inspection surfaces that preserve the command-center density.

01

Command context

Tickets, projects, docs, clients, risks, and operational pressure in one place.

02

Evidence trail

Handoffs, approvals, closeouts, and audits become easier to prove.

03

Governed AI

Suggestions stay tenant-aware, policy-gated, traceable, and approval-conscious.

04

Connector truth

Freshness, sync failures, drift, scopes, and operational risk stay visible.

Product interface atlas

Every major view, presented as a first-class product surface.

Use the filters to move through the product story. Each view has a dedicated product page for client briefings, internal previews, and deeper inspection.

Mission control

Mission control

The screens that establish OI as the operational command layer: client health, live relationships, search, and the constellation view.

Ops Constellation Operational Intelligence screen
Mission control

Ops Constellation

A live operational map of clients, tickets, docs, risks, assets, and evidence.

Open product view
Client Mission Cockpit Operational Intelligence screen
Mission control

Client Mission Cockpit

Client-wide operational posture spanning tickets, projects, docs, assets, SLAs, and gaps.

Open product view
Relationship Graph Operational Intelligence screen
Mission control

Relationship Graph

Typed connections that explain how clients, tickets, projects, docs, and assets relate.

Open product view
Unified Search Operational Intelligence screen
Mission control

Unified Search

Search across clients, tickets, projects, docs, assets, domains, contacts, and evidence.

Open product view

Project control

Project control

Project work becomes controlled, evidence-backed, approval-aware, and ready for clean client handoff.

Project Command Deck Operational Intelligence screen
Project control

Project Command Deck

Scope, milestones, blockers, approvals, evidence, and handoff readiness in one workbench.

Open product view
Project Management Workflow Operational Intelligence screen
Project control

Project Management Workflow

Create scope, phases, approvals, execution, as-built docs, and handoff packages.

Open product view
Evidence Timeline Operational Intelligence screen
Project control

Evidence Timeline

A proof stream across tickets, projects, documentation, policy decisions, and AI traces.

Open product view
Policy Gates Operational Intelligence screen
Project control

Policy Gates

Allow, deny, approval-required, and preview-only guardrails before risky work moves.

Open product view

Operator workflows

Operator workflows

Dispatchers, technicians, client admins, and org admins get focused flows instead of scattered context hunting.

Dispatch Pressure Operational Intelligence screen
Operator workflows

Dispatch Pressure

Queue pressure, SLA risk, blocked work, and project candidates for dispatch leads.

Open product view
Dispatcher Workflow Operational Intelligence screen
Operator workflows

Dispatcher Workflow

Intake, enrichment, assignment, escalation, project candidacy, and closeout flow.

Open product view
Technician Workflow Operational Intelligence screen
Operator workflows

Technician Workflow

One operational context screen for tickets, docs, assets, evidence, and next actions.

Open product view
Client Admin Workflow Operational Intelligence screen
Operator workflows

Client Admin Workflow

Client-facing requests, approvals, project status, and handoff acceptance.

Open product view
Governance Access Operational Intelligence screen
Operator workflows

Governance Access

Admin-level controls for roles, policies, compliance, connectors, and audit posture.

Open product view
Org Admin Workflow Operational Intelligence screen
Operator workflows

Org Admin Workflow

Users, roles, policies, connectors, compliance, audit, and entitlement governance.

Open product view

Intelligence & improvement

Intelligence & improvement

Operational memory, knowledge gaps, continuous improvement, and AI safety are surfaced as practical operator signals.

Operational Memory Operational Intelligence screen
Intelligence & improvement

Operational Memory

Durable context with retention, redaction, tenant scope, and evidence awareness.

Open product view
Knowledge Gap Queue Operational Intelligence screen
Intelligence & improvement

Knowledge Gap Queue

Turn missing docs, stale runbooks, and unlinked assets into accountable work.

Open product view
Continuous Improvement Operational Intelligence screen
Intelligence & improvement

Continuous Improvement

Operations to intake, resolution, knowledge gaps, documentation, metrics, and recommendations.

Open product view
AI Safety Operational Intelligence screen
Intelligence & improvement

AI Safety

Adversarial checks for leakage, tool misuse, unsafe automation, and policy bypass.

Open product view

Connectors & platform

Connectors & platform

Connector health, credential posture, sync jobs, migrations, backup, recovery, and observability stay visible before they become client-impacting problems.

Connector Center Operational Intelligence screen
Connectors & platform

Connector Center

Connector health, sync freshness, failures, scopes, and operational risk in one view.

Open product view
Credential Vault Operational Intelligence screen
Connectors & platform

Credential Vault

Credential handling contracts with encryption posture, scopes, and audit paths.

Open product view
Sync Jobs Operational Intelligence screen
Connectors & platform

Sync Jobs

Manual, scheduled, webhook, retry, dead-letter, and backoff visibility.

Open product view
Migration Framework Operational Intelligence screen
Connectors & platform

Migration Framework

Versioned schema, index, and data migration visibility.

Open product view
Backup and Restore Operational Intelligence screen
Connectors & platform

Backup and Restore

Restore confidence with backup verification and integrity-aware recovery checks.

Open product view
Disaster Recovery Operational Intelligence screen
Connectors & platform

Disaster Recovery

RTO/RPO tiers, drills, platform health, and recovery posture.

Open product view
Observability Operational Intelligence screen
Connectors & platform

Observability

Tenant-safe logs, metrics, traces, request IDs, and correlation surfaces.

Open product view

Security & governance

Security & governance

Tenant boundaries, roles, secrets, encryption, compliance, retention, AI safety, and security review are presented as operational proof.

Tenant Isolation Operational Intelligence screen
Security & governance

Tenant Isolation

Cross-tenant boundaries, scoped records, and adversarial checks visible to operators.

Open product view
RBAC Matrix Operational Intelligence screen
Security & governance

RBAC Matrix

Role-to-route and action authorization visibility for security review.

Open product view
Client View Guard Operational Intelligence screen
Security & governance

Client View Guard

Client-facing access is designed to stay separated from MSP-only internals and restricted data.

Open product view
Secret Handling Operational Intelligence screen
Security & governance

Secret Handling

Repository, log, build, diagnostics, and trace scans for sensitive material.

Open product view
Encryption Posture Operational Intelligence screen
Security & governance

Encryption Posture

TLS, KMS, data-at-rest, backup, and artifact posture visible by environment.

Open product view
Compliance Matrix Operational Intelligence screen
Security & governance

Compliance Matrix

Control mapping for governance, readiness, and evidence conversations.

Open product view
Retention Control Operational Intelligence screen
Security & governance

Retention Control

Tenant-aware retention and disposal for audit, evidence, traces, and connector data.

Open product view
Security Review Operational Intelligence screen
Security & governance

Security Review

Auth, tenant, RBAC, audit, secrets, AI, connectors, exports, billing, and deployment checks.

Open product view

Adaptive workspace

Adaptive workspace

The app keeps dense operator screens usable as left and right rails collapse for focus and smaller displays.

Adaptive Rails Operational Intelligence screen
Adaptive workspace

Adaptive Rails

Responsive mission rails designed to keep dense operator screens usable.

Open product view
Left Rail Collapse Operational Intelligence screen
Adaptive workspace

Left Rail Collapse

Navigation compression for focused workspaces and smaller displays.

Open product view
Intelligence Rail Collapse Operational Intelligence screen
Adaptive workspace

Intelligence Rail Collapse

Right-side intelligence rail compression while preserving mission context.

Open product view

Release runway

Late 2026 is the target window.

Operational Intelligence is positioned as TAHAI’s flagship MSP operational command layer. The goal is not another dashboard. It is the governed operating brain connecting evidence, policy, tickets, projects, documentation, assets, connectors, and AI reasoning.

Follow the build
Command-center UXPolished, dense, operational, and demo-ready.
Evidence-first workflowsProof streams across tickets, projects, docs, and handoffs.
Policy-gated AIGoverned assistance with traceability and approval paths.
Connector awarenessSync health, freshness, failure states, and risk posture.