Working Sessions

Collaborative project sessions with Zoom integration, real-time transcription, and automatic action item extraction.

Within the Projects zone, Working Sessions represents a critical operational capability that DevOps AI delivers through its unified platform. This process area operates at HITL Gate Level L3 (Human Only), meaning humans perform the action directly, with AI providing decision-support intelligence, risk assessments, and contextual recommendations only.

DevOps AI implements Working Sessions as a fully integrated workflow within the Projects zone. When deployed from the Azure Marketplace, this process area is automatically provisioned with role-appropriate dashboards, notification rules, and automation policies tailored to your MSP's operational requirements.

Workflow Architecture

The Working Sessions workflow follows DevOps AI's standard event-driven architecture. Events are ingested through the platform's connector framework — pulling data from PSA tools (ConnectWise, Datto Autotask, HaloPSA), RMM platforms (NinjaRMM, Datto RMM), and Microsoft 365 tenants — then processed through the AI inference pipeline before reaching the L3 gate for human action.

Multi-Tenant Isolation

Every operation within Working Sessions respects DevOps AI's zero-trust multi-tenant architecture. Client data is isolated at the Azure tenant level, encrypted at rest with customer-managed keys, and processed within geo-fenced compute boundaries. No cross-client data leakage is possible — even AI models are trained on anonymized, aggregated patterns rather than raw client data.

Working Sessions is classified at HITL Gate Level L3, which defines exactly when AI acts autonomously and when human judgment is required. This classification was determined through risk analysis of the process area's blast radius, reversibility, and compliance implications.

Why L3?

This process area involves irreversible, high-stakes, or legally significant actions where human expertise and accountability are non-negotiable. AI provides comprehensive decision support — risk assessments, historical comparisons, regulatory implications — but the human makes the final call.

Working Sessions does not exist in isolation — it integrates with other process areas across the Projects zone and the broader DevOps AI platform through the event mesh architecture. Actions in this process area can trigger workflows in related zones, and events from other zones can feed into Working Sessions operations.

Connector Framework

DevOps AI's connector framework provides bi-directional integration with the tools MSPs already use. For Working Sessions, this typically includes PSA platforms (ConnectWise Manage, Datto Autotask, HaloPSA), Microsoft Graph API (Azure AD, Intune, Defender), and specialized third-party tools relevant to Projects operations. All connectors are managed through the platform's Marketplace zone — install once, available everywhere.

Analytics & Reporting

Every operation within Working Sessions generates structured telemetry that feeds into the Analytics zone. Dashboards provide real-time visibility into process area health, throughput, error rates, and HITL override frequency. Over time, the AI models learn from human overrides to improve future recommendations — creating a continuous improvement loop that makes Working Sessions more accurate with every interaction.

Audit Trail

Complete audit provenance is maintained for every action within Working Sessions. This includes the triggering event, AI analysis results, HITL gate decisions (including who approved and when), execution outcomes, and any rollback actions. Audit data is immutable, tamper-evident, and exportable in OSCAL format for compliance evidence collection.