frosty-project
Netfotech Team AI📘 Business Requirements Document (BRD) AI Agentic Project Management System (APMS) A Multi Agent, Emotionally Intelligent, Predictive, and Fully Integrated Project Management AI 1. Executive Summary The AI Agentic Project Management System (APMS) is an advanced, multi agent AI ecosystem designed to automate, optimize, and elevate project management across modern enterprises. It integrates seamlessly with leading project management platforms (Jira, Trello, Asana, Monday, MS Project), collaboration tools (Slack, SharePoint, Confluence), and IoT devices to deliver end to end project intelligence. APMS transforms raw project data into actionable insights, automates scheduling and resource allocation, predicts risks, balances workloads, and enhances team morale through emotionally intelligent interventions. It also includes Agile driven multi agent collaboration for software development, enabling autonomous sprint planning, code dependency mapping, and smart task assignment. This system reduces manual overhead, prevents burnout, accelerates delivery, and strengthens organizational decision making. 2. Business Objectives Primary Goals • Automate project planning, scheduling, and resource allocation. • Reduce project delays through predictive analytics and early risk detection. • Improve team productivity and morale using emotionally intelligent AI. • Enhance collaboration across tools and departments. • Enable autonomous Agile software development through multi agent coordination. • Provide real time insights, alerts, and recommendations to project managers. • Minimize manual updates and administrative overhead. Strategic Impact • Faster project delivery • Higher team satisfaction • Reduced operational costs • Improved accuracy in planning and forecasting • Stronger alignment between business goals and execution 3. Scope • AI driven project scheduling, resource allocation, and risk management • Multi agent Agile system (Product Manager, Developer, Tester agents) • Integration with Jira, Trello, Asana, Monday, MS Project • Integration with Confluence, SharePoint, Slack • Predictive analytics for workload balancing and delay prediction • Emotionally intelligent team morale assessment • IoT based project monitoring • Automated reporting, approvals, and progress tracking • Code dependency graph generation and smart code modification suggestion 4. Functional Requirements 4.1 AI Project Manager Agent • Automates project scheduling based on priorities, dependencies, and team availability • Allocates resources dynamically • Generates risk assessments and mitigation plans • Converts raw data into actionable insights • Sends alerts for delays, bottlenecks, and pending tasks • Automates approvals and reporting workflows 4.2 Multi Agent Agile System - Agents & Responsibilities Product Manager Agent • Converts user inputs into epics, stories, and acceptance criteria • Prioritizes backlog using business value scoring • Plans sprints and defines release timelines Developer Agent • Generates code suggestions • Creates and updates code dependency graphs • Suggests modifications based on new requirements • Collaborates with Tester agent for quality assurance Tester Agent • Generates test cases automatically • Executes automated tests where possible • Flags defects and suggests fixes Collaboration Features • Agents communicate autonomously • Sprint planning and retrospectives automated • Smart task assignment based on skill, workload, and past performance 4.3 Predictive Analytics Engine • Predicts project delays using historical and real time data • Balances workloads to prevent burnout • Forecasts resource shortages • Recommends optimal sprint lengths and team compositions • Detects inefficiencies and suggests process improvements 4.4 Emotionally Intelligent AI • Monitors team morale through sentiment analysis (Slack, emails, stand ups) • Detects stress, burnout signals, and communication breakdowns • Suggests interventions (breaks, workload redistribution, recognition prompts) • Provides morale dashboards for managers 4.5 Hyper Personalization Engine • Tailors Agile workflows to individual strengths • Recommends tasks based on skill, preference, and performance patterns • Adjusts sprint velocity predictions per team member • Creates personalized learning and improvement suggestions 4.6 IoT Integration Layer [PHASE 2] • Connects with IoT devices for real time project monitoring • Tracks environmental conditions (manufacturing, construction, hardware labs) • Alerts managers about anomalies affecting project timelines • Enables automated logging of physical progress 4.7 AI Driven Innovation Engine • Scans market trends, competitor movements, and emerging technologies • Suggests new features, improvements, and innovation opportunities • Helps leadership stay ahead of industry shifts 4.8 Integrations Project Management Tools • Jira [Phase 1] • Trello • Asana [Phase 1] • Monday • Microsoft Project [Phase 1] Collaboration Tools • Slack • Microsoft Teams [Phase 1] • Confluence [Phase 1] Development Tools • GitHub • GitLab • Bitbucket 5. Non Functional Requirements 5.1 Performance • Real time insights with • Scalable to 10,000+ concurrent users 5.2 Security • Role based access control • Data encryption (in transit & at rest) • Compliance with GDPR, SOC2, ISO 27001 5.3 Reliability • 99.9% uptime • Automated failover and redundancy 5.4 Usability • Intuitive dashboards • Natural language interface • Multi device accessibility 6. User Stories Project Manager • “As a PM, I want automated scheduling so I can reduce manual planning time.” • “As a PM, I want risk predictions so I can prevent delays.” Developer • “As a developer, I want AI generated code suggestions to speed up development.” Tester • “As a tester, I want automated test case generation to improve coverage.” Leadership • “As a CEO, I want predictive insights to make informed decisions.” 7. Future Enhancements • Autonomous project execution • Voice driven project management • Cross company multi agent collaboration • Digital twin simulations for project forecasting Workflow diagrams 1.1 High-level end-to-end workflow Actors: • User / Project Manager • AI Project Manager Agent • Product Manager Agent • Developer Agent • Tester Agent • Predictive Analytics Engine • Emotion AI Engine • Integrations Layer (Jira, Trello, Asana, Monday, MS Project, Confluence, SharePoint, Slack, IoT, Git, etc.) Diagram (logical flow – text description) • User / PM initiates interaction o Input: Natural language (chat/voice) or via PM tools (Jira, Trello, etc.). o Examples: “Create a project plan”, “Plan next sprint”, “Show risks for Release 2”. • AI Project Manager Agent interprets request o Parses intent, scope, constraints, deadlines. o Queries Integrations Layer for current project data (tasks, epics, resources, statuses). • Data aggregation & context building o Pulls from: Jira/Trello/Asana/Monday/MS Project (tasks, timelines, dependencies). Confluence/SharePoint (requirements, docs). Slack/Teams (communication patterns). Git/GitLab/Bitbucket (code activity). IoT feeds (where relevant). • Delegation to specialized agents o Product Manager Agent: backlog refinement, epic/story creation, prioritization. o Developer Agent: code dependency graph, implementation suggestions, impact analysis. o Tester Agent: test case generation, coverage planning, defect risk estimation. • Predictive Analytics Engine runs o Predicts: Delays Bottlenecks Resource overload Sprint success probability • Emotion AI Engine evaluates team morale o Analyzes: Slack/Teams sentiment Meeting notes Velocity trends vs. communication tone. o Flags: Burnout risk Frustration Communication breakdowns. o Suggests: Workload redistribution Recognition prompts Process tweaks. • Hyper-personalization layer adjusts plan o Tailors: Task assignments to strengths/preferences. Sprint load per individual. Learning recommendations. • User / PM review & approval Approves, edits, or rejects suggestions. Human-in-the-loop for critical changes. • Execution & continuous monitoring Agents continuously: Track progress Update tools (Jira, etc.) Recalculate risks Alert on deviations Adjust assignments. 1.2 Sprint planning & execution workflow (multi-agent) Flow 1. PM/User: “Plan next sprint for Project X with focus on Feature Y.” 2. AI PM Agent: o Fetches backlog, priorities, team capacity. 3. Product Manager Agent: o Selects stories for sprint. o Breaks down tasks if needed. 4. Developer Agent: o Builds/updates code dependency graph. o Estimates complexity. o Suggests implementation order. 5. Tester Agent: o Generates test cases for selected stories. o Plans test execution. 6. Predictive Analytics Engine: o Validates sprint feasibility. o Predicts risk of spillover. 7. Emotion AI Engine: o Checks current team load & morale. o Suggests adjustments if burnout risk is high. Updates Jira/Trello/etc. 8. AI PM Agent: o Finalizes sprint plan. o Updates Jira/Trello/etc. 9. During sprint: o Agents monitor: Task progress Code changes Test results Communication signals. o Trigger: Alerts Reassignments Risk updates. 10. End of sprint: o Auto-generated: Sprint report Retrospective insights Improvement suggestions.
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Project Tasks40
Apply Theme and Structure
As a user, I want the scaffold pages (home, login, signup, welcome, dashboard/overview, dashboard/ai-assistant, dashboard/settings) to look exactly identical to the mock-design pages. Apply the APMS color palette (#F5FAFF background, #D9EAF7 surface, #1B3A5D text, #5AC8FA accent, #A9C3D9 muted) and global typography/layout structure across all existing scaffold pages. Remove any pages not present in the design or user flows. This task must be completed independently before any other page implementation begins.
Build Executive Dashboard Page
As a CEO, I want to be able to use the frontend Executive Dashboard page to view my portfolio of projects and high-level predictive insights. Implement the Executive Dashboard (v3) JSX design. Links to Analytics, Risk Panel, and Reports pages. Displays portfolio overview cards and KPI metrics.
Build Dashboard Page
As a user (PM, Developer, Tester, Team Member), I want to be able to use the frontend Dashboard page to view my assignments, iceberg overview, test overview, and personal tasks depending on my role. Implement the Dashboard (v3) JSX design. Acts as the main landing page post-login for most personas, linking to Sprint Board, Projects, Workload, Notifications, and Test overview.
Build Login Page
As a user, I want to be able to use the frontend Login page to sign in to APMS. Implement the Login (v2) JSX design with email/password fields, APMS branding, and navigation to the Dashboard. This page is the entry point for all user personas (PM, Developer, Tester, Team Member, CEO, Admin).
Build Sprint Board Page
As a Developer, Tester, or PM, I want to be able to use the frontend Sprint Board page to view sprint tasks, active stories, and approve sprint plans. Implement the Sprint Board (v3) JSX design. Accessible from the Dashboard. Supports task status updates, sprint plan approval, and linking to Code Assistant (Developer flow).
Build Reports Page
As a CEO or Tester, I want to be able to use the frontend Reports page to export leadership reports and view test coverage reports. Implement the Reports (v3) JSX design. Accessible from the Executive Dashboard (CEO) and Defect Tracker (Tester). Includes report generation, export options, and coverage metrics.
Build Notifications Page
As a Team Member, I want to be able to use the frontend Notifications page to view interventions and system alerts. Implement the Notifications (v3) JSX design. Accessible from the Team Member Dashboard. Displays a chronological list of notifications, emotionally intelligent alerts, and system messages.
Implement Dashboard API
As a user, I want to be able to use the backend API for the Dashboard so I can retrieve role-based task assignments, project overviews, and personal metrics. Build FastAPI endpoints to serve dashboard data (tasks, KPIs, assignments) filtered by user role (PM, Developer, Tester, Team Member).
Build Workload Page
As a Team Member, I want to be able to use the frontend Workload page to check my assignments and workload balance. Implement the Workload (v3) JSX design. Accessible from the Team Member Dashboard. Displays task assignments, capacity indicators, and workload distribution charts. Links to the Morale Hub.
Build Analytics Page
As a CEO, I want to be able to use the frontend Analytics page to view predictive insights, trends, and data visualizations. Implement the Analytics (v3) JSX design. Accessible from the Executive Dashboard, links to the Risk Panel. Displays charts, forecasts, and AI-driven recommendations.
Build Projects Page
As a Project Manager, I want to be able to use the frontend Projects page to create and manage projects. Implement the Projects (v3) JSX design. Accessible from the PM Dashboard. Includes project creation form, project list, status indicators, and navigation to the Scheduler.
Build Risk Panel Page
As a Project Manager or CEO, I want to be able to use the frontend Risk Panel page to review risk predictions and reports. Implement the Risk Panel (v3) JSX design. Accessible from the Executive Dashboard (CEO flow) and the Scheduler (PM flow). Displays risk assessments, severity indicators, and mitigation suggestions.
Build Test Suite Page
As a Tester, I want to be able to use the frontend Test Suite page to generate automated test cases. Implement the Test Suite (v3) JSX design. Accessible from the Sprint Board in the Tester flow. Includes AI test case generation interface, test scenario listing, and execution status. Links to the Defect Tracker.
Implement Risk Panel API
As a Project Manager or CEO, I want to be able to use the backend API for the Risk Panel so I can retrieve risk predictions and reports. Build FastAPI endpoints to serve risk assessment data, severity scores, and mitigation recommendations using predictive analytics.
Implement Analytics API
As a CEO, I want to be able to use the backend API for Analytics so I can retrieve predictive insights, trend data, and portfolio performance metrics. Build FastAPI endpoints serving aggregated analytics, forecasting data, and AI-generated strategic insights.
Build Scheduler Page
As a Project Manager, I want to be able to use the frontend Scheduler page to automate project scheduling. Implement the Scheduler (v3) JSX design. Accessible from the Projects page in the PM flow. Displays Gantt-style timelines, resource allocation views, and AI-suggested schedules. Links to the Risk Panel.
Implement Role-Based Access Control
As a System Administrator, I want to be able to use the backend API for role-based access control so that each persona (PM, Developer, Tester, Team Member, CEO, Admin) only accesses their authorized pages and data. Implement RBAC middleware in FastAPI with JWT-based session management and role claim validation.
Implement Workload API
As a Team Member, I want to be able to use the backend API for Workload so I can view my task assignments and workload balance. Build FastAPI endpoints to retrieve individual workload data, capacity metrics, and AI-driven workload rebalancing suggestions.
Implement Notifications API
As a Team Member, I want to be able to use the backend API for Notifications so I can receive real-time alerts and emotionally intelligent interventions. Build FastAPI endpoints for notification CRUD, real-time delivery via WebSocket or SSE, and emotionally intelligent alert triggers.
Build Innovation Hub Page
As a CEO, I want to be able to use the frontend Innovation Hub page to explore AI-driven recommendations and innovation opportunities. Implement the Innovation Hub (v3) JSX design. Accessible from the Risk Panel in the CEO flow. Displays curated insights, trend cards, and strategic recommendations.
Implement Projects API
As a Project Manager, I want to be able to use the backend API for Projects so I can create, update, and manage projects. Build FastAPI CRUD endpoints for project management including project creation, status tracking, and team assignment.
Implement Sprint Board API
As a user, I want to be able to use the backend API for the Sprint Board so I can view, update, and manage sprint tasks and stories. Build FastAPI endpoints for sprint management including task CRUD, status transitions, and sprint plan approval workflows.
Build Code Assistant Page
As a Developer, I want to be able to use the frontend Code Assistant page to get AI-generated code suggestions. Implement the Code Assistant (v3) JSX design. Accessible from the Sprint Board in the Developer flow. Includes a code editor panel, AI suggestion display, and link to the Dependency Map.
Build Morale Hub Page
As a Team Member, I want to be able to use the frontend Morale Hub page to view wellness insights and emotionally intelligent interventions. Implement the Morale Hub (v3) JSX design. Accessible from the Workload page in the Team Member flow. Displays morale scores, wellness tips, burnout risk indicators, and suggested interventions. Links to the Profile page.
Implement Emotion AI Engine
As a Team Member, I want to be able to use the AI API for the Morale Hub so I can receive emotionally intelligent wellness insights and burnout prevention interventions. Build an Emotion AI service using Gemini 3 Pro via LiteLLM to analyze team sentiment, morale scores, and generate personalized interventions displayed in the Morale Hub.
Implement Code Assistant AI API
As a Developer, I want to be able to use the AI API for the Code Assistant so I can receive AI-generated code suggestions. Build an AI service using LiteLLM to route requests to Claude 4.5 Opus for code suggestions, integrating with the Code Assistant frontend and exposing a FastAPI endpoint.
Implement Third-Party Integrations API
As a user, I want to be able to use the backend API for integrations so I can connect APMS with Jira, Trello, Asana, Slack, and Confluence. Build FastAPI integration adapters for each tool, supporting OAuth authentication and bidirectional data sync (tasks, projects, notifications).
Implement Test Suite API
As a Tester, I want to be able to use the backend API for the Test Suite so I can generate automated test cases. Build FastAPI endpoints to trigger AI-based test case generation, retrieve test scenarios, and manage test execution status.
Implement Selective Re-run Capability
As a System Administrator or Project Manager, I want to be able to use the frontend and backend for the Selective Re-run feature so I can manually trigger regeneration of specific system requirements and view re-run history. Build a FastAPI endpoint and corresponding UI panel for triggering and logging selective re-runs with traceability.
Build Dependency Map Page
As a Developer, I want to be able to use the frontend Dependency Map page to explore the code graph and understand code dependencies. Implement the Dependency Map (v3) JSX design. Accessible from the Code Assistant in the Developer flow. Displays an interactive graph of code modules, dependencies, and relationships.
Build Profile Page
As a Team Member, I want to be able to use the frontend Profile page to update my preferences and personal settings. Implement the Profile (v3) JSX design. Accessible from the Morale Hub in the Team Member flow. Includes preference settings, notification preferences, role details, and avatar management.
Build Defect Tracker Page
As a Tester, I want to be able to use the frontend Defect Tracker page to log and track defects. Implement the Defect Tracker (v3) JSX design. Accessible from the Test Suite in the Tester flow. Includes defect logging form, defect list with severity/status filters, and links to Reports.
Implement Reports API
As a CEO or Tester, I want to be able to use the backend API for Reports so I can generate and export project reports. Build FastAPI endpoints for report generation (PDF/CSV export), coverage reports, and leadership dashboards aggregated from analytics data.
Implement Scheduler API
As a Project Manager, I want to be able to use the backend API for the Scheduler so I can automate project scheduling and resource allocation. Build FastAPI endpoints to generate and persist AI-driven project schedules, Gantt data, and resource allocation recommendations.
Implement Predictive Analytics AI Engine
As a CEO or Project Manager, I want to be able to use the AI API for Predictive Analytics so I can receive risk predictions and project forecasts. Build a predictive analytics AI engine using Langchain and GPT 5.2 to analyze project data, forecast risks, and generate actionable insights for the Analytics and Risk Panel pages.
Implement Test Case Generation AI Service
As a Tester, I want to be able to use the AI API for the Test Suite so I can automatically generate test cases from user stories. Build an AI service using Claude 4.5 Opus and Langchain to parse sprint stories and auto-generate structured test cases, integrating with the Test Suite backend API.
Implement Defect Tracker API
As a Tester, I want to be able to use the backend API for the Defect Tracker so I can log and manage defects. Build FastAPI endpoints for defect CRUD operations including severity classification, status tracking, and assignment management.
Implement Dependency Map AI Service
As a Developer, I want to be able to use the AI API for the Dependency Map so I can explore an AI-generated code graph. Build an AI service to analyze code repositories, extract dependency relationships, and return a structured graph for visualization using Langchain and Claude 4.5 Opus.
Implement Innovation Hub AI Service
As a CEO, I want to be able to use the AI API for the Innovation Hub so I can explore AI-generated strategic recommendations and innovation opportunities. Build an AI service using GPT 5.2 via LiteLLM to generate curated innovation insights and trend cards displayed in the Innovation Hub page.
Integrate LiteLLM LLM Router
As an AI Engineer, I want to be able to use the AI infrastructure for LLM routing so all AI services can intelligently route requests to GPT 5.2, Claude 4.5 Opus, and Gemini 3 Pro based on task type. Set up and configure LiteLLM as a centralized LLM router service, integrating with all AI engine endpoints.
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