New-project

byGodFather

Build a modern AI operations dashboard for a company managing multiple LLM-powered applications. The dashboard should show total API usage, token consumption, estimated cost in inr, model performance, error matrix , and active users. Include filters by model and date range, a recent activity feed, usage charts, a model comparison table, and alerts for unusual spending or failed requests. Add a sidebar with Overview, Models, Usage, Logs, Projects, Billing, and Settings. The design should feel like a polished enterprise SaaS product, with a clean dark theme, responsive layout, clear data hierarchy, and subtle animations.

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System Requirements

System Requirement Document
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New-project System Requirements Document

Introduction

The New-project aims to develop a modern AI operations dashboard for a company managing multiple LLM-powered applications. This dashboard will provide comprehensive analytics and insights into API usage, token consumption, model performance, and more, all within a polished dark theme design.

System Overview

The New-project dashboard will serve as a centralized platform for monitoring and managing various aspects of LLM-powered applications. It will offer detailed analytics, model comparisons, and alerts to ensure efficient operations and cost management.

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Functional Requirements as Story Points

  • As a User, I should be able to view total API usage to monitor application performance.
  • As a User, I should be able to track token consumption to manage resource allocation.
  • As a User, I should be able to see estimated costs in INR to keep track of expenses.
  • As a User, I should be able to evaluate model performance through detailed metrics.
  • As a User, I should be able to view an error matrix to identify and address issues.
  • As a User, I should be able to see the number of active users to gauge application engagement.
  • As a User, I should be able to filter data by model and date range for targeted analysis.
  • As a User, I should be able to view a recent activity feed to stay updated on application events.
  • As a User, I should be able to access usage charts for visual insights into data trends.
  • As a User, I should be able to compare models using a model comparison table for informed decision-making.
  • As a User, I should be able to receive alerts for unusual spending or failed requests to take timely action.
  • As a User, I should be able to navigate through a sidebar with sections for Overview, Models, Usage, Logs, Projects, Billing, and Settings for efficient access to different functionalities.

User Personas

  • Admin: Responsible for overseeing the entire dashboard, managing settings, and ensuring smooth operations.
  • Data Analyst: Focuses on analyzing data trends, model performance, and generating reports.
  • Developer: Uses the dashboard to monitor API usage, troubleshoot errors, and optimize application performance.

Core User Flows

  • Admin logs in -> navigates to Overview -> checks API usage and token consumption -> sets alerts for unusual spending.
  • Data Analyst logs in -> filters data by model and date range -> views usage charts and model comparison table -> generates a performance report.
  • Developer logs in -> accesses Logs section -> reviews error matrix -> identifies and resolves issues -> updates project settings.
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Visuals Colors and Theme

  • primary: #1E1E2F (dark slate)
  • primary_light: #2E2E3F (slate gray)
  • secondary: #FF6F61 (coral)
  • accent: #FFD700 (gold)
  • highlight: #FFA500 (orange)
  • bg: #121212 (black)
  • surface: rgba(30, 30, 47, 0.8)
  • text: #FFFFFF (white)
  • text_muted: #B0B0B0 (light gray)
  • border: rgba(255, 255, 255, 0.2)

Signature Design Concept

The New-project dashboard will feature an interactive galaxy map as its landing page. Each star in the galaxy represents a different feature or section of the dashboard. Users can click on a star to open a task card, drag to rotate the cluster, and hover to highlight connections between features. This dynamic and engaging interface will be built using @react-three/fiber and @react-three/drei, providing a unique and memorable user experience.

Landing Hero Motion Brief

The landing page will showcase a continuous 2D motion loop using motion/react. The animation will depict data inputs gathering around a central dashboard interface, which transforms to reveal key analytics and insights. This transformation will highlight the dashboard's ability to process and present complex data in a user-friendly manner. The animation will be responsive, ensuring a seamless experience across devices.

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Interaction Model & Motion Direction

  • Intended Interaction Model: Animated
  • The landing page will feature moderate scroll-triggered reveals, hover transitions, and spring physics on interactive elements, providing a polished and engaging experience.

Non-Functional Requirements

  • The dashboard must be responsive and accessible across various devices and screen sizes.
  • It should maintain high performance and quick load times, even with large data sets.
  • Ensure data security and privacy, especially concerning sensitive user information.

Tech Stack

  • Frontend: React for Web
  • Backend: Python, FastAPI
  • Database: MySQL or MariaDB, using Alembic for migrations
  • AI Models: GPT 5.4 for user-friendly responses
  • AI Tools: Litellm for LLM Routing, Langchain
  • Local Orchestration: Docker, docker-compose
  • Server-side Orchestration: Kubernetes

Assumptions and Constraints

  • The dashboard will primarily serve enterprise users, requiring a professional and polished design.
  • The system should support integration with existing LLM-powered applications.
  • Budget constraints may limit the use of certain premium technologies or services.
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Glossary

  • API: Application Programming Interface
  • LLM: Large Language Model
  • INR: Indian Rupee
  • SaaS: Software as a Service

This document outlines the comprehensive requirements for the New-project, ensuring a robust and user-friendly AI operations dashboard.

Landing design preview
Landing: Explore Galaxy
Login: Sign In
Overview: View Dashboard
Overview: Check API Usage
Overview: Check Token Consumption
Overview: Set Alerts
Projects: Manage Projects
Billing: View Costs
Billing: Set Budget Alerts
Settings: Configure App
Settings: Manage Users