Enterprise Prompt Library

Introduction

The Enterprise Prompt Library is a secure SaaS platform designed to enable organizations to create, manage, version, test, approve, and share AI prompts across teams. It serves as a centralized repository with governance, analytics, and collaboration features, supporting multiple AI providers while remaining model-agnostic.

System Overview

The Enterprise Prompt Library addresses several challenges faced by organizations relying on AI tools, such as prompt duplication, lack of standardization, and insufficient visibility into AI adoption. By providing a centralized platform, it ensures prompt quality, version control, and secure storage, effectively becoming the organization's "GitHub for AI Prompts."

Target Customers

• Primary: Medium & Large Enterprises, IT Teams, Data Teams, Marketing Teams, HR Teams, Customer Support Teams, Sales Teams
• Secondary: AI Consulting Firms, Agencies, Startups, Educational Institutions

User Roles

• Super Admin: Manage organization, billing, API integrations, user management, workspace settings
• Admin: Create collections, approve prompts, manage categories, view analytics
• Team Lead: Review prompts, publish prompts, manage team folders
• Employee: Browse prompts, execute prompts, clone prompts, rate prompts, comment
• Guest: Read-only access

Functional Requirements as Story Points

• As a Super Admin, I should be able to manage the organization, billing, API integrations, user management, and workspace settings.
• As an Admin, I should be able to create collections, approve prompts, manage categories, and view analytics.
• As a Team Lead, I should be able to review prompts, publish prompts, and manage team folders.
• As an Employee, I should be able to browse, execute, clone, rate, and comment on prompts.
• As a Guest, I should have read-only access to the prompt library.
• As a User, I should be able to create, edit, duplicate, archive, delete, favorite, and share prompts.
• As a User, I should be able to manage prompt fields such as title, description, prompt, system prompt, tags, department, AI model, category, use case, language, status, and version.
• As a User, I should be able to use prompt version control to track changes, rollback, and compare versions.
• As a User, I should be able to test prompts in a playground by selecting AI providers, choosing models, entering variables, running prompts, comparing outputs, saving results, and rating results.
• As a User, I should be able to use prompt templates for various use cases like sales emails, cold outreach, and more.
• As a User, I should be able to follow an approval workflow from draft to published status.
• As a User, I should be able to perform advanced searches by category, department, creator, tags, model, date, popularity, rating, and favorites.
• As a User, I should be able to view prompt analytics, including usage, success rate, and department usage.
• As a User, I should be able to track AI cost analytics, including tokens used and estimated costs.
• As a User, I should be able to integrate with various platforms like OpenAI, Azure OpenAI, and others.
• As a User, I should be able to receive notifications for prompt approvals, rejections, new prompts, comments, version updates, and weekly digests.
• As a User, I should be able to access authentication pages for login, registration, and password recovery.
• As a User, I should be able to view dashboards with prompt usage, department usage, AI provider usage, and monthly growth.
• As a User, I should be able to manage collections, folders, shared collections, and private collections.
• As a User, I should be able to utilize pre-resolved prompts by the API supervisor.

User Personas

• Super Admin: Oversees the entire platform, manages billing, and configures integrations.
• Admin: Manages prompt collections and categories, and oversees prompt approval.
• Team Lead: Responsible for team-specific prompt management and publication.
• Employee: Engages with prompts for daily tasks, providing feedback and ratings.
• Guest: Limited to viewing prompts without interaction capabilities.

Core User Flows

• Super Admin configures organization settings -> manages billing and API integrations -> oversees user management.
• Admin creates a new prompt collection -> approves team prompts -> manages categories -> views analytics.
• Team Lead reviews team prompts -> publishes approved prompts -> organizes team folders.
• Employee browses prompt library -> executes a prompt -> rates and comments on the prompt.
• Guest accesses the prompt library -> views available prompts.

Visuals Colors and Theme

• primary: #1E3A8A (Deep Blue)
• primary_light: #3B82F6 (Light Blue)
• secondary: #F59E0B (Amber)
• accent: #EF4444 (Red)
• highlight: #FBBF24 (Gold)
• bg: #F3F4F6 (Light Gray)
• surface: rgba(255, 255, 255, 0.8) (White)
• text: #111827 (Dark Gray)
• text_muted: #6B7280 (Muted Gray)
• border: rgba(209, 213, 219, 0.2) (Light Gray)

Signature Design Concept

Interactive Prompt Galaxy

The homepage will feature an interactive galaxy map where each star represents a different feature or section of the platform. Users can click on a star to open a detailed view of that feature, drag to rotate the galaxy, and hover to highlight connections between related features. This concept will be implemented using @react-three/fiber and @react-three/drei for a 3D interactive experience.

Landing Hero Motion Brief

The landing hero will depict a swirling galaxy of prompts, where each prompt is a star. As users interact, stars will gather around a central "supernova" representing the Enterprise Prompt Library's core capabilities. The animation will loop every 10 seconds, showing prompts being created, shared, and approved, culminating in a burst of light symbolizing successful AI integration. This will be achieved using motion/react for smooth transitions and interactions.

Interaction Model & Motion Direction

• Intended Interaction Model: Parallax
  • The landing page will utilize a parallax effect to create a sense of depth, with layers of stars and prompts moving at different speeds as users scroll.
  • Interactive elements will have hover transitions and spring physics for a polished user experience.

Non-Functional Requirements

• The platform must support high availability and scalability to handle large enterprise usage.
• Data security and privacy must adhere to industry standards, including encryption and role-based access control.
• The system should provide a responsive design for accessibility across devices.

Tech Stack

• Frontend: Next.js, React, TypeScript, Tailwind CSS, shadcn/ui
• Backend: Python (FastAPI), PostgreSQL, Redis, Celery (background jobs)
• Storage: PostgreSQL, S3-compatible object storage (for exports)
• Authentication: JWT, OAuth, Azure AD, Google SSO
• AI Layer: LiteLLM with provider adapters for OpenAI, Anthropic, Gemini, Azure OpenAI, etc.
• Deployment: Docker, Kubernetes-ready, Nginx, CI/CD with GitHub Actions

Assumptions and Constraints

• The platform assumes users have basic knowledge of AI prompt creation and management.
• Constraints include adherence to data privacy regulations and integration capabilities with specified AI providers.

Glossary

• Prompt: A set of instructions or input given to an AI model to generate a response.
• API Supervisor: A system component responsible for managing API interactions and pre-resolving prompts.
• SaaS: Software as a Service, a software distribution model in which applications are hosted by a service provider and made available to customers over the internet.