> ## Documentation Index
> Fetch the complete documentation index at: https://prismeai-legacy.mintlify.site/llms.txt
> Use this file to discover all available pages before exploring further.

# Overview

> Discover AI Collection, the intelligent platform for tabular data analysis and agent creation

<Frame>
  <img src="https://mintcdn.com/prismeai-legacy/jdOgS9ouJy0zTcFo/images/ai-collections.png?fit=max&auto=format&n=jdOgS9ouJy0zTcFo&q=85&s=0774f76e35cc0d99048b8a7a56b10a6b" alt="AI Collection Interface" width="3022" height="1482" data-path="images/ai-collections.png" />
</Frame>

AI Collection is Prisme.ai's enterprise-grade tabular data management platform that enables users to create AI agents for analyzing and enriching structured data. It offers a powerful yet intuitive interface for uploading, processing, and querying tabular data using natural language, all within a secure and managed environment.

## Key Features

<CardGroup cols={2}>
  <Card title="Versatile Data Upload" icon="upload">
    Upload data manually or connect to AI Builder, internal tools, or existing databases
  </Card>

  <Card title="AI-Powered Data Enrichment" icon="chart-column">
    Add new columns and enrich data with AI agents processing each row
  </Card>

  <Card title="Natural Language Querying" icon="comments">
    Query complex tabular data using conversational language
  </Card>

  <Card title="Custom Views" icon="table-columns">
    Create and share personalized data views using natural language
  </Card>

  <Card title="Seamless Integration" icon="puzzle-piece">
    Connect with AI Builder to create specialized tools for AI Knowledge agents
  </Card>

  <Card title="Enterprise Security" icon="shield-check">
    Complete data protection with access controls and compliance features
  </Card>

  <Card title="Token Optimization" icon="coins">
    Built-in tools to evaluate and optimize token usage for cost efficiency
  </Card>

  <Card title="Team Collaboration" icon="users">
    Share datasets and custom views with team members for enhanced productivity
  </Card>
</CardGroup>

## Who Uses AI Collection?

AI Collection is designed for all users who work with structured data, from data analysts to business users with no technical expertise.

<Tabs>
  <Tab title="Data Analysts">
    Data analysts use AI Collection to:

    * Process and transform large datasets quickly
    * Enrich data with AI-generated insights
    * Create custom views for specific analytical needs
    * Build reusable data processing workflows
  </Tab>

  <Tab title="Business Intelligence Teams">
    BI teams use AI Collection to:

    * Connect multiple data sources for comprehensive analysis
    * Create natural language interfaces to complex data
    * Generate custom reports and dashboards
    * Share insights across the organization
  </Tab>

  <Tab title="Product Teams">
    Product managers and teams use AI Collection to:

    * Analyze product usage and performance data
    * Enrich product data with market insights
    * Create custom views for different stakeholders
    * Make data-driven product decisions
  </Tab>

  <Tab title="Business Users">
    Business users with no technical expertise use AI Collection to:

    * Access and query complex data through natural language
    * Use predefined views to quickly find information
    * Generate reports without SQL or programming knowledge
    * Share insights with colleagues
  </Tab>
</Tabs>

## Core Capabilities

### Data Ingestion and Management

AI Collection provides multiple options for bringing data into the platform:

* Manual upload of CSV, Excel, and other tabular formats
* Connection to AI Builder for scraping web data
* Integration with internal tools (CRM, databases, product analytics)
* Automated data refresh and scheduling
* Version control and history tracking

### AI-Powered Data Enrichment

Transform and enhance your data with AI-powered processing:

* Add new columns based on AI analysis of existing data
* Process data row by row with specialized AI agents
* Apply transformation rules using natural language
* Merge and join datasets with intelligent matching
* Detect anomalies and inconsistencies automatically

### Natural Language Querying

Interact with your data using conversational language:

#### For Business Users

* Ask questions about your data in plain English
* Get immediate answers without writing SQL
* Visualize results instantly with auto-generated charts
* Save frequently used queries for quick access

#### For Technical Users

* Generate optimized SQL from natural language
* Fine-tune generated queries for complex analysis
* Create parameterized query templates
* Audit and optimize query performance

### Custom Views

Create and share personalized data views using natural language:

* Define views using conversational descriptions
* Share views with team members and stakeholders
* Set automated refresh schedules for views
* Export views to various formats (CSV, Excel, PDF)
* Embed views in other applications and dashboards

### Integration with Other Prisme.ai Products

AI Collection works seamlessly with other Prisme.ai products:

* **AI Builder** - Create data collection agents that feed into AI Collection
* **AI Knowledge** - Provide data-driven tools for knowledge agents
* **AI SecureChat** - Query data directly within conversations
* **AI Governance** - Apply access controls
* **AI Insights** - Track usage patterns and effectiveness

## Token Optimization

AI Collection includes tools to help you manage token usage and control costs:

<CardGroup cols={2}>
  <Card title="Usage Analytics" icon="chart-line">
    Track token consumption across datasets and operations
  </Card>

  <Card title="Cost Estimation" icon="calculator">
    Preview estimated token usage before processing large datasets
  </Card>

  <Card title="Optimization Recommendations" icon="wand-magic-sparkles">
    Get AI-powered suggestions to reduce token consumption
  </Card>

  <Card title="Usage Quotas" icon="gauge">
    Set limits and alerts for token usage at user or team level
  </Card>
</CardGroup>

## Getting Started with AI Collection

<Steps>
  <Step title="Access AI Collection">
    Log in to your Prisme.ai instance and select AI Collection from the main menu.
  </Step>

  <Step title="Import your data">
    Upload a dataset or connect to an existing data source.

    You can upload CSV files, connect to databases, or pull data from other systems.
  </Step>

  <Step title="Enrich your data">
    Use AI agents to add new columns or transform existing data.

    Specify what you want to add in natural language, and AI Collection will process your data.
  </Step>

  <Step title="Create custom views">
    Generate specialized views of your data using natural language descriptions.

    Share these views with your team for quick access to common data insights.
  </Step>
</Steps>