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AI Capabilities

AI-Powered Query Generation​

ChPulse integrates advanced AI capabilities to help you create SQL queries without needing to be a SQL expert. This feature allows anyone in your organization to create powerful data APIs by simply describing what they need in natural language.

How It Works​

  1. Describe Your Data Need: Enter a natural language description of the data you want
  2. AI Generates SQL: Our AI system analyzes your description and generates the appropriate SQL query
  3. Review and Refine: Review the generated SQL, make adjustments if needed
  4. Create API: Use the generated SQL to create your Data API

Example Use Cases​

Business Analysts​

"Show me the top 10 customers by revenue for each region in the last quarter, with year-over-year growth"

Marketing Teams​

"List all products where sales increased after our latest marketing campaign, grouped by campaign channel"

Executive Dashboards​

"Provide daily active users, revenue, and conversion rate for the last 30 days compared to the previous period"

Features and Capabilities​

Natural Language Understanding​

The AI understands complex data requests and translates them into precise SQL queries, handling:

  • Aggregations and calculations
  • Filtering and conditions
  • Joins across multiple tables
  • Temporal analysis (trends, comparisons)
  • Complex grouping and sorting

Schema Awareness​

The AI understands your specific data model:

  • Automatically identifies relevant tables
  • Recognizes relationships between tables
  • Suggests appropriate joins
  • Identifies the right columns for your query

Query Optimization​

Generated queries are automatically optimized for:

  • Performance
  • Accuracy
  • Readability

Interactive Refinement​

If the generated query isn't exactly what you need:

  1. Provide feedback or additional details
  2. The AI will refine the query based on your input
  3. Iterate until you get the perfect query

Pricing and Token Usage​

The AI query generation feature uses a token-based system:

  • Free Monthly Allowance: 100,000 tokens per month at no charge
  • Additional Usage: Billed at standard rates for tokens beyond the free allowance

What Are Tokens?​

Tokens are the basic units of text processing for the AI system. As a rough guideline:

  • 1 token ≈ 4 characters in English
  • A typical query description might use 50-200 tokens
  • The generated SQL might use another 100-300 tokens

This means your free monthly allowance typically covers hundreds of query generations.

Best Practices​

  1. Be Specific: The more details you provide, the more accurate the generated query will be
  2. Mention Tables: If you know which tables contain your data, mention them
  3. Specify Time Periods: Clearly state time ranges for temporal data
  4. Describe Calculations: Explain any calculations or aggregations you need
  5. Iterate: If the first result isn't perfect, refine your description