In the rapidly evolving landscape of data analytics, business analysts often find themselves caught between complex database structures and the pressure to deliver actionable insights quickly. PeopleWorks GPT bridges this gap, offering a revolutionary platform where natural language transforms into powerful database queries and stunning visualizations—all without writing a single line of SQL.
The Ultimate Semantic Layer Revolution
PeopleWorks GPT isn't just another visualization tool—it's a complete semantic layer revolution. By processing your database schema, relationships, and custom hints through our proprietary semantic engine, we enable true natural language interaction with your data. Simply ask questions in plain English, and watch as PeopleWorks GPT:
- Instantly generates optimized SQL or NoSQL queries
- Automatically selects the most appropriate visualizations
- Intelligently processes complex database relationships
- Seamlessly integrates with your existing data infrastructure
The Equation Constructor Approach
Unlike traditional tools that expose your data to external AI, PeopleWorks GPT operates on a revolutionary "Equation Constructor" paradigm:
- Variables Collection: The system identifies all relevant variables from your database structure, object relationships, and schema hints
- Semantic Processing: Your database structure is interpreted in our semantic layer, creating a comprehensive variable dictionary
- Equation Construction: Your question is processed by our AI, which creates a precise "equation" (query) to solve your specific problem
- Variable Substitution: The abstract equation is populated with your actual database variables, ensuring data never leaves your secure environment
- Solution Execution: The equation executes within your data environment, returning only the requested results
This approach ensures your sensitive data never leaves your secure environment—only the abstract pattern is processed by AI, maintaining complete data sovereignty.
Visualizing the Equation Constructor
The Mathematical Analogy
| Traditional AI Approach | PeopleWorks GPT Equation Constructor |
|---|---|
| Sends raw data to AI models | Sends only the equation structure |
| Data leaves secure environment | Data remains in your environment |
| AI processes actual values | AI only processes abstract patterns |
| Black-box solutions | Transparent, auditable equations |
| Generic model application | Custom equation for each question |
| Limited database context | Full database schema comprehension |
From Hours to Seconds: The Business Analyst's New Best Friend
For business analysts, PeopleWorks GPT is nothing short of transformative. Tasks that once took hours—crafting complex queries, cleaning results, building visualizations—now happen in seconds. Simply ask your question, and PeopleWorks GPT handles the rest, freeing you to focus on analysis rather than mechanics.
Analyst Question:
"What was our revenue by product category in Q1 compared to last year?"
1. Variables Extracted:
$revenue → Sales.Amount
$category → Products.CategoryName
$currentQ1 → BETWEEN '2024-01-01' AND '2024-03-31'
$previousQ1 → BETWEEN '2023-01-01' AND '2023-03-31'
2. The Abstract Equation (Generated by AI):
3. Results Delivered:
| Category | Q1 2024 Revenue | Q1 2023 Revenue | % Change |
|---|---|---|---|
| Electronics | $1,245,650 | $1,098,420 | +13.4% |
| Home Goods | $876,300 | $792,150 | +10.6% |
| Apparel | $543,780 | $587,920 | -7.5% |
| Food & Beverage | $421,350 | $378,560 | +11.3% |
No raw data ever left your secure environment — only the abstract equation pattern was processed by AI.
Comprehensive Database Support
Whether your data lives in SQL Server, PostgreSQL, MySQL, Oracle, SQLite, or MongoDB, PeopleWorks GPT speaks your database's language fluently. Our platform optimizes queries specifically for your database engine, respects your existing security and access controls, and leverages database-specific features for maximum performance.
The AI-Powered Advantage
PeopleWorks GPT leverages multiple state-of-the-art AI models, delivering a level of natural language data interaction previously thought impossible:
| AI Model | Specialized For |
|---|---|
| OpenAI's Reasoning Models | Complex query understanding and optimization |
| Claude 3.7 Sonnet | Nuanced natural language processing |
| Llama 3.3 via Groq | Rapid response on common query patterns |
| Google Gemini | Enhanced contextual database schema understanding |
Why Business Analysts Choose PeopleWorks GPT
From Technical Limitations to Unlimited Exploration
No longer constrained by SQL knowledge, explore data relationships that previously required specialist intervention. PeopleWorks GPT's semantic understanding ensures you can ask sophisticated questions without needing to understand the underlying tables or relationships.
From Static Reports to Dynamic Insights
Traditional reporting approaches lock you into predetermined views. With PeopleWorks GPT, every question can spawn new questions, enabling a truly exploratory experience that follows your analytical thought process in real-time.
Maximum Data Security
Your sensitive data never leaves your secure environment. Only abstract equation patterns are processed externally, maintaining complete data sovereignty.
Rich Visualization Capabilities
Dynamic dashboards with drill-down capabilities, interactive charts, geospatial visualizations, and custom visualization themes matching your brand identity.
Welcome home, business analysts. Your data journey just got exponentially more powerful.
Software engineer, passionate about data and information, immersed in a total transformation with artificial intelligence.