LNM Agents

1. User Interaction & Data Collection:

• Users initiate a conversation with the AI Agent by defining their objectives.
• The system prompts users to upload data via structured files (CSV, Excel, JSON) or through direct database connections (MongoDB, MySQL, PostgreSQL, Oracle NetSuite).

2. Automated Data Processing & Schema Detection

• The AI Agent automatically identifies the structure of uploaded datasets, detecting data types, column names, missing values, and relationships between variables.
• If multiple datasets are provided, the agent intelligently merges them using common identifiers while handling inconsistencies such as duplicates and missing fields.
• Data standardization ensures uniformity, making it easier to derive insights.

3. AI-Driven Insights & Prefilled Model Variables

• Based on user objectives and the dataset, the AI Agent identifies key variables required for model building.
• It automatically determines target outcomes (e.g., "On-Time Delivery" vs. "Late Delivery") and pre-fills critical parameters for analysis.

4. Validation & User Customization

• The AI Agent provides a preview of processed data for user validation.
• A prefilled model response is generated based on the context, allowing users to customize inputs before execution.

5. Intelligent Model Execution & Optimization

• Once validated, the AI Agent executes data models on SXI++, optimizing outcomes based on user-defined goals.
• The system leverages SXI++, our advanced proprietary deep neural network, to generate highly accurate predictions and insights.
• The AI continuously learns from data interactions, refining predictions and improving performance over time.

Automated Data Handling: Eliminate manual data processing efforts.

Precision & Accuracy: Advanced schema detection ensures clean, structured data.

Scalability: Handle large datasets efficiently across multiple sources.

User-Centric Optimization: Pre-filled insights tailored to business goals.

Seamless Integration: Works with existing database and API systems.

AI-Powered Predictions with SXI++: Leverages our proprietary SXI++ deep neural network to deliver highly accurate predictive analytics, enabling businesses to anticipate trends, optimize operations, and drive data-driven decision-making.

2022 - A Legacy of Innovation

Early Years: In the early years, Steve Jobs recognized the growing importance of technology in business and set out to create a company that could help organizations leverage the power of digital innovation. With a small team of passionate individuals.

Expansion & Innovation: As technology continued to evolve, so did [Company Name]. We expanded our service offerings to include a wide range of solutions, from cybersecurity and cloud computing to data analytics and artificial intelligence.

2023 - A Legacy of Innovation

Early Years: In the early years, Steve Jobs recognized the growing importance of technology in business and set out to create a company that could help organizations leverage the power of digital innovation. With a small team of passionate individuals.

Expansion & Innovation: As technology continued to evolve, so did [Company Name]. We expanded our service offerings to include a wide range of solutions, from cybersecurity and cloud computing to data analytics and artificial intelligence.