🛢️Processing Pipeline

User Request Handling

• Example: “What is the long-term analysis for Solana $SOL”

• Sent via chat, UI dashboard, or API call.

ASKNOEL AI Research System

• Identifies query type: market sentiment, price prediction, or code interpretation.

Multimodel Reasoning Layer

• Model Selection: Picks the best model for the task (e.g., DeepSeek for textual reasoning, Grok for sentiment analysis).

• Collaboration: Multiple LLMs collaborate for complex, multi-part queries.

Tool Interactions

• ASKNOEL invokes specialized tools (on-chain analytics, sentiment analysis, financial modeling).

Aggregation & Finalization

• Combines results from LLMs and ASKNOEL intelligence tools into a cohesive final answer.

• Runs logic and consistency checks.

Dataset Logging

• Archives key outputs for historical reference and model refinement.

Output Delivery

• Final insights are delivered via:

  • Chat replies in web app

  • Interactive dashboard

  • PDF/HTML reports

  • Structured API responses