AI Powered Engine
🧠 Tangent X: LLM-Powered Analytics Engine
Turning Unstructured Financial Data into Actionable Intelligence
The Tangent X Engine integrates domain-specific large language models (LLMs) to transform vast volumes of unstructured financial data into precise, real-time insights. Through continuous fine-tuning, scalable API orchestration, and retrieval-augmented pipelines, we bridge the gap between raw market signals and strategic decision-making.
🔍 Core Capabilities
- Domain-Tuned LLMs We fine-tune the latest reasoning models on proprietary financial corpora to capture sentiment, regulatory nuance, and market dynamics with unmatched precision.
- Scalable API Architecture Tangent X connects seamlessly to external LLM providers (OpenAI, Gemini) via a load-balanced gateway—ensuring responsiveness under high-frequency conditions.
- Retrieval-Augmented Intelligence Using vector databases (e.g., PGVector, QDrant), we dynamically retrieve contextual data to enhance LLM inference, enabling deeper understanding of filings, transcripts, and macro events.
🧰 Architecture Highlights
| Component | Functionality |
|---|---|
| Financial Pretraining | Specialized datasets for market sentiment, earnings, and regulatory language |
| Continuous Fine-Tuning | Real-time updates using trade signals and live market data |
| API Gateway | Aggregates responses across multiple LLMs for performance and flexibility |
| Vector Search & Storage | Real-time retrieval of relevant financial documents and signals |
📈 Practical Applications
- Sentiment-to-Signal Conversion Extract actionable trading signals from news, filings, and social media.
- Semantic Search for Traders Query earnings calls, 10-Ks, and analyst reports using natural language.
- Auto-Generated Market Reports Analyst-style summaries delivered instantly—no manual synthesis required.
🧭 Why It Matters
Tangent X’s LLM-powered analytics engine isn’t just about parsing text—it’s about enabling smarter, faster decisions in volatile markets. By combining retrieval-augmented generation with domain-specific intelligence, we deliver clarity where others see noise.
Updated on Sep 23, 2025