GenAI & LLM Integration
We embed state-of-the-art LLMs (OpenAI, Anthropic, open-source models) to parse text, generate replies, or run analysis.
Key Capabilities
- Multi-model failover configuration
- Cost-optimization wrappers
- Prompt engineering systems
- Semantic routing layers
How do you optimize LLM costs?
We use caching layers, semantic routing to smaller models, and strict token-budget limits to keep costs low.
System Stack Specs
Architecture ModelModular Integration
Tech Stack MasteredOpenAI • Claude • HuggingFace • LangChain
Service Interface Endpoints/api/v2/genai-llm-integration/*
Operational Verification:All systems undergo automated load checks and strict schema isolation tests.