LLM API Integration
GPT, Claude, Mistral - we integrate language models with your apps. Prompt engineering, fallback, and cost optimization.
LLM in your application
Language models like GPT, Claude, and Mistral offer immense capabilities - from content generation to document analysis to process automation. But raw APIs are just the beginning. Without proper integration architecture, prompt engineering, and fallback logic, costs grow and answer quality is unstable.
We build an LLM integration layer that connects AI models with your business applications. API gateway with multi-model routing, response caching, cost and quality monitoring, automatic failover - everything as a production-ready solution.
Key capabilities
Multi-Model Support
Integration with GPT-4, Claude, Mistral, Llama, and more. Query routing to the optimal model based on task and budget.
Prompt Engineering
We design and optimize prompts - chain-of-thought, few-shot, system prompts. We test and version templates systematically.
Fallback Logic
Automatic switching between models on failures, rate limits, or quality degradation. Zero downtime for end users.
Cost Optimization
Token usage monitoring, response caching, routing cheap queries to smaller models. API cost reduction up to 60%.
Fine-Tuning
Model fine-tuning on company data - better answers, fewer tokens, lower costs. GPT fine-tuning, LoRA, RLHF.
API Gateway
Central access point for all LLM models. Rate limiting, authentication, logging, metrics, and per-project billing.
How we deliver
Requirements Analysis
We map use cases, select optimal models, and define integration architecture with existing systems.
Prompt Design
We create, test, and optimize prompt templates. We build an answer quality evaluation pipeline.
API Gateway Build
We implement the middleware layer: routing, cache, fallback, cost and quality monitoring in one place.
Deployment & Optimization
Production deploy, real-time monitoring, A/B model testing, and continuous cost and quality optimization.
Have a project in mind?
Let's discuss your needs. Book a free consultation and learn how we can help bring your vision to life.
