What experience do you have integrating AI or LLM-based systems into production apps?

We have hands-on experience designing, integrating, and deploying AI/LLM-driven chat and content systems in production environments. Our work spans real-time interaction interfaces, backend, and secure API-layer communication with hosted or self-managed large language models.

Key Highlights:

• Integrated  via OpenAI API for live user interaction

• Connected custom knowledge bases via REST APIs and scheduled sync jobs

• Designed stateless and stateful chat workflows with user feedback loops

• Used CRON and API bridges to refresh the model context with updated content

• Managed API key security, rate limiting, and privacy per GDPR principles

• Supported both hosted and on-prem inference setups

• Enabled traceable interaction logging and analytics for response optimization