I will integrate production ai and llms into backend systems and workflows

If you already have an app, backend system or business workflow and want to add AI in a practical way, I can help you connect everything properly.

I focus on useful AI integrations that work reliably inside real systemsnot quick demonstrations that fall apart outside a test environment.

I can help you:

Add an AI or LLM feature to an existing application

Connect AI with APIs, databases and business systems

Automate summarisation, classification and data extraction

Create structured AI outputs for backend workflows

Add validation, retries, logging and error handling

Test the complete integration before delivery

You will receive clean source code, clear code comments and a tested integration that fits your existing setup. Where required, I can also connect the AI workflow to your database and document how the implementation works.

This gig covers integration of existing AI models. It does not include training or fine-tuning a new model. Any API usage fees, subscriptions, hosting or third-party service charges are also separate and remain the buyers responsibility.

Every system is different, so please contact me before ordering. Send me a short explanation of your current application,