> For the complete documentation index, see [llms.txt](https://docs.alkemi.ai/llms.txt). Markdown versions of documentation pages are available by appending `.md` to page URLs; this page is available as [Markdown](https://docs.alkemi.ai/documentation/basics/data-products/training-your-data-product/troubleshooting.md).

# Troubleshooting

### Agent not understanding queries?

* Check if you have training examples similar to the problematic query
* Review your training data for accuracy
* Add more diverse examples covering the missing use case

### Low certainty ratings on many queries?

* Review the analysis provided for each low-certainty query
* Look for patterns in what's causing low confidence
* Consider adjusting your prompt writing style for clarity

### Automated generation producing poor results?

* Switch to asynchronous generation for better quality
* Review and edit generated examples
* Provide more manual examples to guide the Alkemi Agent’s automatic generation