# Your first evals!
### What is a Golden Q\&A?
A Golden Q\&A is a list of common questions and accurate answers, created by experts on your team. These are used to test your AI Agent's performance.
### Bulk Evaluation Process (Overview)
* The Golden Q\&A sheet is used as the test set in the [bulk evaluator](https://gooey.ai/bulk).
* For each question, the AI Agent generates an answer.
* The evaluator compares the AI Agent answer to the expert (golden) answer.
* Scores are based on technical accuracy, citation correctness, and answer quality.
## Why is bulk run and evaluation important?
Bulk runs and evaluations help you with:
* Choosing the right
* LLM
* TTS
* STT
* Translations
* Improving your overall AI Agent's responses
* Assess time vs cost for the choice of the pipeline
* Check regressions regularly
### Why do you need a bulk runner and evaluations?
When building your Gooey.AI workflows, you will have to tweak the settings often to ensure the responses show parity and are grounded and verifiable.
**There are several components to test:**
* testing prompts
* ensuring the synthetic data retrieval works
* checking the suitability of the language model and its advanced settings
* Latency of generated answers
* evaluation of the final AI Agent to produce the Golden Answers
* evaluation of the price per run
* regression tests
How can you do this at scale?
**This is where Gooey.AI’s Bulk and Evaluation features shine!**
### Features of Bulk Runner and Evaluation
* Run several models in one click
* Run several iterations of your workflows at scale
* Choose any of the API Response Outputs to populate your test
* Get output in CSV for further data analysis
* Built-in evaluation tool for quick analysis
* Use CSV or Google Sheets as input
