There is an =AI() function for Google Sheets now and it changed how I handle messy data
I spend a lot of time doing things in spreadsheets that are technically possible but genuinely tedious. Categorizing feedback by sentiment across hundreds of rows. Pulling specific pieces of information out of long unstructured text fields. Writing personalized response templates based on what a customer actually said. All of that used to mean either doing it manually or writing formulas so complex they took longer to debug than the task itself.
Numerous.ai installs as an extension for Google Sheets and Excel and adds an =AI() function that you use like any other formula. You write a prompt in the cell that references other cells in your sheet and it generates output based on that data. Write a response to the review in column B. Extract the product name from the text in column C. Classify this as positive, negative or neutral. Then you drag the formula down and it runs across your entire dataset in one go.
The sentiment analysis built into the sidebar tool is the feature I use for data QA. I can run it across a column of customer comments and get a distribution of positive, negative and neutral without writing any formulas at all. That takes about thirty seconds and used to take most of a morning.
The formula generation feature is useful in a different way. You describe what you want to calculate in plain English and it writes the nested IF or VLOOKUP formula for you. For people who know what they want the data to do but not the exact syntax, that removes a frustrating bottleneck.
The data extraction sidebar pulls specific information from unstructured text fields automatically, which is useful whenever you are working with data that arrived in a format nobody designed for analysis.