The marketing pages for this tool list 50 features. These 15 use cases are the ones that actually matter when you are using it day to day.
Why it matters
Here's something I learned the hard way: the best AI tool isn't the one with the most features. It's the one that explains what it's doing. When I first started coding with AI assistants, I'd get suggestions that looked correct but fell apart the moment I tested them. Claude was the first tool that walked me through the reasoning — not just the answer, but how it arrived there. That changed how I work.
For for agencies, the same rule applies. You want a tool that gives you a workflow, not just a result. Something you can repeat, debug, and improve over time — not a black box you have to trust.
Why Quadratic for for agencies
Quadratic is Data professionals and business teams who want to connect databases, run code, and leverage AI in a spreadsheet interface for analysis and reporting.. For scaling agency output, the typical workflow is:
Define the input. Gather the data, context, or prompt you'll feed in.
Set up the template. Build a reusable prompt in Quadratic that handles your common case.
Run on a small batch. Test on 5-10 examples. Check quality before scaling.
Iterate on the prompt. Most teams spend 30-90 min refining the prompt before they get consistent results.
Wire into the workflow. Either via Quadratic's built-in features, or an API/script.
What you can do with Quadratic for agencies
Connect to data sources like PostgreSQL, QuickBooks, Google Analytics, Mixpanel, and Plaid. Quadratic is well-suited for Connect to data sources like PostgreSQL, QuickBooks, Google Analytics, Mixpanel, and Plaid in this context. Most teams see 2-5x speedup vs. manual.
Run Python, SQL, and JavaScript code within spreadsheets. Quadratic is well-suited for Run Python, SQL, and JavaScript code within spreadsheets in this context. Most teams see 2-5x speedup vs. manual.
Generate AI-powered charts and data visualizations. Quadratic is well-suited for Generate AI-powered charts and data visualizations in this context. Most teams see 2-5x speedup vs. manual.
Extract structured data from PDF documents using AI. Quadratic is well-suited for Extract structured data from PDF documents using AI in this context. Most teams see 2-5x speedup vs. manual.
Real example prompts
For solo work:
Help me serve more clients without hiring for the next 30 minutes. I have these inputs: [paste]. Output: a clear, ready-to-use draft.
For team use:
I'm on a small team. We need to serve more clients without hiring. Suggest a workflow, the prompts we'd need, and how to measure success.
For client work:
Generate 3 different versions of [output] for client X. Each should be on-brand and ready to send after light editing.
What works, what doesn't
Works well: Tasks with clear inputs and well-defined output formats. Repetitive work where you have an example to point to.
Less effective: Open-ended creative work without examples. Tasks needing real-time data. Decisions that need human judgment.
Quality bar: Plan to spend 30-90 minutes on the prompt. The difference between a good and bad prompt is 5-10x in output quality.
How Quadratic compares for for agencies
Other tools in this space: See saas.pet for alternatives. Quadratic stands out for data workflows. If your task is heavily Connect to data sources like PostgreSQL, QuickBooks, Google Analytics, Mixpanel, and Plaid-focused, it's a strong default. If you need broader coverage, look at the alternatives.