By role · Data analysts

AI Agents for Data Analysis: 38 Real Use Cases

This directory currently includes 38 recipes for data analysts, across 12 workflow patterns. It shows the range of work covered today, while making it easy to see where your own process needs a more specific build. Data analysts are often asked to do two jobs at once: make the numbers reliable and make them understandable to people who need to act. The recipes in this collection focus on the repeatable work around that process, including gathering data from systems, monitoring KPIs, preparing summaries, organizing spreadsheet inputs, and distributing a report to the right audience. An agent can reduce the manual assembly work and make anomalies easier to notice, but it cannot replace a sound metric definition or a careful check of the source data. The most useful examples preserve those controls by producing a draft, alert, or structured dataset for review. Browse the recipes for a report or data request that repeats on a predictable cadence, then define the inputs, calculations, and audience before automating the delivery.

38use cases
12patterns covered
14patterns not yet
38 use cases in this hub

Analyze & Report

5
Data & Analytics

Gold Market Prediction System

Every six hours, the system fetches gold prices, news, and macro data to generate an AI-powered forecast report with confidence metrics.

Afternoon (est.) AI workflow

Browser/Computer-Use

1

Detect & Flag Anomaly

1
Finance & Accounting

Stock Risk Alert Automation

Monitors your Google Sheets portfolio for price drops or high volatility and sends an AI-summarized email alert only when risks.

Afternoon (est.) Automation

Enrich

9
Marketing

TikTok Video Transcription

Reads TikTok URLs from a Google Sheet, generates clean transcripts via API, and updates the sheet with text and dates.

Quick (est.) Automation

Extract to Structured

4

Generate from Brief

3
Personal Productivity

Daily Curated Newsletter

Every morning at 8am, it fetches news on MBA, Product Management, and AI from Perplexity and saves a formatted HTML draft to your Gmail.

Quick (est.) AI workflow

Knowledge Q&A (RAG)

3
Personal Productivity

Local RAG Chatbot for PDF Documents

Upload PDFs to a local vector store and ask questions; the agent retrieves relevant text chunks from your documents to generate accurate...

Afternoon (est.) Automation

Monitor & Diff-Alert

1

Repurpose/Transform

1
Data & Analytics

Jotform Survey Report Generator

Instantly sends personalized AI insights to survey respondents and weekly aggregate trend reports to admins via Jotform and Gemini.

Afternoon (est.) AI workflow

Research & Compile

6
Research

Market Research Assistant

Submit a product idea or topic to receive an automated market discovery memo covering customers, competitors, and market size via email.

Project (est.) AI workflow
Research

Research & Report Builder

Submit a topic via webhook to trigger an automated research workflow that refines the scope, gathers data from Tavily.

Afternoon (est.) AI workflow
Research

Research Report Generator

Send a research query to generate a polished, multi-source report with citations via Jina AI search and Gemini synthesis.

Afternoon (est.) AI workflow

Scheduled Digest

1

Summarize

3
Research

Summarize YouTube Videos

Pastes YouTube links into a Google Sheet and automatically fills in the transcript, summary, key points, and main topics using AI.

Quick (est.) AI workflow

Questions about AI agents for data analysts

What can an AI agent do for data analysis?

An AI agent can gather data, prepare summaries, monitor KPIs, flag changes, organize spreadsheet workflows, and turn a recurring analysis into a report. Analysts still need to define metrics and validate the underlying data.

Can AI agents analyze Excel files and spreadsheets?

They can help extract, organize, summarize, and report on spreadsheet data when access and structure are well defined. For important decisions, validate formulas, joins, and assumptions before using the result.

What data analysis workflow should I automate first?

Start with a recurring report that already follows a stable process. If the inputs, checks, and recipients are known, an agent can prepare the routine work while an analyst reviews the conclusions.