Data & Research Automation

What it is: the data-and-research corner of AI automation, where AI does the reading, extracting, and sorting you would otherwise grind through by hand.

Who it is for: anyone who collects more information than they can read, a list to enrich, a folder of documents, a feed, a pile of survey answers.

Where to start: pick the build below that matches the pile you are buried under, and follow it end to end. Make is the friendliest tool to build in.

Skip if: you need verified, audited data, which belongs to a paid provider, not an AI reading public pages.

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Research is mostly reading and sorting: skimming a page, pulling a fact, condensing a document, finding the pattern in a hundred comments. The information is usually right there. The bottleneck is the hours it takes to go through it. This page is the data-and-research set of our AI automation hub, a group of build guides that hand the reading to a workflow and leave the thinking to you.

Every build here follows the same shape: an automation tool fetches or watches the information, Claude does the one step that needs reading or judgment, and the result lands in a sheet or your inbox where you can use it. None of them decide anything important on their own; they hand you a sorted starting point.

Table of Contents

What is data and research automation, in plain English?

It is a short chain that does the legwork. Something supplies information (a web page, a list of domains, a document, a feed, a survey row), an automation tool carries it through a step or two, and you get back something tidy: a logged row, an enriched record, a summary, a coded comment. Claude sits in the middle and does the part that needs reading. The tool does everything around it.

In these builds the AI step does one of a few jobs:

Extracts specific facts from a messy page into clean fields.
Enriches a bare record by reading a source and filling in the gaps.
Summarizes a long document or article down to the gist.
Codes free text into themes and sentiment you can count.

What can you automate first?

Each guide takes one real research chore from an empty canvas to a working automation, with a screenshot of the finished build and a free importable template. They are all Claude-first. Pick the one that matches the pile you are facing:

Build	What it does	The pairing
Scrape web pages to a Sheet	Logs a page on a schedule into a dated, sortable sheet	HTTP + Claude + Sheets
Enrich a lead list	Turns a column of domains into industry, summary, and size	Sheets + HTTP + Claude
Summarize new documents	Keeps a Drive folder’s running summary on its own	Drive + Docs + Claude
RSS to inbox summaries	Sends a plain summary of each new article to your inbox	RSS + Claude + Gmail
Analyze survey responses	Codes open-text answers into themes and sentiment	Sheets + Claude

Every guide comes with a free importable template. Subscribe to the daily newsletter and grab them all on the thank-you page, next to our Special Reports. Import one, connect your own accounts, and you are running in minutes.

Why pair Claude with an automation tool?

Because they are good at opposite things. Claude is strong at the reading: pulling a fact, condensing a page, sorting a comment. It is not built to fetch pages on a schedule, watch a folder, loop down a list, and run unattended. That is plumbing, and a tool like Make does plumbing.

So the tool handles every step that needs no judgment, and Claude handles the one that does. Think of the tool as a conveyor belt and Claude as the one worker who reads what goes by. Neither replaces the other, and neither replaces you: these builds hand you a sorted draft, and you are the one who decides what it means and what to do about it.

Is it safe to automate research like this?

With a few habits, yes. Only scrape pages you are allowed to, respecting each site’s terms and robots file. Treat what the AI returns as a fast first read, not gospel, and spot-check anything you act on. And keep sensitive data, personal survey answers, private documents, locked down and think before sending it to any external model. Used this way, these builds save hours without handing over your judgment.

How much does it cost to start?

Less than most people expect. You can build and test every guide here on free tiers. Make’s free plan covers 1,000 operations a month. Claude charges per use, and reading a page or a comment costs a fraction of a cent. Google Sheets, Drive, and an RSS feed add nothing. The real investment is the fifteen or twenty minutes it takes to build your first one, after which it runs on its own.

Do you need to know how to code?

No. Every guide is connecting boxes on a visual canvas and writing a plain-English prompt for the AI step. If you can fill in a form and describe what you want in a sentence, you can build these. Our roundup of Make AI scenarios and the AI Tools Directory are good places to keep going once your first build works.

Want it set up with you, live?

Book a 1-on-1 Live Claude AI Crash Course and we build your first research automation together, screen to screen.

Book the 1-on-1 ($75) →

Want better prompts for your research?

The AI Prompt Library gives you ready-to-paste prompts for extracting, summarizing, and coding.

Get the Prompt Library ($39) →

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Common questions

Which build should I start with?

The one that matches the pile you are buried under. Drowning in documents? Start with the document summarizer. Sitting on survey answers? Start with the analyzer.

Is AI-read data accurate enough to trust?

Treat it as a fast first read, not a final answer. It is excellent for sorting and surfacing, and you spot-check anything you act on. For verified data, use a proper provider.

Do I have to use Google Sheets and Make?

No. The builds use them because they are common and beginner-friendly, but the shapes work with Airtable, Notion, Zapier, or n8n. Each guide includes a Zapier and n8n mapping.

Will this replace a researcher or analyst?

No. It clears the reading and sorting so a person spends their time on judgment and meaning, which is the part that matters and the part a machine should not own.

Is the Claude chat app the same as the API?

Same models, different door. The chat app is for you; the automations talk to the API, so you need a key from the Claude console.

Sources and official documentation

Last reviewed: May 2026. These tools update their interfaces often; check the official docs above for current details.

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