A business you run with AI

Start selling niche datasets while you keep your day job

Researchers, marketers and agencies pay good money for clean, targeted data they cannot find for free. Actionist finds the sources, compiles the records, cleans the sheet and lists the product for you. You choose the

Actionist does the gathering, cleaning and listing. You do a handful of approvals and keep your job.

Get a Free Demo See all ideas

Your AI workforce

$49+per dataset, you set it

$2,940a year at 5 sales a month

6phases Actionist runs

Actionist operatesActionist App Store

Starting a data product business once meant hours of manual browsing, copy-pasting records into spreadsheets and hoping the result was clean enough to sell. Actionist changes that. It is an AI agent that operates real apps the way a person does, so it can research public directories and web sources, compile hundreds of records into a Google Sheet or Airtable base, remove duplicates and format everything consistently, then list the finished dataset on Gumroad with a product page ready for buyers. You pick the niche and approve the key steps; the agent does the data work in the background.

You do not need to be a data scientist or a developer. The skill here is knowing which niches have buyers: marketers who want targeted business lists, recruiters who need contact databases, founders who need competitive intelligence. Actionist handles the legwork; you handle the judgment calls, the approvals and the business decisions.

start a data product businesssell niche datasets onlinedata product business with AImake money selling datahow to sell datasets on Gumroad

Your opportunity

The opportunity

Why this works

Every niche has researchers, sales teams and agencies who need targeted lists they cannot get from a generic database. A clean, well-labelled dataset of local restaurants, SaaS companies, HR managers or e-commerce stores is worth real money to the right buyer.

Because Actionist handles the collection and cleaning in the background, you can build and refresh multiple datasets around your job without hiring a team of data analysts.

What matters to you

Buyers are everywhere
Sales teams, marketers, recruiters and founders all buy targeted data. Any niche with a defined audience has a market.
One dataset sells many times
You build it once and sell it on Gumroad over and over, with an optional refresh subscription layered on top.
Low cost to start
No inventory, no office, no team. You need a laptop, the source apps, and Actionist doing the data work.
Refresh revenue keeps it recurring
Buyers pay again for updated versions. Actionist refreshes the sheet, you approve the update and list the new file.

Your projection

Run your own numbers

Your projection

Set the numbers, see the picture

Price per dataset

$49

sales a month

Per month

$245

Per year

$2,940

Illustrative, based on the numbers you enter. Plus optional refresh subscriptions for buyers who want

Getting started

What it actually takes to start

People assume you need a data engineering background or a scraping team to sell datasets. Actionist collects and cleans the records, so the bar to start is far lower than most people think.

What you don't need

A technical or data-science background
Actionist does the collection and cleaning. You review the output.
A scraping tool or coding skills
The agent browses public sources and pulls records the way a researcher would.
A big subscriber list to launch to
Gumroad gives you a storefront from day one. Buyers find you through search.
An office or upfront inventory costs
Datasets are digital. There is nothing to stock or ship.
To quit your day job
The agent works through the plan in the background while you are at work.

What you bring

A sense of which niches have buyers
That domain knowledge is the genuine human edge here.
A few evenings a week
Mostly approvals before key steps go live.
A laptop and Actionist
That is the whole setup.

If you can name a niche and describe the buyers, Actionist can build the dataset and put it on sale.

How Actionist works

How it works

How Actionist builds the business

You do not gather and clean the data yourself. Actionist does. Here is how it works on any data product idea: you pick the niche, the agent plans every step, collects the records, cleans the sheet and lists the product, and brings you only the decisions that need a human.

01
You pick the niche and set your limits
You choose the type of data to sell and the audience who will buy it. You also set your constraints: how many records per dataset, your price range and how much time you can give each week. That is the only heavy thinking you do. Everything after this, Actionist plans and runs.
A clear brief the agent can plan against.
02
Actionist maps every step to build the product
Actionist breaks the whole business into a plan: find the sources, collect the records, clean the sheet, write the product page, launch and handle buyers. You see the full scope in one place before a single record is collected.
A complete step plan scoped before you spend a minute collecting.
03
It gathers and cleans the data
Actionist identifies the public directories, databases and web sources for the niche, pulls the records, removes duplicates and standardises every column, then adds a readme so buyers know exactly what they are getting.
A clean, labelled dataset ready to list.
04
It assigns you the steps only a person can do
Some decisions only you can make: choosing the niche from a scored shortlist, confirming the data quality before it goes on sale, and picking which product to build next. Actionist queues those for you with everything you need, then carries on once you have decided.
A short list of decisions, just for you.
05
It asks before anything goes live or gets sent
Before Actionist publishes a product listing, sends a launch email or sets a new price, it stops and asks you to approve. You choose how hands-on to be per step, from reviewing every message to letting routine refreshes run.
You stay in control of every buyer-facing move.
06
You keep your day job and check in
You run this around your job. Check the board when it suits you, approve what is waiting and message Actionist over Telegram or Slack to nudge or redirect anything. The business adds products and handles buyers between your check-ins.
A catalog that grows around your schedule.

Your agent team

Actionist is your whole team

You are one person. Actionist is the whole team. Here is every role it plays to research, build and sell your data products, and the one part of each that stays with you.

~47 hrs/week of work by hand, run by your agents instead

Plan the product line

niche research and roadmap

Executive Agent

Before any data is collected, your assistant researches which niches have active buyers and ranks the dataset ideas worth building first.

If you did this by hand

Browse Gumroad and similar shops for top-sellingEvaluate which niches have the bestBuild a scored shortlist of dataset ideas to buildDraft the product roadmap and update it as you addKeep the tracker current so you always know what is

~5 hrs/ week

researching niches and keeping the product roadmap current.≈ 3 days a month you do not have, handled for you.

What your agent does

Ranked listof niche ideas before you commit

Day oneroadmap scoped before any collecting starts

Research the market
Browses existing data product stores to find niches where buyers are active and competition is manageable.
Score the ideas
Rates each niche by demand, data availability and likely price so you pick the best one to build first.
Keep the roadmap live
Updates the product plan as you add datasets and adjusts priorities based on what sells.

Your part

You pick the niche from the scored shortlist. That domain judgment is the human call the agent cannot make for you.

Apps your agent could useSee full Actionist App Store →

Gather the raw data

web research and record collection

Developer Agent

Your developer agent identifies the best public sources for each niche, then browses and pulls the records into your master sheet.

If you did this by hand

Find and evaluate public directories and databasesOpen each source and copy relevant records one byBuild the raw staging tab with inconsistentReturn when a source changes and redo the pullManage duplicate records from overlapping sources

~10 hrs/ week

browsing public sources and pulling records by hand.≈ 5 days a month you do not have, handled for you.

What your agent does

Per nichehundreds of records collected from public

Stagedraw data ready for the cleaning pass

Find the sources
Identifies directories, company databases, public registries and web sources where the target records live.
Pull the records
Browses each source and imports the names, emails, URLs and other fields into a staging sheet.
Cross-check duplicates
Compares records across sources and flags overlapping entries before they reach the clean file.

Your part

You set the niche and the target fields. The agent decides how to find and pull the records.

Apps your agent could useSee full Actionist App Store →

Clean and validate

data quality and formatting

Technical Agent

Your technical lead runs the deduplication and validation pass so buyers receive a clean, consistently formatted sheet.

If you did this by hand

Manually spot and remove duplicate rowsFix capitalisation and spacing errors field by fieldValidate email addresses and URLs one by oneStandardise country codes and phone formatsRe-check everything after each source is added

~8 hrs/ week

deduplicating, formatting and validating records by hand.≈ 4 days a month you do not have, handled for you.

What your agent does

Clean filededuped, formatted and validated before listing

Fill rateevery column above the promised threshold

Remove duplicates
Runs a dedup pass on the full collected dataset and logs the before-and-after record count.
Standardise formats
Normalises all column names, date formats, phone numbers and capitalisation so every row reads consistently.
Validate contacts
Checks emails for obvious formatting errors and verifies website URLs are live before the file goes on sale.

Your part

You review the five-row sample before the dataset goes live. Your eyes confirm the quality meets what you promised buyers.

Apps your agent could useSee full Actionist App Store →

Package and list

product setup and store management

Operations Agent

Your operations agent turns the clean dataset into a ready-to-buy product: it exports the file, writes the readme, sets up the Gumroad listing and handles download delivery.

If you did this by hand

Export the dataset in every format buyers expectWrite a readme and column guide from scratchSet up the Gumroad product page and upload the filesProcess each purchase and confirm the buyer canChase buyers who report download issues

~6 hrs/ week

setting up products and managing download delivery.≈ 3 days a month you do not have, handled for you.

What your agent does

Listedclean product page with readme and preview

Deliveredevery buyer gets the download on purchase

Package the files
Exports the dataset as CSV and XLSX and creates a five-row preview sample buyers can inspect before buying.
Write the readme
Adds a column guide, source note, collection date and refresh schedule so buyers know exactly what they are getting.
Handle the listing
Sets up the Gumroad product page, uploads the files, sets the price and confirms the download link works.

Your part

You approve the listing copy and price before anything is published. No product goes live without your say-so.

Apps your agent could useSee full Actionist App Store →

Market and sell

email campaigns and buyer outreach

Sales Agent

Your sales agent runs the launch emails, writes the listing copy and reaches out to potential buyers so each new dataset gets attention from day one.

If you did this by hand

Write every launch email from a blank pageBuild and segment the subscriber list by handDraft tailored outreach to niche communitiesTrack who opened and who clicked manuallyWrite follow-up emails for buyers who went quiet

~7 hrs/ week

writing campaigns and managing buyer outreach manually.≈ 4 days a month you do not have, handled for you.

What your agent does

Draft readylaunch email prepared for every new dataset

Trackedopens and click-throughs logged per campaign

Write the listing copy
Drafts the Gumroad headline, description and benefit bullets in plain language that converts browsers into buyers.
Run the launch email
Builds and sends the launch announcement to your subscriber list and logs who opened it.
Reach out to niche buyers
Finds and drafts outreach to relevant communities, directories and newsletters where the target buyer hangs out.

Your part

You approve the launch email before it goes out and set the tone for each new product. Your judgment shapes the brand.

Apps your agent could useSee full Actionist App Store →

Support buyers

download issues and refund requests

Support Agent

Your support agent handles buyer questions, download problems and the occasional refund so you do not have to monitor your inbox all day.

If you did this by hand

Reply to every buyer question individuallyExplain the same column definitions repeatedlyChase buyers who report download issuesHandle refund requests and explain the policyKeep a record of common complaints

~4 hrs/ week

answering buyer questions and handling support requests.≈ 2 days a month you do not have, handled for you.

What your agent does

Answeredevery buyer question, with context from the

Resolveddownload and access issues before they become

Answer data questions
Handles questions about column definitions, source dates and coverage gaps using the product readme.
Fix download issues
Confirms buyer access, resends download links and troubleshoots Gumroad delivery problems.
Flag the hard ones
Routes refund disputes or unusual requests to you over Telegram or Slack with the full thread.

Your part

You handle refund decisions and any buyer who feels misled. The agent manages the routine volume.

Apps your agent could useSee full Actionist App Store →

Retain past buyers

update emails and repeat purchases

CRM Agent

Your CRM agent keeps past buyers informed when datasets refresh and turns one-time purchases into recurring data subscriptions.

If you did this by hand

Track who bought which datasets by handWrite the update email from scratch each timeRemember who is on a refresh subscriptionChase lapsed subscribers manuallyAsk satisfied buyers for reviews

~4 hrs/ week

tracking past buyers and managing update communications.≈ 2 days a month you do not have, handled for you.

What your agent does

Notifiedevery past buyer when their dataset refreshes

Retainedsubscribers on a recurring update plan

Send refresh announcements
Notifies past buyers when a new version of their dataset is ready, with the updated download link.
Manage update subscriptions
Tracks which buyers are on a recurring refresh plan and ensures they receive each new version.
Spot upsell moments
Identifies buyers of one dataset who are likely to want a related niche and drafts the introduction.

Your part

You approve the update email before it goes to past buyers. Your relationship with them stays yours.

Apps your agent could useSee full Actionist App Store →

Run the back office

sales tracking, payments and admin

Operations Agent

Your operations agent keeps the sales tracker up to date, monitors Gumroad revenue and makes sure the admin side never piles up.

If you did this by hand

Log every sale in the tracker by handReconcile Gumroad payouts with your recordsChase delayed or failed paymentsKeep the product list and prices currentUpdate the tracker when you add a new dataset

~3 hrs/ week

tracking sales, reconciling revenue and keeping the store tidy.≈ 2 days a month you do not have, handled for you.

What your agent does

Currentsales tracker updated after every purchase

ReconciledGumroad payouts matched to your records each

Log every sale
Records each Gumroad purchase in your tracker with the buyer, dataset and price.
Monitor payouts
Checks Gumroad revenue against your records and flags any discrepancy worth investigating.
Keep the catalog tidy
Updates product prices, refreshes download files and archives products you no longer sell.

Your part

You review the monthly payout and decide which products to discount, bundle or retire. The agent keeps the data current.

Apps your agent could useSee full Actionist App Store →

Your task plan

The task centre

Every task it takes, and who does it

This is the plan Actionist builds to launch and run the business: every stage, task and subtask. The work is split across your Actionist agents, from niche research to collecting records to listing the product and handling buyers. Only a handful of decisions stay with you.

30 tasks·90 subtasks

Actionist 24You 1Approval 5Actionist handles ~80%

TaskStatusAssignee

Done

Operations Agent

Set up the Gumroad profile and payout details

Done

Add your brand name and store description

Done

Connect your payment method

Done

Operations Agent

Done

Set up your email signature and auto-reply

Done

Connect the inbox to Gmail

Done

Operations Agent

Done

Executive Agent

An example plan Actionist builds for this business. Yours adapts to your chosen niche, your price points and your pace.

Under the hood

What one automation looks like

Trigger·You mark a cleaned dataset as ready to list in your Airtable tracker.

read

Step 1

Airtable

Read the dataset details, agreed fields and file path from the tracker

read

Step 2

Google Drive

Retrieve the final CSV and XLSX files and the five-row preview sample

Confirmation

Step 3

Human

You review the five-row sample and the proposed listing copy, then approve

write

Step 4

Gumroad

Create the product listing with the approved copy, files and price

write

Step 5

Brevo

Send the launch announcement to your subscriber list

Saved per run

~1 hrs

Runs / week

~2×

From approved dataset to live listing and launch email in one step.

The payoff

Your week

All it asks of you

Here is what a week looks like once a dataset is live and the business is running. Your agents collect, clean and market in the background every day. You step in for four short moments and the rest of your week stays yours.

You

Under an hour

across the whole week, done in the evenings

4 touchpoints · about 55 min all week

Your agents

Every day

collecting records, cleaning data and handling buyers in the background

7 jobs running in the background

Your team

Mon

Your part

10 min

Approve this week's niche shortlist

On shift

TASAOADASA

13 tasks today

Deduplicates and validates the collected dataset fields for every active dataset

Answers buyer questions about the data and resolves download access issues

Tue

Your part

All handled

On shift

CAEATASAOADA

16 tasks today

Sends update emails to past buyers when a dataset refreshes and logs new sales

Researches the next niche idea and scopes the dataset fields and price point

Wed

Your part

20 min

Review a sample of the collected data

On shift

DASACAEATA

15 tasks today

Browses public directories and databases to collect raw records for the active

Runs the email campaign to subscribers and writes listing copy for new products

Thu

Your part

All handled

On shift

SAOADASACAEA

15 tasks today

Answers buyer questions about the data and resolves download access issues

Publishes updated dataset files on Gumroad and processes new orders

Fri

Your part

15 min

Approve the product listing before it goes

On shift

EATASAOADA

14 tasks today

Researches the next niche idea and scopes the dataset fields and price point

Deduplicates and validates the collected dataset fields for every active dataset

Sat

Your part

All handled

On shift

SACAEATASAOA

17 tasks today

Runs the email campaign to subscribers and writes listing copy for new products

Sends update emails to past buyers when a dataset refreshes and logs new sales

Sun

Your part

10 min

Skim the weekly sales and orders report

On shift

OADASACAEA

13 tasks today

Publishes updated dataset files on Gumroad and processes new orders

Browses public directories and databases to collect raw records for the active

Your full team runs in the background, every day.

Approve this week's niche shortlist10 min
mon · Pick from the ranked list and say go.
Review a sample of the collected data20 min
wed · Five rows to confirm quality before cleaning.
Approve the product listing before it goes15 min
fri · Final read of the copy and price.
Skim the weekly sales and orders report10 min
sun · What sold, what was asked, what is next.

Your team, every day

DA
Developer Agent
Browses public directories and databases to collect raw records for the active
TA
Technical Agent
Deduplicates and validates the collected dataset fields for every active dataset
SA
Sales Agent
Runs the email campaign to subscribers and writes listing copy for new products
SA
Support Agent
Answers buyer questions about the data and resolves download access issues
CA
CRM Agent
Sends update emails to past buyers when a dataset refreshes and logs new sales
OA
Operations Agent
Publishes updated dataset files on Gumroad and processes new orders
EA
Executive Agent
Researches the next niche idea and scopes the dataset fields and price point

The payoff

What you walk away with

No coding
You never write a scraper
Actionist collects the records by browsing real web sources the way a researcher would, so you never need to touch a scraping tool.
Around your job
Run it while employed
The agent works through the collection and cleaning in the background so you can build a catalog without quitting your day job.
Recurring
Refresh subscriptions on top of one-off sales
Buyers pay again for updated versions of the same dataset. Actionist refreshes the file; you approve the update email.

Before and after

Doing it alone vs with Actionist

On your own

~30h / week

every job below lands on you

With Actionist

minutes to review

it runs all 10 in the background

1Researching the niche
3h/wk
Hours of manual browsing
You comb Gumroad, forums and Reddit threads to find which data niches are worth building.
ActionistOff your plate
A scored shortlist of ideas
Actionist researches buyer demand and data availability, and hands you a ranked list to choose from.
2Gathering the raw data
8h/wk
Days of copy-paste work
You browse directories, databases and public web pages one record at a time, copying names and emails into a spreadsheet.
ActionistOff your plate
Records pulled automatically
Actionist identifies the best sources and browses them to import the records into your master sheet.
3Cleaning the dataset
5h/wk
Tedious row-by-row fixes
You manually spot duplicates, fix inconsistent formatting and validate every email and URL in a spreadsheet with hundreds of rows.
ActionistOff your plate
A clean, formatted file
Actionist runs the dedup, standardises every field and validates contact details before the file goes on sale.
4Writing the product listing
2h/wk
A blank page every launch
You write the Gumroad headline, description and FAQ from scratch for each new dataset.
ActionistOff your plate
Draft listing copy ready to approve
Actionist writes the product page from the dataset schema and niche brief; you review before it goes live.
5Launching to subscribers
1.5h/wk
Email you keep putting off
You draft the launch announcement late, send it inconsistently and never track who clicked.
ActionistOff your plate
Drafted launch email, ready to approve
Actionist writes the announcement and queues it for your approval, then sends and logs the results.

1Handling buyer questions
1.5h/wk
Every question lands on you
Buyers email with the same questions about column definitions, coverage gaps and file formats, interrupting your day.
ActionistOff your plate
Answered before you see them
Actionist handles routine buyer questions using the readme and listing copy, and flags only the edge cases.
2Refreshing datasets
4h/wk
A full day per update
Every quarterly refresh means redoing the collection, cleaning and re-upload by hand, just to keep the product current.
ActionistOff your plate
Refreshed on a schedule
Actionist re-collects, deduplicates and uploads the new version, then queues the update email to past buyers.
3Following up with past buyers
2h/wk
Buyers you forget about
You never quite get around to telling past buyers about the refresh, so they do not come back for the update.
ActionistOff your plate
Update emails sent on schedule
Actionist tracks every past buyer and sends the refresh announcement at the right moment, with your approval.
4Tracking sales and revenue
1h/wk
Manual log after every sale
You check Gumroad periodically and note the sales in a separate sheet, often missing entries when you are busy.
ActionistOff your plate
Sales logged automatically
Actionist monitors Gumroad and updates the tracker after each purchase, so your records are always current.
5Planning the next dataset
2h/wk
Starting from zero each time
You have no system for deciding what to build next, so the catalog grows slowly and inconsistently.
ActionistOff your plate
A ranked niche list, ready to pick from
Actionist keeps a scored backlog of niche ideas, so you always have a clear next dataset to approve and start.

That is roughly 30 hours of work handed off every week, while you keep your day job

The tools

The apps Actionist operates

View Actionist App Store

Stay in control and start

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Trust and control

You stay in control

These are your datasets, your buyers and your reputation. Actionist asks before anything is published or sent to a buyer, and it keeps a log of every action so you can see exactly what happened and why.

You approve every listing before it goes live

No dataset is published and no price is set without your review. You see the copy and the file before buyers do.

Every action is logged

Each step the agent takes is recorded, so you can trace how a dataset was collected, cleaned and listed at any point.

Your accounts, your data

Actionist works inside your own Gumroad, Google Sheets and Gmail logins. You keep full ownership of every product and buyer list.

Choose how hands-on to be

Set approval modes per step, from reviewing every launch email to letting routine dataset refreshes run without stopping.

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FAQ

Questions about this idea

Do I need to know how to scrape data or write code?

No. Actionist browses public sources and pulls the records the way a researcher would, working inside real apps on the desktop. You never touch a scraping tool or write a line of code to start a data product business with this setup.

How does Actionist actually collect the records?

It operates the desktop the way a person does: opening directories, public registries and web sources, pulling names, emails, URLs and other fields row by row, and importing them into your Google Sheet or Airtable base. It uses only publicly available information.

Can I really run this alongside a full-time job?

Yes. Actionist works through the collection and cleaning in the background while you are at work, and only brings you a handful of decisions and approvals each week. You check in in the evenings, approve what is waiting and let the agent keep going.

What stops it from publishing something before I see it?

Nothing goes live without your say-so. Actionist drafts the Gumroad listing and the launch email and holds them for your approval before it publishes or sends. You can adjust how many steps require a sign-off per dataset.

How do I get paid?

Gumroad processes payments and pays out to your connected account on a regular schedule. For custom or bulk orders, Actionist prepares a Stripe invoice that you approve before it is sent.

What if a buyer wants a custom dataset I do not have?

Actionist can handle inbound custom requests via a Typeform intake form, collect the fields and record count the buyer needs, and queue it as a new build for you to approve. It can also price the request based on your standard rate per record.

How do I keep datasets from going out of date?

Actionist refreshes each dataset on the schedule you set, re-collecting and re-cleaning the records, uploading the new file to Gumroad and drafting the update email to past buyers for your approval.

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Your opportunity

Why this works

Run your own numbers

Set the numbers, see the picture

What it actually takes to start

How Actionist works

How Actionist builds the business

You pick the niche and set your limits

Actionist maps every step to build the product

It gathers and cleans the data

It assigns you the steps only a person can do

It asks before anything goes live or gets sent

You keep your day job and check in

Actionist is your whole team

Plan the product line

Your task plan

Every task it takes, and who does it

What one automation looks like

The payoff

All it asks of you

What you walk away with

Doing it alone vs with Actionist

The apps Actionist operates

Stay in control and start

Already run this business?

You stay in control

Questions about this idea

Start the business you keep thinking about.