A business you run with AI

Start a prompt library shop and sell AI prompt packs while you keep your day job

Millions of people use ChatGPT and other AI tools every day but struggle to get useful results. Actionist researches what they need, writes and tests the prompts, packages them into polished packs, and lists them on

Actionist researches, writes, tests and lists. You approve the work and collect the sales.

Get a Free Demo See all ideas

Your AI workforce

$25+per prompt pack, you set it

$3,000a year at 10 packs sold a month

6phases Actionist runs

Actionist operatesActionist App Store

If you want to sell AI prompt packs online, the barrier used to be time: researching what buyers want, writing 60 prompts, testing each one, formatting a PDF, and writing the Gumroad listing all before you had a single sale. Actionist removes that barrier. It is an AI agent that operates real apps like a person does, so it can research the highest-demand topics, draft and test prompt packs, design the covers, build the listings, and grow your catalogue in the background while you keep your job.

You do not need to be an AI expert, a designer, or a copywriter. You bring the judgment on which topic to launch and what to charge, and Actionist does the production work. You approve each pack before it goes live, and every outreach message before it sends. The business runs on your terms.

sell AI prompt packs onlinestart a prompt library businessprompt library shop with AImake money selling promptsstart a digital product business

Your opportunity

The opportunity

Why this works

Tens of millions of people use ChatGPT, Claude and other AI tools every day but consistently get mediocre results. A curated pack of well-tested prompts for a specific job is something they will pay for gladly, the same way they buy a recipe book rather than invent every dish themselves.

Because Actionist writes and tests the prompts in the background, you can launch packs faster than a solo creator ever could, carry a larger catalogue, and spend your time on the handful of decisions that actually need your judgment.

What matters to you

A huge built-in audience
Gumroad alone has millions of buyers actively searching for tools to use AI better, and the audience grows every month.
Buyers come back
Someone who buys your copywriting prompt pack is the natural first buyer for your social media pack or your email pack next month.
Low production cost, real perceived value
A polished 60-prompt pack with a cover, an intro guide and tested outputs is genuinely useful and worth far more than the time Actionist spends building it.
Works around your schedule
Actionist runs the production cycle in the background. You check in, approve, and set prices in a few minutes each week.

Your projection

Run your own numbers

Your projection

Set the numbers, see the picture

Price per prompt pack

$25

packs sold a month

Per month

$250

Per year

$3,000

Illustrative, based on the numbers you enter. Plus bundle and upsell revenue from returning buyers.

Getting started

What it actually takes to start

Selling prompt packs used to mean writing dozens of prompts yourself, testing each one, designing a cover, and figuring out the right Gumroad setup, all before you made a single sale. Actionist handles the production cycle, so the bar to start is far lower than you might assume.

What you don't need

To be an AI power user
Actionist tests every prompt in OpenAI so you know what works.
Design or writing skills
Actionist writes the pack and creates the cover graphics.
To quit your job or free up whole days
Upfront inventory or stock
A team or employees
Your agents cover research, writing, testing, listing and support.

What you bring

A sense of which topics AI users struggle with
The kind of knowledge you already have from using AI tools.
A few minutes a week to approve and price
The human judgment that no agent can replace.
A Gumroad account and Actionist
That is the whole setup.

If you can describe the kind of buyer you want to help, Actionist can research the topic, build the pack and list it.

How Actionist works

How it works

How Actionist builds the business

You do not run the day to day of this business, Actionist does. Here is how it works on any business idea, applied to a prompt library shop: you name the topic, the agent plans every task, then works through them and brings you the few that need a human.

01
You name the topic and buyer
You describe the kind of buyer you want to help, the AI tools they use, and the problems they face. You set your price range and how quickly you want to launch. That is the only heavy thinking you do. Everything after this, Actionist plans and runs.
A clear brief Actionist can plan and build against.
02
Actionist researches what will sell
Actionist studies the top-selling packs on Gumroad, reads buyer reviews for the gaps, and scores topic ideas by demand and competition. It hands you a shortlist of the strongest options so you can pick with confidence.
A ranked shortlist of topic ideas with demand signals.
03
It writes and tests the prompts
Actionist drafts 60 prompts organized by use case, then runs every one in OpenAI and scores the output. Prompts that underperform get rewritten or replaced. A short intro guide and usage tips go into the pack alongside the prompts.
A tested, intro-guided prompt pack ready to package.
04
It packages the pack and builds the listing
Actionist formats the prompts into a clean PDF, designs the cover graphic, writes the product description, and builds the Gumroad listing with automated delivery. You set the price, approve the pack, and it goes live.
A published listing on Gumroad, live for buyers to find.
05
It promotes and brings your first buyers
Actionist grows a list using a free sampler, drafts launch posts for social and communities, and sends the launch email. You approve each outreach batch before it goes out. Within about a minute of a sale, it logs the buyer and queues the follow-up.
A launch with buyers and an email list to sell the next pack to.
06
You check in and the catalogue grows
You run this around your job. Check what sold, approve the next pack, and message Actionist over Telegram or Slack if you want to change anything. The agent tracks feedback, plans the next topic, and builds the next pack without you driving it.
A growing catalogue that earns without needing you every day.

Your agent team

Actionist is your whole team

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

~40 hrs/week of work by hand, run by your agents instead

Plan the catalogue

turns your topic into a launch plan

Executive Agent

Before any pack gets built, your assistant researches what buyers want, scores the ideas, and maps every step of the launch so you see the full picture from day one.

If you did this by hand

Research what is selling on Gumroad yourselfDecide which topics to tackleBuild a tracker to follow every packRe-prioritise as buyer feedback comes inRemember when each launch is due

~5 hrs/ week

researching topics, planning launches and keeping the catalogue in order.≈ 3 days a month you do not have, handled for you.

What your agent does

One planevery stage and task mapped before you start

Always currentupdated as each pack moves forward

Research what sells
Studies Gumroad top sellers and buyer reviews to find the topics with real demand and few quality options.
Map the launch plan
Breaks each pack launch into stages, tasks and timings so progress moves without you driving it.
Keep the catalogue on track
Updates the plan as packs ship and re-prioritises based on buyer feedback and sales data.

Your part

You decide which idea to back and when to launch. That judgment stays with you.

Apps your agent could useSee full Actionist App Store →

Promote the packs

finds buyers and grows the audience

Sales Agent

Your sales agent researches the communities where your buyers spend time, drafts posts and outreach, and keeps the promotion running between your check-ins.

If you did this by hand

Find the right subreddits and forums yourselfWrite a new promo post for every platformTrack which posts brought buyersReach out to newsletter owners individuallyRe-promote packs when they slow downBuild a list of affiliate candidates

~7 hrs/ week

drafting posts, finding communities and tracking what brings buyers.≈ 4 days a month you do not have, handled for you.

What your agent does

Draftedsocial and community posts ready to approve

Trackedwhich channels are actually sending buyers

Find the audience
Maps the subreddits, communities and newsletters where prompt buyers are active and likely to convert.
Draft every post
Writes platform-appropriate posts for X and community boards, tailored to each audience.
Track what works
Logs which posts brought traffic and sales and uses that to pick the next channel to try.

Your part

Every outreach batch waits for your yes before it goes out. You approve the message, then the agent sends.

Apps your agent could useSee full Actionist App Store →

Handle buyer enquiries

first contact and pre-sale questions

Reception Agent

When a potential buyer emails with a question before they purchase, your receptionist answers promptly, handles the common questions, and flags anything that needs your input.

If you did this by hand

Reply to every pre-sale question yourselfExplain the same things over and overNotice when a query came inDecide which questions deserve a replyKeep track of who asked what

~3 hrs/ week

answering buyer questions and handling pre-sale enquiries.≈ 2 days a month you do not have, handled for you.

What your agent does

Answeredevery pre-sale question, in your tone

Flaggedanything that needs your judgment

Reply to pre-sale queries
Handles questions about the pack contents, format, and what you get, in the tone you set.
Qualify serious buyers
Spots buyers who are on the fence and drafts a friendly nudge to close the sale.
Escalate edge cases
Flags unusual requests or complaints to you over Telegram or Slack, with the full thread.

Your part

You handle the conversations that need a human decision. The agent covers the rest.

Apps your agent could useSee full Actionist App Store →

Build and list the packs

formatting, design and Gumroad setup

Developer Agent

Your developer agent takes the finished prompts and turns them into a polished product: a clean PDF, a cover graphic, a Gumroad listing, and automated delivery.

If you did this by hand

Format 60 prompts into a presentable PDFDesign the cover from scratchSet up the Gumroad product pageConfigure automated deliveryUpdate the listing when the pack changesCreate preview images for every pack

~8 hrs/ week

formatting packs, designing covers and building Gumroad listings.≈ 4 days a month you do not have, handled for you.

What your agent does

Per packa formatted PDF, cover and listing, ready to

Deliveredautomatically to every buyer

Format the PDF
Organizes the tested prompts into a clean, readable document with a contents page and intro guide.
Design the cover
Creates the product cover and preview pages to the right dimensions for Gumroad.
Build the listing
Sets up the Gumroad product page with copy, uploads, pricing and automated delivery.

Your part

You approve the listing before it goes live. Nothing publishes without your sign-off.

Apps your agent could useSee full Actionist App Store →

Test every prompt

quality control and prompt optimization

Technical Agent

Your technical lead runs every prompt in OpenAI before the pack is packaged, scores the output, and rewrites anything that falls below the bar, so every pack ships with tested results.

If you did this by hand

Copy each prompt into ChatGPT by handJudge the output quality yourselfWrite notes on what to improveRerun each revised promptKeep track of which version passed

~6 hrs/ week

running prompts, scoring outputs and iterating until quality is consistent.≈ 3 days a month you do not have, handled for you.

What your agent does

Testedevery prompt before the pack ships

Scoredwith quality ratings and revision notes

Run every prompt
Executes each prompt in OpenAI and ChatGPT, capturing the output and any failure modes.
Score and flag
Rates each prompt on output quality and specificity, and flags the ones that need a rewrite.
Iterate to the bar
Rewrites low-scoring prompts with better context or constraints and re-tests until the pack is consistent.

Your part

You approve the pack after testing is done. You do not need to test a single prompt yourself.

Apps your agent could useSee full Actionist App Store →

Support your buyers

post-purchase questions and satisfaction

Support Agent

Your support agent handles the questions that arrive after a sale, collects buyer feedback, and keeps the experience smooth so buyers come back for the next pack.

If you did this by hand

Reply to every post-purchase questionHandle refund requests one by oneSend the same usage tips repeatedlyTrack which buyers are unhappyRemember who asked what and when

~4 hrs/ week

answering post-purchase questions, managing refunds and collecting feedback.≈ 2 days a month you do not have, handled for you.

What your agent does

Answeredbuyer questions, with context from the pack

Collectedstructured feedback for the next version

Handle post-purchase questions
Answers usage questions and access issues from buyers, drawing on the pack contents and your FAQ.
Manage refund requests
Responds to refund requests politely and flags them to you before any action that involves money.
Collect feedback
Emails buyers 48 hours after purchase for a quick review or rating, and saves the best quotes to the pack listing.

Your part

Any refund or unhappy buyer that needs your call gets routed to you. The agent handles everything else.

Apps your agent could useSee full Actionist App Store →

Keep buyers coming back

follow-up and repeat sales

CRM Agent

Your CRM agent tracks every buyer, segments them by the packs they bought, and sends the right offer at the right time so your best customers become repeat buyers.

If you did this by hand

Remember who bought which packWrite a follow-up for every buyer groupTrack who opened the emailSpot buyers who went quietPlan which pack to recommend next

~4 hrs/ week

tracking buyers, building email sequences and timing the next offer.≈ 2 days a month you do not have, handled for you.

What your agent does

Trackedevery buyer and what they have purchased

Sequencedfollow-ups timed to buyer behaviour

Segment buyers
Tags each buyer by the pack they bought and queues them into the right follow-up sequence in ConvertKit.
Send the next offer
Drafts a follow-up email with a relevant pack recommendation, timed about a week after purchase.
Re-engage quiet buyers
Spots buyers who have not opened the last two emails and queues a win-back offer for your approval.

Your part

You approve offers before they go to buyers. The agent never spends on ads or discounts without your yes.

Apps your agent could useSee full Actionist App Store →

Run the sales admin

revenue tracking, payouts and bookkeeping

Operations Agent

Your operations agent monitors your Gumroad sales, tracks revenue by pack, pulls the weekly numbers, and keeps your books in order so the admin never piles up.

If you did this by hand

Log in to Gumroad every day to check salesExport and sort the revenue by packRecord income in your booksChase any payment issuesPrepare the numbers for tax time

~3 hrs/ week

monitoring Gumroad, tracking revenue and keeping records straight.≈ 2 days a month you do not have, handled for you.

What your agent does

Trackedrevenue per pack, week by week

Loggedevery sale and payout in the books

Pull the weekly numbers
Exports Gumroad sales data and produces a simple summary of units, revenue and top-performing packs.
Log income
Records each sale in Xero or your spreadsheet so the books stay current without a manual entry each time.
Flag anomalies
Spots failed payments, unusual refund spikes or sudden drops in sales and sends you a Telegram alert within about a minute.

Your part

You review the weekly numbers and decide what to do next. The agent makes sure you always have the data.

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 grow the business: every stage, task and subtask, split across your agents. The work runs from researching what to sell through to growing a catalogue of packs. Only a few decisions and approvals are left to you.

32 tasks·91 subtasks

Actionist 26You 1Approval 5Actionist handles ~81%

TaskStatusAssignee

Done

Executive Agent

List the top 100 digital products in the AI and productivity categories

Done

Note the average price, review count and rating for each

Done

Identify topics with strong demand and few polished options

Done

Sales Agent

Read 60 customer reviews across competing prompt packs

Done

Note recurring complaints, missing use cases and direct requests

Done

Group findings into a priority list of buyer needs

Done

Executive Agent

In progress

Executive Agent

Waiting

You

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

Under the hood

What one automation looks like

Trigger·You mark a prompt pack as ready to sell in your tracker.

read

Step 1

OpenAI

Run a final quality sweep on all 60 prompts

write

Step 2

Canva

Generate the product cover and two preview pages

Confirmation

Step 3

Human

You set the final price and approve the pack for sale

write

Step 4

Gumroad

Create the product listing, upload the PDF, cover and previews

write

Step 5

ConvertKit

Draft and schedule the launch email to the pre-launch list

Saved per run

~2 hrs

Runs / week

~2×

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

The payoff

Your week

All it asks of you

Here is what a week actually looks like once it is running. Your agents research, write, test and promote every day. You step in for a handful of moments, the ones worth your judgment, and the rest of your week stays yours.

You

About an hour

across the whole week, on your own time

5 touchpoints · about 65 min all week

Your agents

Every day

researching topics, writing prompts, testing quality and managing buyers in the background

7 jobs running in the background

Your team

Mon

Your part

10 min

Approve this week's outreach posts

On shift

SASAOATADA

13 tasks today

Drafts posts for communities and tracks which channels bring buyers

Answers buyer questions and collects reviews after every purchase

Tue

Your part

All handled

On shift

CAEASASAOATA

16 tasks today

Sends follow-ups to past buyers and grows the email list with the sampler

Plans the next pack topics and keeps the launch calendar up to date

Wed

Your part

20 min

Review a new prompt pack draft

On shift

TADACAEASA

15 tasks today

Tests new prompts in OpenAI and scores every output before a pack ships

Formats prompt packs into PDFs, designs covers and builds Gumroad listings

Thu

Your part

All handled

On shift

SAOATADACAEA

15 tasks today

Answers buyer questions and collects reviews after every purchase

Monitors Gumroad sales and logs revenue to the books

Fri

Your part

10 min

Set the price on the pack ready to list

On shift

EASASAOATA

14 tasks today

Plans the next pack topics and keeps the launch calendar up to date

Drafts posts for communities and tracks which channels bring buyers

Sat

Your part

15 min

Skim the weekly sales report

On shift

DACAEASASAOA

17 tasks today

Formats prompt packs into PDFs, designs covers and builds Gumroad listings

Sends follow-ups to past buyers and grows the email list with the sampler

Sun

Your part

10 min

Approve the launch email to the list

On shift

OATADACAEA

13 tasks today

Monitors Gumroad sales and logs revenue to the books

Tests new prompts in OpenAI and scores every output before a pack ships

Your full team runs in the background, every day.

Approve this week's outreach posts10 min
mon · A quick yes before the agent sends to communities.
Review a new prompt pack draft20 min
wed · Check the tested prompts and give the go-ahead to package.
Set the price on the pack ready to list10 min
fri · The one decision that stays with you.
Skim the weekly sales report15 min
sat · See what sold, what buyers said, what is next.
Approve the launch email to the list10 min
sun · Final read before it goes to buyers.

Your team, every day

TA
Technical Agent
Tests new prompts in OpenAI and scores every output before a pack ships
SA
Sales Agent
Drafts posts for communities and tracks which channels bring buyers
DA
Developer Agent
Formats prompt packs into PDFs, designs covers and builds Gumroad listings
SA
Support Agent
Answers buyer questions and collects reviews after every purchase
CA
CRM Agent
Sends follow-ups to past buyers and grows the email list with the sampler
OA
Operations Agent
Monitors Gumroad sales and logs revenue to the books
EA
Executive Agent
Plans the next pack topics and keeps the launch calendar up to date

The payoff

What you walk away with

No writing needed
You never draft a prompt yourself
Actionist writes, tests and iterates every prompt in OpenAI so the pack ships with results you can stand behind.
Around your job
Build without quitting
Actionist runs the production cycle in the background, so you can grow the catalogue without clearing a single whole day.
A growing catalogue
Each pack funds the next
Early sales data tells Actionist which topic to tackle next, so the catalogue grows without you making every decision.

Before and after

Doing it alone vs with Actionist

On your own

~25h / week

every job below lands on you

With Actionist

minutes to review

it runs all 10 in the background

1Researching what to sell
3h/wk
Hours of guesswork
You browse Gumroad and Reddit manually, trying to work out which topics have buyers and which already have too much competition.
ActionistOff your plate
A scored shortlist, ready to decide from
Actionist studies top sellers, reads buyer reviews and scores topic ideas by demand and scarcity, then hands you the three strongest options.
2Writing the prompts
6h/wk
Blank page for every pack
You draft 60 prompts yourself, trying to vary them enough to feel like a real product rather than a list of similar questions.
ActionistOff your plate
60 prompts drafted per pack
Actionist researches the buyer's top tasks, writes 60 prompts organized by use case and orders them from beginner to advanced.
3Testing every prompt
4h/wk
Manual copy-paste into ChatGPT
You paste each prompt into ChatGPT, judge the output yourself, and rewrite the ones that feel wrong, taking hours per pack.
ActionistOff your plate
Every prompt tested and scored
Actionist runs each prompt in OpenAI, rates the output for quality and specificity, rewrites weak ones, and re-tests until the pack is consistent.
4Formatting the PDF
2.5h/wk
Layout work that takes a morning
You format the prompts into a clean, readable document by hand, fixing spacing, headers and page breaks until it looks professional.
ActionistOff your plate
A formatted PDF in one step
Actionist lays out the prompts into a clean PDF with a cover page, contents list and consistent formatting ready for Gumroad.
5Designing the cover
1.5h/wk
A Canva session that drags on
You spend an afternoon trying to make a cover that looks like it is worth buying, and the result still looks amateur compared to the top sellers.
ActionistOff your plate
A professional cover and previews
Actionist designs the product cover and two preview pages at the right dimensions and exports them ready to upload.

1Writing the Gumroad listing
1.5h/wk
A listing nobody finds
You write the product description quickly, guess at the tags, and hope buyers stumble across it, with no testing or refinement.
ActionistOff your plate
A listing written and optimized
Actionist writes the product description, adds relevant tags and categories, sharpens the checkout copy and sets up the order bump.
2Writing launch emails
1.5h/wk
An email you keep putting off
You mean to tell your list about the new pack but never find the time or the right words, so the launch goes quiet.
ActionistOff your plate
A launch email scheduled and ready
Actionist writes the announcement, schedules it in ConvertKit for launch day, and sets up the post-purchase review request automatically.
3Answering buyer questions
2h/wk
The same questions every week
Buyers email asking how to use the prompts, whether it works with Claude, and how to adapt a prompt for their industry, and you answer each one manually.
ActionistOff your plate
Questions answered from your FAQ
Actionist handles common questions in your tone and only routes the unusual ones to you, so your inbox stays manageable.
4Tracking what sells
1h/wk
Logging into Gumroad every day
You check the dashboard manually, try to remember last week's numbers, and have no clear view of which pack is your strongest.
ActionistOff your plate
A weekly sales summary waiting for you
Actionist pulls the Gumroad data, writes a short summary of revenue by pack, and flags any unusual drops or spikes.
5Turning buyers into repeat buyers
1.5h/wk
Past buyers you never hear from again
Someone buys one pack and you have no system to reach them when the next one launches, so they never know it exists.
ActionistOff your plate
Segmented follow-ups that go out on time
Actionist tags each buyer by pack, sends the right offer a week after purchase, and mails the monthly catalogue update to everyone.

That is roughly 25 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

This is your shop and your buyers. Actionist drafts and tests everything but never publishes a pack or sends an email without your approval, and it logs every action so you can see exactly what happened.

Nothing lists without your sign-off

Actionist prepares every pack and Gumroad listing, but the publish button waits for your yes. Nothing reaches a buyer without it.

Every prompt is tested before the pack ships

Actionist runs every prompt in OpenAI and records the quality score, so you know what buyers are getting before the sale.

Outreach needs your approval before it sends

Posts and emails are drafted for you to review. Nothing goes to a buyer or a community without your go-ahead.

Your accounts, your revenue

Actionist works inside your own Gumroad, ConvertKit and Canva accounts. You keep ownership of every buyer relationship and all the revenue.

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FAQ

Questions about this idea

Do I need to be an AI expert to run a prompt library shop?

No. Actionist researches the topics, writes and tests the prompts in OpenAI, and formats the pack. You approve the result. You bring the judgment on which topic to tackle and what to charge, not technical expertise.

How do I know which prompt topic will actually sell?

Actionist studies the top-selling packs on Gumroad, reads buyer reviews for recurring requests, and scores topic ideas by demand and scarcity. It hands you a shortlist with a case for each option before any work starts.

Can I really build a prompt library shop around a 9-to-5 job?

Yes. Actionist runs the production cycle in the background while you work. Most weeks you spend about an hour reviewing work, setting a price, and approving posts and listings. The rest happens without you.

Does Actionist actually write and test the prompts, or do I have to?

Actionist drafts every prompt, runs each one in OpenAI or ChatGPT, scores the output, rewrites anything that falls below the bar, and re-tests it. You see the finished, tested pack and give the go-ahead to package it. You do not test a single prompt yourself.

What if buyers ask for refunds or have complaints?

Actionist handles common questions and the polite first response to any refund request. Anything that needs a real decision gets flagged to you over Telegram or Slack, with the full thread, so you stay in control without fielding every message.

How does Actionist promote the packs without me being involved?

It drafts posts for X and relevant communities, grows the email list using a free sampler, and schedules launch emails in ConvertKit. Every batch of outreach waits for your approval before it goes out, so nothing is sent behind your back.

How many packs do I need to make this worthwhile?

Even two or three well-tested packs in a niche can generate consistent monthly sales. The earnings calculator above lets you explore different price and volume combinations using your own numbers. Actionist keeps adding to the catalogue so the totals grow over time.

Explore more

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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 name the topic and buyer

Actionist researches what will sell

It writes and tests the prompts

It packages the pack and builds the listing

It promotes and brings your first buyers

You check in and the catalogue grows

Actionist is your whole team

Plan the catalogue

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.