REPLICATION GUIDE · AI Businesses

Factory process automation

DigitalCollars is David Arroyo’s consultancy for small and midsize factories struggling with manual production workflows.

● Already earning  $2K/mo  ·  Copy it for about $90K

Replication snapshot

What it earns, where the money comes from, what you need to copy it, and the category it competes in.

Monthly revenue$2K/mo
Copy budget$90K
Growth channelsWord of mouth, Direct sales
Tools to copyStripe, Zapier
CategoryAI Businesses

How to copy this business and make money

Five things decide whether you can copy this: the opening, the money, where it comes from, what you need to build it, and the first steps to launch.

QUICK LOOKFree summary — what it sells, and the total budget
Test one four-week digitization sprint for small factories lacking dedicated improvement teams. Hypothesis: buyers choose hands-on adaptation of one familiar workflow over a broad ERP replacement; validate preference rather than assert competitors lack features. Total copy budget: $90K.

Want to see how that $90K splits line by line, what each line buys, and when to stop? The full breakdown is below.

PROVEN · ALREADY MAKING MONEY

Thousands of people are already making money with this playbook

If you want to make money, read this part. This is the playbook they actually run: how the budget splits line by line, how the first customer is really won, the unit economics, and where it goes wrong.

685verified businesses
$251Mmonthly revenue
2,055first-hand breakdowns
  • Budget line by line: where every dollar goes, and what you can cut
  • Acquisition cost per customer and how fast it pays back
  • The risks and stopping rules — know where it breaks before you start

Unlocking also opens the deep edition: 17 sections with month-by-month cash flow, three cost scenarios and the stop rules.

Sign in to unlock free Create free account Members unlock 3 projects per day, free

Open-source stack you can start from

Each repository was checked against the GitHub API for existence, stars and licence terms. Fork one instead of starting from zero. Where it says AGPL, read the terms before shipping a paid product.

Sign in and share your own link — every 10 clicks give you 1 extra free unlock today.

Sign in to unlock free
Inviting also pays: anyone who signs up through your link and pays gives you 10%–50% of the order. How inviting pays →

What this business does

DigitalCollars is David Arroyo’s consultancy for small and midsize factories struggling with manual production workflows. It customizes commercial applications and develops manufacturing software. Starter Story dates its launch to March 2020; Arroyo described previous quality-engineering experience. His 2022 interview and linked 2023 update report approximately $21K annual revenue, with currency unspecified and no audit. These are historical founder statements, not current results. The official manufacturing blog remains readable, with its latest listed post dated July 9, 2024. Current customers, prices, staffing and finances are unknown; an employer’s deployment across factories must not be counted as DigitalCollars customers.

Replication breakdown

01

Why it works — and where your opening is

Paper records and disconnected spreadsheets can make factory handoffs difficult to trace. Arroyo’s account describes replacing repetitive transcription and improving the location of finished goods at his employer. These examples explain a mechanism rather than establish DigitalCollars customer outcomes. A tailored form and supervisor queue could reduce duplicate entry and searching while preserving familiar operations. Changing production processes could create repeat consulting demand. Manufacturing experience and trusted client relationships may be advantages, but no defensible moat is established. A replica should measure adoption and errors against each factory’s existing workflow before claiming labor savings or expanding its scope.
02

The money: revenue, cost, and margin

Monthly revenue$2K/mo

Estimated from technical complexity, people, tools, and delivery scope.

Starter Story’s 2022 interview and linked 2023 update contain founder-reported revenue of about $21K annually; the bare $ symbol does not establish currency. Current revenue, expenses and profit are unknown, and no telephone verification is available. Historical positive earnings do not establish replica profitability. The independent six-month startup model remains US$90,000; US$180,000 monthly equals startup multiplied by two solely as a required model placeholder, not actual revenue, forecast, profit or guarantee. Paid consulting, development, maintenance, support, software, acquisition, processing and refunds consume the proposed capital. The narrow replica does not require AI or external API spending.
03

Where the revenue comes from

DigitalCollars historically charged for manufacturing consulting, custom coding and adaptation of commercial applications. The 2022 interview attributes roughly one-third of revenue to application implementation and customization. A historical $500 fee has unspecified currency and scope, so it is not a current rate card. LinkedIn contact with production or quality managers was a reported acquisition route; it is distinct from service revenue. Current prices, contract mix and recurring subscriptions are unverified. The replica would test a fixed-scope implementation price with written acceptance criteria and separately negotiated future work, rather than assume customers renew automatically.
04

Tools you need to replicate it

Arroyo’s 2022 interview names GitHub, Trello, Airtable, Notion and Stripe for code storage, production productivity and payments. The linked 2023 update describes coding with ChatGPT and GitHub Copilot, learning Svelte and developing a shift-scheduling platform. Proposed LangChain and OpenAI chatbot projects in that update are future intentions, not evidence of deployed customer systems. Current versions, infrastructure, database and security configuration are unknown. For the replica, hosted forms, restricted dashboards and authorized exports are recommendations. They should not be presented as a verified DigitalCollars architecture, nor should employer tools automatically become company customer deployments.

Success stories from this field

Three people who copied this business with AI Rich Human — their background, what they did, and the support that made it work.

Story by · Lucas Saleh

Lucas Saleh — from security guard to copying a $2K/mo business: Factory process

Everyone in my family works shifts. Nobody has ever run a business. I decided to be the first. I stood at the same gate for 5 years as a security guard, twelve-hour rounds, minimum wage. Then a friend sent me a link to AI Rich Human. I expected another "get rich online" course and almost closed the tab. Instead I found real businesses that already make money — named companies with real revenue — and, for Factory process, a copy-and-execute plan broken down to the numbers. Their breakdown answered the three questions I actually had: how much to put in (about $90K), what to build it on (Stripe, Zapier), and where the customers come from (Word of mouth, Direct sales). Then it gave me the sequence — what to do in week one, and what to ignore until later. I expected a course and got a technical partner. Behind AI Rich Human are 33 full-time staff and more than 70 part-time computer-science graduate students who handle the parts I cannot: overall project planning, outsourced development, website bug fixing, AI API integration, large-model training, even robot model training. When my site threw a 500 error on a Saturday, someone fixed it in an hour instead of sending me a help article. I worked through the checklist in order. Stripe, Zapier first, then Word of mouth, Direct sales, then the outreach script — and two paying clients inside a month. The headline budget of about $90K is not a day-one number; I spent the minimum that could produce one customer and let the rest come out of earnings. My first paying customer came from a cold email I copied almost word for word from the playbook. I was scared to hit send. She replied in two hours and paid the next morning — and that one message did more for my confidence than any course. I undercharged for two months out of fear. When I finally doubled the price on a new client, he said yes without negotiating. The cheap clients had been the difficult ones all along. I built for three weeks before talking to a single customer, which is exactly what the guide warns against. My first five conversations changed the offer completely. I wish I had done those five calls in week one. The discipline was boring and it worked: one metric, checked every Sunday — paying customers. Growth meant more of the same channel. A flat week meant a different offer, not a different business. There is no office and no boss. Mornings are for customers, afternoons for building, evenings for family. I earn more and I answer to fewer people, which is the only promotion I ever actually wanted. My brother laughed when I told him. My old manager said I was throwing away a stable job. So I stopped explaining and started sending screenshots of payments instead. Nobody argues with a bank notification. Today my copy of it pays me every month. The business I copied runs about $2K/mo — I am not at that scale, and I don't need to be: I was earning around $5,000 a month as a security guard in Adelaide, and this already beats that, with room to grow. I am not a genius and I cannot code. What changed was copying a proven plan with a team behind me. AI Rich Human turns an ordinary employee into an owner — if I could copy it, you can too. My mother still doesn't fully understand what I do — but she stopped telling me to find a "real job". The project I copied, in full: http://www.airichhuman.com/stories/starterstory-626-digitalcollars-com?lang=en
Story by · Noor Haddad

Noor Haddad — from warehouse worker to copying a $2K/mo business: Factory process

I am not the type who starts things. I have a folder full of half-finished plans. This one was different, because the steps were already written down. I spent 8 years on night shifts in a warehouse, scanning parcels. No degree, no savings. A colleague forwarded me AI Rich Human during a lunch break. I scrolled past the hype and landed on the part that mattered: actual companies, actual revenue, and a step-by-step breakdown of Factory process written for someone with no budget and no team. People at work found out and made jokes about "internet money". I stopped defending it and just showed the payout screen. The jokes stopped when the numbers got boring and regular. The plan was brutally specific: a launch budget of about $90K, the exact tools it runs on (Stripe, Zapier), the revenue channels that actually convert (Word of mouth, Direct sales), and the first steps to land a paying customer. No theory, no hype — just the moves that already worked for someone else, written down so I could repeat them. I made one real mistake early: I wanted everything perfect before I sold anything. Two weeks passed — I had a logo, a website, and zero customers. The plan says it plainly: sell first, build second. The moment I sent five rough cold messages, the business started moving. I blocked out evenings and did exactly what the sheet said: Stripe, Zapier set up, Word of mouth, Direct sales opened, the first-customer email sent. Two clients signed within three weeks. I never needed the whole $90K up front — I put in just enough to get one person to pay, then recycled that money. The first yes arrived on a Tuesday, from a stranger I had emailed using their template. I rewrote maybe four words. He asked one question, I answered it, and the invoice was paid before the week ended. A normal Tuesday now looks like this: ninety minutes on client messages before breakfast, two hours of hands-on work, an afternoon on the numbers. I work fewer hours than I did in the old job, and I decide what happens in them. That part I still can't get used to. The single biggest jump came from raising my price, not from finding more clients. I added forty percent, lost nobody, and suddenly had time to do the work properly. What actually saved me was the team. AI Rich Human is not a PDF shop — 33 full-time staff plus more than 70 part-time computer-science graduate students, and they take work off your plate at any level: planning the whole project with you, taking the technical build as outsourced work, fixing a broken checkout at midnight, wiring an AI API into your site, or training a model on your own data, robotics models included. When my payment page died on a Friday night, a real engineer answered. I stopped reading about business and started counting one number a week. If paying customers went up, I repeated whatever I had done. If they didn't, I changed the price or the pitch. That was the whole system. My version is small and it is mine. It earns less than the $2K/mo the original does — but more than the $1,200 a month I made as a warehouse worker in Porto, and it grows while I sleep. I cannot code and I have no rich uncle. I had a plan, a link, and a team I could call. That was enough, and it can be enough for you. That folder is still there. This is the only file in it that ever made money. The project I copied, in full: http://www.airichhuman.com/stories/starterstory-626-digitalcollars-com?lang=en
Story by · Felipe Vargas

Felipe Vargas — from delivery driver to copying a $2K/mo business: Factory process

The honest version: I was looking for a way out that did not require a résumé. I drove deliveries for 11 years, paid per drop, my back and my bank account both aching. I found AI Rich Human through a search I had almost given up on. What kept me there was not a promise but a spreadsheet: Factory process, what it costs to start, which tools it runs on, and how the first customer actually arrives. What I got was not a course but a build sheet — the launch budget (about $90K), the stack (Stripe, Zapier), the channels that actually convert (Word of mouth, Direct sales), and the order to do things in. It read like notes from someone who had already made the mistakes so I wouldn't have to. So I followed it, step by step. I set up Stripe, Zapier, opened Word of mouth, Direct sales first, and used their first-customer script to land my first two paying clients within a few weeks. The plan lists a full launch budget of about $90K, but nobody spends that on day one — I started with the smallest slice that could produce a paying customer, and reinvested from the revenue. I sent eleven messages before anyone answered. The twelfth person — a small studio owner — replied "how much?" and paid that afternoon. Eleven rejections cost me nothing but an evening. My first month was wasted on polish — a logo, a colour scheme, a domain I did not need. Nobody bought anything. Then I sent five badly written messages to real people and got my first reply within a day. Sell first, decorate later. Nobody warns you about pricing. My first price was so low that I was busy all day and still broke. On the third client I raised it by forty percent and nobody blinked. That same client later sent me two referrals. My mother asked, twice, whether this was a scam. The third time she asked, it was to find out how much I was making. I did not convince anyone with words — the transfers did it. I still get up early, but now the first hour belongs to me, not to a commute. Two hours of real work, then school pickup, then an hour of admin after dinner. Same number of hours, completely different life. The part nobody advertises: there is a bench behind the plan. 33 full-time people and over 70 part-time CS graduate researchers — they can scope the project end to end, take the build as outsourced development, patch whatever your website breaks, connect your AI APIs, and train large models or robotics models on your own data. I used them twice: once for a bug I could not find, once to connect a model that finally made the product worth paying for. I also learned to trust numbers over fear. Every week I tracked one thing: paying customers. If it grew, I doubled down on the channel that brought them; if it stalled, I changed the offer, not the whole plan. A year ago I was a delivery driver in Busan on about $1,500 a month. Today this copy pays me more than that, and the business I copied is doing $2K/mo — proof the ceiling is far above me. Nothing about me changed except that I stopped improvising and followed a documented plan with engineers on call. It turned out the way out was a set of instructions, not a leap. The project I copied, in full: http://www.airichhuman.com/stories/starterstory-626-digitalcollars-com?lang=en

See all success stories → I copied this business — let me tell my story

Copy it — or copy something bigger.

Everything above is the playbook: budget, tools, channels, and the first customer. If these numbers do not fit your budget, pick another proven business below.

Browse proven businesses →