REPLICATION GUIDE · AI Businesses

AI-powered fractional devs

Fraction, now DevHawk, serves SaaS and other firms whose backlogs exceed coordinated senior engineering capacity.

● Already earning  $800K/mo  ·  Copy it for about $170K

Replication snapshot

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

Monthly revenue$800K/mo
Copy budget$170K
Build time6 months
Growth channelsSEO, Email marketing
Tools to copyNot disclosed
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
Focus on one SaaS niche and sell coordinated delivery capacity, not a software license alone. Price it after discovery against the buyer's current engineer/agency and the target's 2026-10-18 public references: $99 per Story Point or $9,000/month managed with a three-month minimum; currency is unknown. Total copy budget: $170K.

Want to see how that $170K 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.

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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.

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What this business does

Fraction, now DevHawk, serves SaaS and other firms whose backlogs exceed coordinated senior engineering capacity. Its official About page describes founder Praveen Ghanta as a software developer and serial entrepreneur and names cofounders Jeffery Baker and Alyssia Maluda. Fraction began in 2022. The founder announcement reports 175+ companies served without a count date; the current hirefraction.com homepage also shows undated 175+ and 150+ counters, so scale conflicts. DevHawk offers managed or client-run software delivery through an AI factory with senior-directed agents for product management, engineering, security, review, QA, DevOps and reliability. Its official press index links a $10M ARR claim for December 2024: historical, unaudited and with currency code unstated.

Replication breakdown

01

Why it works — and where your opening is

Small product teams may have backlogs but lack senior, coordinated capacity; ad hoc contractors and AI coding tools can leave specifications, review, testing and release ownership scattered. The current Fraction site still lists US-based engineers and $99-per-Story-Point delivery; DevHawk also promotes managed or client-run agent delivery. That may cut handoffs, but the official homepage checked 2026-10-18 claims up to 10x faster delivery and 80% lower cost; these are unverified marketing claims. A durable edge is unproven. Test a single SaaS niche with an explicitly priced, finite pilot rather than a broad AI factory; treat differentiation as a hypothesis and measure willingness to pay. Recurring release work can support repeat engagements, but renewal must be tested, not presumed.
02

The money: revenue, cost, and margin

Monthly revenue$800K/mo
Revenue per employee$1.11M /yr

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

Archive row: $800K/mo; date/currency unknown. Company press index links Dec 23, 2024 release claiming $10M ARR, up from $3M in 2024; historical, unaudited, bare $, not phone-verified or current. Revenue, costs, customer count, margin and profit remain unverified. Clone run costs include senior delivery/support, hosting, model APIs, payments, security/QA and acquisition; model-use cost unknown. Unit model: US$12,000/month retainer less US$7,500 developer labor, US$1,200 senior QA, US$200 cloud and US$360 payment = US$2,740 contribution (22.8%), before fixed costs, acquisition, refunds and tax. Startup estimate US$170,000; US$340,000/month is startup×2 model arithmetic, not actual revenue, profit or forecast. Update using quotes/pilot data.
03

Where the revenue comes from

DevHawk's official pricing page, checked 2026-10-18, lists managed service from $9,000/month (three-month minimum, AI included) or self-run from $3,000/month plus one-time $9,000 onboarding; clients bring keys and pay AI use directly. Prices show bare $, currency unstated. The legacy Fraction page lists $99/story point all-in and US engineers; it says customers pay only when features ship. That price's currency is unstated. These are client service fees, not developer pay, company take rate or realized gross volume. A free estimator qualifies prospects. The Fraction page ties payment to shipped features; DevHawk's current invoice/payment timing is unpublished. Current service mix, developer pay and pass-through amounts are unknown.
04

Tools you need to replicate it

Current official DevHawk pages, checked 2026-10-18, describe seven agent disciplines: product management, engineering, security, code review, QA automation, DevOps and site reliability. The offer includes managed or customer-run operation, hands-on setup and support; public pages describe functions, not underlying models or software vendors. Fraction’s current site still lists engineer services and a project calculator, but does not reveal internal implementation. No verified public source names its LLM provider, orchestration framework, code host, cloud, billing system or project-management tools. For a replica, choose managed identity, private repositories, isolated job runners, a model API and CI only after customer validation; these are recommendations, not its confirmed stack.

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 · Leila Khan

Leila Khan — from call-center agent to copying a $800K/mo business: AI-powered fractional devs

I read the whole plan twice before I believed a word of it. I read scripts to angry customers for 16 years, monitored every second, burned out at twenty-eight. 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 AI-powered fractional devs, a copy-and-execute plan broken down to the numbers. 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. Their breakdown answered the three questions I actually had: how much to put in (about $170K), what to build it on (off-the-shelf tools), and where the customers come from (SEO, Email marketing). Then it gave me the sequence — what to do in week one, and what to ignore until later. I worked through the checklist in order. off-the-shelf tools first, then SEO, Email marketing, then the outreach script — and two paying clients inside a month. The headline budget of about $170K 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 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. 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 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. 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. Today my copy of it pays me every month. The business I copied runs about $800K/mo — I am not at that scale, and I don't need to be: I was earning around $4,200 a month as a call-center agent in Warsaw, 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. By the third read I had already started. That is usually how belief arrives. The project I copied, in full: http://www.airichhuman.com/stories/starterstory-217-hirefraction-com?lang=en
Story by · Tunde Chen

Tunde Chen — from line cook to copying a $800K/mo business: AI-powered fractional devs

I didn't quit my job. I built this at night, after my shift, on a borrowed laptop. I worked the line in a restaurant kitchen for 4 years — split shifts, burns, tips split three ways. 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 AI-powered fractional devs written for someone with no budget and no team. The plan was brutally specific: a launch budget of about $170K, the exact tools it runs on (off-the-shelf tools), the revenue channels that actually convert (SEO, Email marketing), 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: off-the-shelf tools set up, SEO, Email marketing opened, the first-customer email sent. Two clients signed within three weeks. I never needed the whole $170K up front — I put in just enough to get one person to pay, then recycled that money. 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. 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. 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. 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. 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. 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 $800K/mo the original does — but more than the $4,600 a month I made as a line cook in Genoa, 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. I kept my salary until the new income was real. The project I copied, in full: http://www.airichhuman.com/stories/starterstory-217-hirefraction-com?lang=en
Story by · Camila Ono

Camila Ono — from administrative assistant to copying a $800K/mo business: AI-powered fractional devs

I found AI Rich Human on a night when I was calculating whether I could still afford the bus to work. For 7 years I was an administrative assistant — booking rooms, filing invoices, and a salary that never moved. 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: AI-powered fractional devs, what it costs to start, which tools it runs on, and how the first customer actually arrives. 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. What I got was not a course but a build sheet — the launch budget (about $170K), the stack (off-the-shelf tools), the channels that actually convert (SEO, Email marketing), 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 off-the-shelf tools, opened SEO, Email marketing 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 $170K, 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. 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. 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. 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. A year ago I was a administrative assistant in Lyon on about $5,000 a month. Today this copy pays me more than that, and the business I copied is doing $800K/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. Two years later I still take the bus. I just don't count the coins first. The project I copied, in full: http://www.airichhuman.com/stories/starterstory-217-hirefraction-com?lang=en

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