ml0x / what I sell
You can ship a working product in a weekend now. What has not got easier is everything after that. One person who was not already looking for you has to find the thing you built. No distribution means no users, and no users means nothing sells. These five products are what I built to work on that problem across my own sites. Three of them form one machine for earning organic search traffic, sold as separate pieces. Two are for the developer running the machine.
The problem
Three numbers, each from a public source. None of them is mine.
The free traffic that used to arrive by accident
How often a Google search ends in a click, measured across about 69,000 searches
Marc Andreessen puts it plainly. The top reason his firm passes on founders it otherwise likes is that they focus on the product to the exclusion of everything else. Peter Thiel is blunter still. If you have invented something new but not an effective way to sell it, you have a bad business, however good the product is. I will not pretend distribution guarantees sales, because it does not. It decides whether you get a chance at all.
The system
They are sold separately because people get stuck at different points. Together they are the three things a site needs before search traffic is even possible.
Step one, the foundation
Decides how the site is built, so page four hundred is as sound as page one. 395 gates, 363 of them blocking, stop a run that would ship something broken.
Step two, the pages
Fills that architecture with tool and calculator pages that can earn impressions, and refuses to let a model type a number. A page ships with a value missing rather than invented.
Step three, the links
Earns the links that make those pages rank, by publishing real assets to public developer platforms rather than emailing strangers. Eight active channels now, 116 in the registry. Those platforms send their own visitors, so this is not only a Google play.
The fourth product, ml0x Pipeline, is what the other three run inside when an agent is driving them, with gates and a ceiling on the bill. The fifth, Training Run Triage, is a different job entirely. It covers the case where the model work itself breaks. It sits on this page because it is mine and sold the same way, not because it earns you traffic.
The money
What the same job costs over two years, using published 2026 prices.
Cumulative cost over 24 months
Every rented line keeps climbing. The owned line is drawn once and never moves again.
Buy one product instead of five and the crossover arrives sooner. A single $99 purchase here is passed by a $99 a month subscription in month two.
The three that earn you traffic
Every one has its own domain, its own evidence and its own Stripe checkout. The buttons take you there and nothing charges on ml0x.com.
Step one, the foundation Costs least against renting
$199 one time, 60 day refund
Renting a comparable build stack $1,188 to $10,788 a year, forever
The problem it solvesYou are starting site number four and about to re-make the same fifty build decisions from memory, badly. Then a layer passes because a flag was missing rather than false, and you ship something broken without knowing.
It is the build architecture underneath the other two, written down and enforced. Thirteen layer contracts and 395 gates decide whether a run is allowed to keep going, and 363 of them fail closed, which is the whole point.
Plainly, it has zero buyers. Nobody, me included, has taken it end to end as a product, so there are no reviews and no case studies. The page does show 362 clicks on 40,013 impressions across four sites I run, and it states outright that this is my traffic rather than the pipeline's output. Compare the shape of the deal instead. ShipFast sells one-time code at $199 to $299 and says it cannot be refunded. Mine is $199 with 60 days to hand it back, in full, no reason needed.
Get aiwebsitepipeline for $199 once Read the specification first60 day refund, no reason needed, and the source stays yours
You land on aiwebsitepipeline.com. The price and the refund window are restated there, and payment is its Stripe checkout.
Step two, the pages Has a paying case study
$99 one time, 14 day refund
Byword, the nearest rented equivalent $99 every month, $1,188 a year
The problem it solvesYou need pages that can earn search impressions at a volume you cannot hand-write. Every tool that generates them will happily invent a statistic, and you find out when a reader does.
The model never types a number. Code fetches each value, recomputes it, then re-fetches the citation to check it still says what was claimed, and nothing publishes until a human clears the last stage. Byword's published price for 25 article credits is $99 a month. Same digits, opposite terms.
The case study on its page reports $10,031.31 in revenue across 306 Stripe charges for the site it built. Now the honest half. A run wanted grams per cup for butter, no source met the fetch rule, so it held the value. The page shipped without that unit rather than with a plausible one. A missing number instead of an invented one is the trade you are buying.
Get toolsthatrank for $99 once See the fourteen layers first14 day refund, in full, and the source stays yours
You land on toolsthatrank.com. The price and the refund window are restated there, and payment is its Stripe checkout.
Step three, the links Published link ledger
$99 one time, 30 day refund
The Hoth, managed link building $500 a month, or $375 for one link
The problem it solvesYour pages will not rank until other sites link to you, and both normal fixes are bad. An agency bills you monthly for links you cannot audit. A marketplace sells you $10 links that can get the site de-indexed.
This publishes real assets to public developer platforms instead, and no outreach email is ever sent. A verifier re-fetches every URL it published and writes down the ones that died, so you read the fate of each link rather than trusting a dashboard. On The Hoth's Trustpilot page, one-star reviewers describe paying $1,000 a month on retainer, one of them almost $13,000, and watching clicks decline.
The ledger from my own sites is published on the page. It shows 413 links across 13 publishing days, 232 that passed audit, and the table of the ones that failed sitting next to the ones that worked. Twelve live links are named so you can click them yourself. It averaged 7.25 referring domains per site with a ceiling of 9, and it guarantees no rankings.
Get handsofflinks for $99 once Read the full link ledger first30 day refund, unconditional, and the source stays yours
You land on handsofflinks.com. The price and the refund window are restated there, and payment is its Stripe checkout.
Nobody needs all three on day one. Each is a single payment with its own refund window, so buying one changes nothing about the others.
aiwebsitepipeline, $199 Build the site so it can rank at all toolsthatrank, $99 Fill it with pages that earn impressions handsofflinks, $99 Earn the links without emailing anyoneThe two for the developer running it
One payment, files you keep, no account to create. These are about the machine you build with rather than the traffic it earns.
The runner Core is free and MIT
$99 one time, 60 day refund
The problem it solvesYour agentic runs have no gates and no ceiling on the bill. You learn what a run cost after it finished, and you learn it went wrong even later.
The four stage CLI, the parallel research runner and the quality gates I put my own agentic work through, packaged and pinned at a version. The core is MIT and free on GitHub, and the product page says so in its first paragraph rather than burying it. What the money buys is the packaging, the configuration, the runbook and the written research behind the design.
It has no buyers and no testimonials, and its own page says that in those words. Two documentation claims were cut on the way in because no source could be found for either, rather than softened and kept.
Get ml0x Pipeline for $99 once Read the archive list first60 day refund, no questions asked, and you keep the files
You stay on this site. The price and the refund window are restated there, and payment is its Stripe checkout.
When the model work breaks Not a distribution tool
$99 one time, 60 day refund
The problem it solvesYour run died at hour six and every search result explains what a learning rate is instead of telling you what to set it to.
Seven guides and four scripts for the part nobody writes down, with the source and the measurement conditions printed beside every default. One question it answers has 69,461 views on Stack Exchange, where the asker says the official documentation was not explained properly.
No buyers and no testimonials, stated plainly on its own page. It carries no throughput or speedup numbers either, because I measured none and will not borrow somebody else's.
Get Training Run Triage for $99 once Read the guide list first60 day refund, no questions asked, and you keep the files
You stay on this site. The price and the refund window are restated there, and payment is its Stripe checkout.
Side by side
Every price is a single payment. Scroll the table sideways on a narrow screen.
| Question | aiwebsitepipeline | toolsthatrank | handsofflinks | ml0x Pipeline | Training Run Triage |
|---|---|---|---|---|---|
| Job in the machine | The architecture that can rank | The pages that earn impressions | The links that make them rank | What the rest runs inside | Not distribution. Model debugging |
| What it solves | Re-making fifty build decisions on site number four | pSEO pages where no number is invented | Backlinks with no outreach email sent | Agent runs with gates and a budget ceiling | A training run that failed at hour six |
| Price | $199 one time | $99 one time | $99 one time | $99 one time | $99 one time |
| What you run it on | Python, standard library only | Your own machine | macOS only, Node 18 or newer | bash and Python, your own machine | Python 3.9 or newer |
| What you bring | Your own project. A specification plus code, not a service | Your own API keys, and you pay the inference | Your own data in a CSV | An API key. The bill lands on you | A run you are debugging, not a first model |
| Refund window | 60 days, no reason needed | 14 days, in full | 30 days, unconditional | 60 days, no questions asked | 60 days, no questions asked |
| Buy it | Get it, $199 | Get it, $99 | Get it, $99 | Get it, $99 | Get it, $99 |
Before you buy
No, and I would rather you did not buy three things at once. They sit at different points of the same problem. aiwebsitepipeline decides how a site is built, toolsthatrank fills it with pages, handsofflinks earns the links that make those pages rank. If you already have a site you are happy with, skip the first. If you already have pages nobody links to, start with the last. Buy the one that matches where you are stuck, use it, then decide.
Start from the problem, not the price. Pages exist but nothing ranks and no site links to you, buy handsofflinks. A model has invented a statistic on a page you shipped, buy toolsthatrank. You are about to start site number four and dread re-making the same fifty decisions, buy aiwebsitepipeline. Your agentic dev runs have no gates and no budget ceiling, buy ml0x Pipeline. A training run just failed and you are debugging rather than learning, buy Training Run Triage. If two of those describe you, buy the cheaper one and see whether you actually use it.
The machinery produces traffic and I can show you the number. Across 43 properties in my Search Console account, the last 28 days brought 446,585 impressions and 1,833 clicks from Google. What that traffic has not yet done is convert well, and two of the five products on this page have sold nothing at all. Both of their pages say so in those words. You are buying tools I use on my own sites, with the results printed next to them, including the results that went against me.
Your own machine, and for toolsthatrank and ml0x Pipeline your own API keys, because you pay your own inference. handsofflinks is macOS only and needs Node 18 or newer. aiwebsitepipeline is Python with the standard library only and needs no key. Training Run Triage needs Python 3.9 or newer, with torch only where it cannot be avoided. ml0x Pipeline is bash and Python. None of the five is a hosted service and none of them phones home.
You ask for the money back inside the window that product states and you get it. No licence key exists to revoke on any of the five, so nothing stops working while you wait. Reply to the Stripe receipt, which carries my support address and reaches me directly. If a formula or a figure in any of them turns out to be wrong, I would rather hear about it than not.
No. Every one of the five is a single payment and nothing renews. The refund windows are deliberately different, because each product site sets its own and I have not flattened them into one number. handsofflinks is 30 days and unconditional. toolsthatrank is 14 days in full. aiwebsitepipeline is 60 days with no reason needed, and the two sold here on ml0x.com are also 60 days, no questions asked.
Either way you keep something
You own the source outright and run it on as many sites as you like, for as long as you like. No seat count, no renewal, no vendor deciding next year that your tier now costs more.
You ask inside the refund window and get the money back in full. There is no licence key to revoke, so nothing stops working while you wait, and you keep whatever you already built with it.
Every refund runs from the purchase date of that product alone. Reply to the Stripe receipt, which carries my support address and reaches me rather than a queue. I would rather refund you than have a sale I have to defend.
Every one is a single payment with full source and its own refund window.
aiwebsitepipeline, $199 Build the site so it can rank at all toolsthatrank, $99 Fill it with pages that earn impressions handsofflinks, $99 Earn the links without emailing anyone ml0x Pipeline, $99 Run your agents with gates and a ceiling Training Run Triage, $99 Fix the training run that died at hour sixFree, with nothing to buy
The calculators and the tools index on this site are free and always will be. KV cache sizing, LLM memory, and about twenty smaller ones. No signup and no email. They are also pages built the way toolsthatrank builds them, so use them to decide whether my code is worth $99 before you spend a cent. If none of the five cards is your situation, the write-up of what this portfolio actually earned, 46,000 users and $1,631 gross, has a free sample page. The paid version is waitlist only, and nothing there can be bought today.
Michael Lip, Warsaw. All five are mine, the three product sites included, and receipts come from Stripe on each. Code at github.com/theluckystrike.