Everything a result needs, in one team
Revenue recovery, AI products, AI content, search, analytics, platforms and integrations.
Blog / Category
AI content
Data-led content at scale, with every figure computed and every quote checked before it goes live.
AI can write thousands of pages a week. The hard part is making sure none of them contains a number that is slightly wrong, a quote nobody said, or a confident sentence about something that never happened.
We build content systems where the AI writes and the data decides: every figure computed from the source, every quote checked, a strict format every page must pass, and people who own what gets published. Volume, in more than one language, without giving up trust.
This is for you if
- You need far more content than your team can write by hand
- You have tried AI content and found errors you could not afford
- Your content depends on data that changes every day
Articles
A site that updates itself, and checks every page before it does
A new affiliate site publishes fresh data twice a day and new content every morning, with no one at the keyboard. How the automation works, and the one rule that makes it safe to leave alone.
Auditing the pages nobody reads: category and section pages
Section pages hold a site together, and they are rarely reviewed. We audited 300 of them: 4,575 findings, 255 rewritten, 81 cut to half their length.
AI content that does not make things up
430 data-led articles in two weeks, in two languages, with no invented numbers. The trick is not a better prompt: it is a pipeline where the AI writes and the data decides.
Value: the goal isn’t AI adoption
Nobody needs AI; they need recovered revenue, a coached team, a product that ships. How we pick the outcome before the model, and use AI only where it earns its place, with examples from a school platform and a traffic recovery.
How one person produces thousands of lessons with AI
SuperEscuela has 733 topics, 2,786 lessons and 13,705 practice questions, written by an AI pipeline against Costa Rica’s national curriculum. How the pipeline works, and where the AI is kept out on purpose.
Write the rulebook before the first page
Before building a new affiliate site, we audited 26 sites in its market against 13 rules. None of the affiliates met all of them. Why the rules came first, and how they became part of the build.
The cost of an AI feature: tokens, caching and the right model per task
What an AI feature really costs is a number per unit of value: per lesson, per answer, per document. How to estimate it, get the quality right first, then bring the cost down with model routing, caching and batching.
The right model, not the cheapest: what a few cents per lesson buys
SuperEscuela started writing lessons with the smallest, cheapest AI model. We measured the quality against what children deserve, and moved to a larger one. Why the saving was never worth it, in numbers.
Related work
From a traffic collapse to a measurable affiliate business, in 10 weeks
Affiliate website · client details withheld
The site had lost about 90% of its Google traffic. We proved why, cut it to what earns, rebuilt it, and tied every affiliate click to the page that earned it.
Affiliate & publishing
From an idea to a live affiliate site in three weeks, and it updates itself
Content and affiliate website · client details withheld
A US content site that earns from partner links: researched, built and launched in three weeks, with every partner click tracked from day 3, rules checked on every page, and fresh data and content published automatically every day.
Affiliate & publishing
SuperEscuela: a free school, built and written with AI
Non-profit education platform · our own project
A school that is played: free, ad-free and offline-first, for Spanish-speaking children, with a records system for teachers. Built with an AI pair programmer; its content is written by an AI pipeline against Costa Rica’s national curriculum: 733 topics, 2,786 lessons and 13,705 practice questions so far.
Education
Need content at scale
you can stand behind?
Tell us what you need to publish and where the facts come from. We will show you how we would build it.
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