Bongocat is Benjamin S Powell's AI consulting and solutions website. According to the page information, the site also documents an experimental project called ServerStack, used to explore "whether a website can improve itself based on its own data."
Purpose ServerStack is a self-hosted (homelab) affiliate website that writes guides in Spanish about homelab, self-hosting, NAS, and Linux, and monetizes through affiliate links. The project aims to run an automated growth loop: read its own analytics data, decide what needs fixing, publish the fixes, and roll back when the data worsens. It is described as having evolved from the BongoCat experiment (which used Django and a large amount of custom Python to let the website write its own content), but with a leaner structure: static pages, a small Worker, and scheduled pipelines.
Main capabilities ServerStack reads its own data through the Google Search Console API, the Google Analytics Data API, and first-party click logs in D1, tracking search performance (average position, impressions, clicks, and CTR per page and per query, including Bing Webmaster statistics), content quality (scroll depth, time on page, outbound link clicks), and revenue intent (affiliate link clicks versus page views). Each run stores snapshots of this data in D1 as a four-week baseline.
Optimization approach A weekly cron job runs a "measure-diagnose" loop, and all steps are logged. A deterministic rules engine reads trends and generates specific tasks, such as rewriting a meta title, restructuring a page, refreshing an old guide, or tightening the CTA on pages with scrolls but no clicks. The rules make the decisions, and the language model only drafts the actual changes in the executor. After an edit goes live, it is compared with the baseline, and if performance worsens, it is automatically rolled back.
New content process Three controlled articles are generated each day, checked against valuable content patterns, thin or templated pages are rejected, and then they are connected to the internal link graph, sitemap, and homepage, with an indexing ping sent after deployment.
Objective function The objective has two parts: gain rankings and clicks from search engines; and prove content quality on the page, namely deeper scrolling, longer dwell time, and more affiliate link clicks.
Applicable scenarios and limitations The current information does not provide the specific scope of Bongocat as a consulting service, fees, pricing, applicable industries, or usage steps. ServerStack's publicaddress is serverstack.cc. The page states that the experiment is still ongoing and the content will continue to be updated, but it does not explain how it is made available for third-party use.
