algoholic.net is an independent lab building instruments for practitioners who work with AI search, GEO, and LLM citation patterns — not for spectators.
algoholic.net is a working lab — not a blog, not a portfolio. Every page here either runs a model, publishes a prompt, or shares the data behind one.
The tools are built from real practitioner work. When we solve a problem in the field and the solution is generalizable, we extract it, clean it, and ship it here. Free where possible, retainer-only where the data requires it.
We've been researching search algorithms since long before answers came from AI. That shift didn't change the question — it just made the answer harder to see without instruments.
The instruments here come out of real practitioner work. When a method proves itself and generalizes, we extract it, harden it, and publish it — free where the data allows, retainer-only where it doesn't.
We publish the research behind the tools, not just the tools: the data, the methodology, the edge cases. If a finding changes how we build, it gets written up.
GEO and AI search are young fields, shaped in the open by a generous community of practitioners. We build on that work and try to give back in kind — no gates we don't need, no signup walls where a tool can simply run.
Claude + web search, one prompt, one CSV. Citation analysis in ≤ 90 seconds.
Check whether AI answers cite your domain for a query — instant, free, no signup.
Practitioner prompts for audits, GEO briefs, and ranking diagnostics. Updated daily.
Predict citation probability before you publish. In private beta.
Retainer-grade audit of your AI-search visibility. Citation map, gaps, ranked remediation.
For partnerships, API access, or retainer work — start the conversation.