Check the public readiness of your website
Run the free evidence-based audit. It uses public website data only and does not query AI-answer systems; a short explanation may be written by an OpenAI model.
Run Public ReadinessSelena Lab
Research, practical guides, experiments and articles for building with AI.
Selena Lab is the research and education layer of Selena Systems. We publish methods, evidence boundaries and practical work that support AI Visibility and our custom AI Systems practice.
Explore the guides
Research → useful content → trust → better decisions.
Browse the Lab
01
Research
Data and conclusions with sources
Versioned studies, datasets and benchmarks with disclosed methodology, provenance and practical implications, with sources and limits.
02
Guides
Step-by-step improvements
Concrete, evidence-safe ways to improve websites, workflows and AI systems with clear next steps, sources and limits included.
03
Experiments
Honest tests, failures included
Reproducible tests of methods and tools, including what failed, what remains unknown and why it matters, with sources and limits.
04
Articles
Plain explanations for owners
Clear explanations of AI visibility, evidence and practical AI implementation for business teams, with sources and limits.
Start here
Three foundations for a sound start
Foundation
What is AI Visibility?
A practical definition of AI visibility, how it differs from website readiness, and which claims require a real measurement cycle.
Practical guide
How to prepare a website for AI systems
A safe checklist for access, indexability, entity clarity, structured data, answer-first content and verification, with evidence-led next steps.
Evidence guide
How to read an AI Visibility Report and verify the evidence
A field guide to Configuration Lock, denominators, citations, provenance and invalid runs, with practical checks for trustworthy recommendations.
Experiment
Reviewing AI-written code: what two agents got wrong
Reviewing AI-written code with two independent agents: both explained the failing check confidently, both were wrong, and the workflow file settled it.
Practical diagnosis
Your Restaurant Is on Google. Why Doesn’t AI Recommend It?
Your restaurant appears on Google but not in AI recommendations. Test guest scenarios, sources, competitors and the path to booking before changing the site.
Need a system, not only a diagnosis?
Selena Systems maps the workflow, chooses the safe automation boundary and builds the operating layer with your team.
Discuss an AI system