Ask shiran.io
A site-specific assistant designed to help visitors find the right article, understand a concept, or continue from something already published here.
I use this space to test where AI can genuinely improve research, trade, operations and decision-making — and to separate useful capability from impressive demos.
The Lab should give visitors something to do, not just something to read.
A site-specific assistant designed to help visitors find the right article, understand a concept, or continue from something already published here.
Small products and practical ideas that use AI for a clear job.
Explain quote lines in plain language, surface likely exclusions and make comparisons easier to understand.
Break down a repetitive workflow and identify where simplification, automation or AI could remove friction.
Turn a sourcing requirement into clearer supplier questions before price becomes the only discussion.
Help a reader understand the purpose and structure of a freight or trade document while keeping human judgment visible.
Turn a useful idea from a book into a practical action, checklist or decision framework.
Use the site’s own material as context for finding, understanding and applying what is already here.
Not a giant “top AI tools” list. Just products I’m actually exploring and what I’m learning from them.
The Lab should stay useful even when AI trends change quickly.
AI should have a specific role. If the user cannot understand why it is there, it probably should not be there.
Useful experiments should make uncertainty and human judgment visible instead of pretending AI is always right.
An experiment stays only if it saves time, improves clarity, helps a decision or makes something meaningfully easier.
AI is one part of shiran.io. Articles, tools and practical resources remain the foundation.