About Pub-AI
An independent editorial resource for academic researchers navigating AI tools.
What this site is
Pub-AI: AI in Science is a curated directory of AI tools for academic research — organized by the stages researchers actually work through, not by AI category. Every tool listing includes an honest assessment of what the tool does well, where it falls short, how pricing has changed, and when we last verified that information.
We publish tutorials, field guides for specific disciplines, tool comparisons, and a glossary of AI and research methodology terms. The goal is to help researchers cut through the noise of AI marketing and find tools that are genuinely useful for their specific work.
Who runs it
Pub-AI is independently operated. We are not affiliated with, sponsored by, or compensated by any of the tool providers listed on this site. Tool selections and rankings reflect our editorial judgment only. We do not accept payment to include or rank any tool.
How we review tools
Each tool in our directory is reviewed based on:
- What it actually does — not what the marketing copy says
- Who it's best for — specific research workflows and disciplines
- Pricing, honestly — including recent changes and what the free tier actually covers
- Limitations — what the tool gets wrong, where it hallucinates, what it can't do
- Trust signals — whether outputs are source-linked, whether the model is open-source, whether there are known accuracy concerns
Each tool page carries a "Last verified" date. We review tool information on a quarterly basis and update it when pricing, features, or availability changes significantly.
What we cover
We focus on tools that are relevant to the scientific research process — from literature review and data analysis to writing, experiment design, and domain-specific AI (protein structure prediction, weather modeling, materials discovery, etc.). We do not cover general productivity tools unless they have specific scientific research applications.
Contact
For corrections, tool suggestions, or questions about the site:
If you've used AI tools in your own research workflow and want to share what worked, you can also submit your workflow for consideration.