Frequently asked questions.
Short answers to the questions researchers ask before they apply.
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How do researchers find foundational papers in a new field?
Axy maps a field at the concept level — surfacing clusters, bridges, and structural gaps within hours of uploading a paper collection — so foundational work is visible before any abstract is read. No more six-month orientations.
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How do labs avoid duplicating literature reviews across researchers?
Axy turns each researcher's mental model into a living graph the whole lab can see, fork, and build on. Institutional knowledge stops being locked in one head; the map stays even when the researcher leaves.
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How can a new postdoc shorten the two-year ramp-up in a new field?
A new postdoc can fork a senior researcher's Axy graph on day one — inheriting a decade of reading, weighted concepts, spotted gaps, and connections, all explicit and navigable. Day one feels like year two.
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How is Axy different from a reference manager?
Reference managers like Zotero or Mendeley organize papers — flat lists of PDFs and citations. Axy organizes knowledge. It maps the concepts inside those papers into a structured graph that captures what a researcher has learned, not just what they have read. The graph is version-controlled, collaborative, and forkable, so a lab's understanding compounds instead of retiring with each person.
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What happens to the knowledge graph when a researcher leaves the lab?
It stays. That is the core problem Axy solves. Today, when a postdoc leaves, their mental model of the field leaves with them. With Axy, the knowledge graph they built is a permanent, forkable asset the lab inherits — the next person does not start from scratch, they start from where the last person left off.