Cluster by meaning
Group related ideas into clusters.
AtlasMap your research
Ask a research question and build your understanding across thousands of papers, websites, videos, and your own sources.











Ask questions, unpack complex ideas, and verify every answer with citations to the paper.
Find relevant papers, compare the evidence, and bring the sources worth keeping into your workspace.
Synthesize themes and connections across every source in your research workspace.
Explore your literature from different angles and perspectives to uncover new insights.

Group related ideas into clusters.
Project the map in different angles.
See how papers connect.
Zoom in to dive into each paper.
Reveal argument structure, causal effects, process flows, relationships, timelines and more with multi-level zoom.
Argument, causal, relationship and more.
Follow how each claim builds up.
Zoom in to focus on a concept.
Every concept tied back to the source.
Multi-step reasoning across your papers, every claim explained with its source.
One-click to view the cited source.
Trust rigorously reasoned answers.
Read in context of literature.
Understand argument strength.
Write and organize research notes.
Dive deeper into a concept.
Every citation is auto-indexed on import, with a breakdown of how it justifies the claim.
Learn how citations build up into each claim.
Understand how sources justify claims.
Contrast citations for the same claim.
Enrich papers on import.
Fetch open-access papers on click.
Situate papers in their literature.
Compare findings across papers and turn the pattern into an inspectable map.
Ask questions over your sources and inspect the citation trail behind each answer.
Defines attention as mapping a query and key-value pairs to an output.
“An attention function can be described as mapping a query and a set of key-value pairs to an output.”
Move from an answer or map node back to the exact passage that supports it.
Dzmitry Bahdanau, Kyunghyun Cho, Yoshua Bengio
CoRR · 2014
See what each cited paper contributes to the argument you are reading.
Keep sources, notes, questions, and maps linked inside one research workspace.
Attention compares queries with keys, then weights values to build context from Attention Is All You Need.pdf.
According to Yannic Kilcher, attention is how each token looks across the sequence before choosing what to carry forward.
Turn highlights and ideas into notes that stay attached to their evidence.
Export notes and download knowledge maps when you need to use your work elsewhere.
Compare findings across papers and turn the pattern into an inspectable map.
Ask questions over your sources and inspect the citation trail behind each answer.
Defines attention as mapping a query and key-value pairs to an output.
“An attention function can be described as mapping a query and a set of key-value pairs to an output.”
Move from an answer or map node back to the exact passage that supports it.
Dzmitry Bahdanau, Kyunghyun Cho, Yoshua Bengio
CoRR · 2014
See what each cited paper contributes to the argument you are reading.
Keep sources, notes, questions, and maps linked inside one research workspace.
Attention compares queries with keys, then weights values to build context from Attention Is All You Need.pdf.
According to Yannic Kilcher, attention is how each token looks across the sequence before choosing what to carry forward.
Turn highlights and ideas into notes that stay attached to their evidence.
Export notes and download knowledge maps when you need to use your work elsewhere.
Map an unfamiliar domain, compare competing claims, and keep the evidence behind every recommendation close at hand.
“When I enter a new domain, the challenge is getting to a useful point of view without flattening the evidence. Atlas helps me compare sources, spot where claims agree or conflict, and carry the strongest evidence into the client recommendation.”
“Atlas is beautiful and thoughtfully made.
As a researcher, I really appreciate being able to explore and interrogate any source type in depth through Atlas's chat and knowledge map functions.
The citations function is SO helpful, as I get to trace the precise quotes/content from my chat conversations back to exactly where they are mentioned in each source.”

Research Assistant at Duke-NUS Global Health Institute

“Atlas is beautiful and thoughtfully made.
As a researcher, I really appreciate being able to explore and interrogate any source type in depth through Atlas's chat and knowledge map functions.
The citations function is SO helpful, as I get to trace the precise quotes/content from my chat conversations back to exactly where they are mentioned in each source.”
Research Assistant at Duke-NUS Global Health Institute
“Atlas has been a real time-saver for me. I'm not some AI expert or data scientist - I just needed a tool to help me wade through the sea of articles I come across daily. What I love about Atlas is how it gives me the gist of an article in seconds.”

Co-founder at Knoyo Health
“TLDR: Saves time, summarizes well. My personal favourite use case is to ask it to summarize YouTube videos so that I can decide whether to watch it. It can perform off-the-shelf RAG over multiple websites and even WhatsApp / Telegram Web chats.”

Head of AI at KiteEdge
“WHAT THE HECK DID YOU CREATE. It's like an ultimate GPT. I was actually quite surprised how the AI pulled so many concepts tgt. I think it's a huge addition to many super users of GPT. Excited to use it for my own research!”
“As a software engineer in a big company that has to read lots of documentation, this helps me summarize multiple fragmented docs to get me up to speed on the domain I'm working on - in a fraction of the time.”

Software Engineer at TikTok
“Atlas is constantly trying to push the boundaries of information and interaction design using innovative visual forms.
Using Atlas has not only given me a clear mental model to synthesize and consolidate information, but also an enjoyable and tactile feedback loop to generate original ideas.”