Choose your research workflow

Move between document QA, system chart extraction, hypotheses generation, and plot data extraction from one Space.

Chatbot

Upload PDF or text files, select a model, and ask questions!

1) Set API Key

We never store your key. It is used only for OpenAI or Google Gemini API requests.


2) Upload Files

If the number of files is greater than 1000, please upload a zip file instead.

Drag & drop or click to upload files.

PDF, TXT, images, or ZIP. For >1000 files, use a ZIP.
3)2) Ask QuestionsExtract System ChartsHypotheses Generation

References

Liu, Q., Polak, M. P., Shuvo, M. A. A., Deodhar, H. S., Han, J., Morgan, D., & Oh, H. (2025, October). Automated extraction of materials system charts using a large language model framework. Scripta Materialia. Elsevier BV. http://doi.org/10.1016/j.scriptamat.2025.116815
Liu, Q., Polak, M. P., Kim, S. Y., Shuvo, M. A. A., Deodhar, H. S., Han, J., … Oh, H. (2025, September). Beyond designer's knowledge: Generating materials design hypotheses via a large language model. Acta Materialia. Elsevier BV. http://doi.org/10.1016/j.actamat.2025.121307