Experiment design assistant
Suggests protocol-compliant conditions and missing controls.
Researcher: Decides whether to adopt
A shared photocatalytic water purification research platform: run the same protocol, analyze with AI.
Try the AI research partner with example data.
We record conditions and results in the same format so one lab's experiment becomes the starting point for another's. AI joins every step as a research partner.
Together, we design the next experiment. Every step records who did what.
Every AI output carries a ✦ AI label and a researcher adopts, edits or rejects it. Verified code does the math; AI explains and suggests.
Suggests protocol-compliant conditions and missing controls.
Researcher: Decides whether to adopt
Flags unit errors, calibration range issues and pH effects.
Researcher: Fixes values or records a reason
Explains graphs and reaction rates in plain words.
Researcher: Reviews before reporting
Tabulates conditions and results from papers with source locations.
Researcher: Checks against the original
Answers protocol questions and translates discussions.
Researcher: Checks the original text
Virtual data for demonstration only. These are not real measurements.
No measured data yet. We are waiting for the first participating lab.
Only real counts are shown. Example (virtual) data is not counted.
If you are researching photocatalysis or water treatment, or simply care about this idea, show your interest and support, and share your thoughts. Fellow researchers can find each other here.
Every dataset is labeled measured, literature or virtual, with its source and review status.
AI never replaces researchers' judgment. Every AI output is labeled and checked by a researcher.
Applying lab results to real rivers or seas requires separate safety validation.