Evidentia is a schema-first analysis pipeline: keep the JSON immaculate, lean on the copilot when you are stuck, then press run and review the mentor's takeaways-all without leaving this cockpit.
Paste or upload your dataset, inspect the schema reference, and let the live validator call out missing targets, feature types, or search-space constraints.
Think of JSON as a structured list of "key": value pairs surrounded by braces
{} with arrays wrapped in [].
Describe goals or validation errors- the LLM can explain issues, pre-fill JSON, or trigger the repair flow so you never edit blindly.
Launch optimisation, then let the same assistant narrate ideal days, best next tests, and deltas so you can iterate immediately.