Retrieval, rebuilt from the evidence up.
Most retrieval stops at plausible. Viore is built for knowledge where the wrong answer has a cost. The right one has to be defensible.
active pilot corpora
published research
Find it. Trace it. Put it to work.
Move through the evidence, without losing the trail.
How should I manage GLP-1 plateaus without increasing dosage?
Recommended approach
Evidence: highCheck adherence, protein intake, and training load first — most plateaus resolve without a change in dose…
When to consider it
Evidence: highOnce the basics are confirmed and the response has genuinely stalled — escalation as one option, not a default…
The chunk is the wrong unit.
Experts don't reason in 500-token windows. They reason in claims, sources, and consequences.
Judging chunks ignores how experts think—so agreement collapses.
Before we built anything, we studied evaluation.
Evaluative Fingerprints is our open research on LLM-as-judge reliability.
Near-zero inter-judge agreement (α = 0.042) sits alongside high within-judge stability (ICC up to 0.872). That result changed how we think about trust, grounding, and retrieval.
Built for corpora that matter.
Viore is in private pilot with a curated cohort. We're selective about who we take next, and honest about who we're not for.