Bivia by Articul8 skips the paragraph: a decision model that returns JSON with confidence and evidence
No-Asparagus-8011 · reddit · 2026-11-02
A Reddit user spotted Bivia from Articul8, positioned as a purpose-built decision model for agents: instead of getting a paragraph from GPT and regex-ing out the yes, you feed Bivia options and get back JSON with the answer, a confidence score, per-option probabilities, and the evidence used. The product page shows endpoints like /decide, Choice, Yes/No, Score, Evidence and Extract, accepting text, image, document and audio inputs. The author hopes someone tests whether the confidence numbers are actually calibrated — nothing published on that yet.
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