What an answer looks like at every confidence level.
Khyaa never invents an answer. Every claim either ships with a source chip, gets softened to "some context," or gets refused outright. Pick a fixture below to see the actual production render for that band.
Synthetic data — no real client, no PII. The render below is the same component an authed advisor sees.
When did Anand Patel last review the 529?
Feb 12, 2026. Anand confirmed the contribution schedule for Anika (Brown ’27) and asked you to revisit Q4 once the RSU vest clears.
≥ 0.7 confidence. Bold answer + ≥1 source chip. This is the surface advisors hit before walking into a meeting.
For an RIA, a confabulated client fact is a compliance event.
Most assistants will give you something that sounds confident even when nothing in memory backs it up. Khyaa’s rule: no source, no claim. Below 0.4 confidence the answer surface refuses to render at all — you get a single CTA back to capture instead.