Keyword search inside a large document set misses the actual question being asked, and most chat interfaces answer confidently whether or not they actually found supporting evidence — you can't tell a real answer from a guess.
Type a question or speak it — the transcript and the answer are handled as separate steps.
It searches the indexed document set for passages that actually support an answer, not just keyword matches.
Every answer ships with its citations, the grounding decision, and a stage-by-stage latency breakdown.
Every response links back to the evidence it was built from, not a black-box summary.
Krio shows whether an answer was actually grounded in the retrieved evidence or not.
Stage timings are shown honestly rather than hidden behind a spinner.
Ask however is faster in the moment — both route through the same retrieval pipeline.
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