Citations that actually work: designing trust into AI answers
A confident wrong answer costs more than no answer at all. Here is the citation UX we landed on after watching 40 support agents use Lumen.
What we learn building Lumen: chunking strategies, citation UX, knowledge-base rollouts and the occasional launch retrospective.
A confident wrong answer costs more than no answer at all. Here is the citation UX we landed on after watching 40 support agents use Lumen.
Model choice gets the attention. Chunk boundaries decide whether retrieval finds the right paragraph. A practical guide with the settings we ship.
Most wikis die within six months. The fix is not more documentation — it is reducing the cost of retrieval to almost zero.
Semantic search is not a strict upgrade. Hybrid retrieval beats both, and the reason is more interesting than the benchmark.
AI landing pages all look identical because they all describe the model instead of the job. Six changes that move signups.
Ninety days, one paid pilot, and a lot of things that did not work. An honest retrospective with the numbers included.
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