Notes, guides, and updates.
Field reports from teams shipping AI chat on real content — plus how-tos, deep dives, and the occasional opinion.
Citations vs hallucinations: why grounding matters
An unsourced answer is a guess wearing a tie. Here's how grounding closes the gap between confidence and correctness.
Why our widget lives inside a Shadow DOM
Embedding third-party UI on someone else's page is a CSS minefield. Shadow DOM is the only sane defuser.
Why we built FluentBot
Most chatbots hallucinate because they were never trained on your content. We took a different path.
Treat your content gaps as a roadmap
Every unanswered question is a backlog item your customers wrote for you. Stop ignoring them.
Train your bot in under 10 minutes
A walkthrough from empty workspace to a widget shipping real answers — without writing any code.
Human handoff, done right
When the bot taps out, the agent should walk in already caught up. Here's the handoff anatomy we landed on.
The case for cited answers
Confidence without provenance is a liability. Here is why every chatbot answer should link back to its source.
Streaming tokens without the flicker
Token-by-token rendering looks smooth on the demo. In production it jitters. Here's how we smoothed it out.