FOR THE QUESTIONS THAT KEEP COMING BACK
Answer a question once.
Find it next time.
Turn a support backlog into small groups, exact handbook excerpts, and a clear queue of missing answers. Your text stays in this browser.
First run downloads a public model. No API key, account or paid inference. Suggestions always need review.
Use short, descriptive question titles for answer cards. Existing source content is quoted verbatim; the model does not verify it. Nothing is automatically sent or saved.
YOUR QUIETER QUEUE
What needs your attention?
Recorded Windows model run · synthetic demo data · not a live result yet
The useful boundary
Similarity is a retrieval signal, not a probability or proof. The tool never invents an answer or sends a reply. Review the source, check the context, and decide what to say.
The conservative demo leaves two dark-mode phrasings in separate groups. That is a visible missed repeat, not hidden behind an accuracy claim.