Querri Library launches question-first business memory

Querri’s strongest idea is treating business context as durable infrastructure instead of stuffing more context into a chatbot prompt.

• –Questions-first organization gives non-SQL users a stable entry point without hiding views, KPIs, or source data from analysts.
• –The Librarian reuses governed definitions before falling back to raw SQL, shows its work, and declines questions when the data is missing.
• –Shared facts and permissions make answers more consistent across chat, dashboards, Claude, ChatGPT, APIs, and CLI.
• –Querri claims its benchmark flagged alternate interpretations in 73% of responses versus 12% for a leading general-purpose agent, though that result needs independent validation.
• –The main risk is semantic maintenance: business definitions still require human correction, and self-healing views remain on the roadmap.