Quabbit AI is a web-based session product for decisions that need more than a single generated reply. It runs specialist agents that cross-check one another, showing the debate before returning one clear response with an explicit confidence readout.
The system centers on a live logic stream and a structured session flow. Its materials describe a specialist agent, a challenger agent, and a judge agent that is invoked when a binding merge is needed for the seeker-facing answer. Sessions end with a consensus-style score, and citations are provided where applicable. The product also offers a step-through preview that simulates the seeker question, logic stream, specialist, challenger, judge, and session consensus. A security and safety theme appears throughout the page, including guardrails, consent flows, and clear simulation labeling for high-stakes categories. The site says it is built for medical, legal, finance, and technical domains, and it highlights uses such as clinical-style reasoning, legal simulations, markets and portfolios, and engineering judgment.
Quabbit AI is described for both seekers and creators. Seekers browse a marketplace, pick a specialist agent, and run a session. Creators can publish specialist bots with their own knowledge base and voice, set the per-session price in Gems, and bring their own LLM API keys while covering token usage. The page says creators keep 80% of the Gems spent on their agents after platform fees, with Stripe Connect payouts. It also notes that seekers always see the cost before they start.
The service is in early access beta, with a waitlist for both seekers and creators. It is free during beta and no credit card is required to join. The page characterizes it as a marketplace of specialist agents and sessions, rather than a single generic chatbot, and repeatedly emphasizes verification, transparency, and consensus-building as the basis for the product.
Quabbit AI is a Multi-agent & orchestration project. It focuses on getting reliable, cross-verified AI-generated answers with transparent reasoning and confidence scores. It is built as a consumer product for professionals seeking expert-verified AI advice. There is a free tier. It runs on the web.
Quabbit AI first shipped in 2026. Among its 5 catalogued features are expert agent debate, confidence scoring, and session consensus. Quabbit AI is currently in beta.
Summary written by a language model from the project’s public pages.
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