Ai Moderated Probing

via “ai-moderated probing”

AI-Moderated Interviews & Surveys via MCP (feedbk.ai) Create smarter surveys and conduct AI-moderated interviews with dynamic follow-up probing — all directly from your AI assistant. Feedbk MCP lets you design, launch, and share interviews using natural language. No survey builders, no manual logi

Unique: Utilizes contextual understanding algorithms to dynamically generate follow-up questions, providing a more engaging interview experience compared to static question sets.

vs others: More responsive than traditional survey tools that rely on pre-defined question paths.

via “probe-based vulnerability test generation and execution”

LLM vulnerability scanner

Unique: Implements a two-stage probe architecture (generate + detect) that separates test prompt creation from response evaluation, allowing probes to be reused across different detection strategies and enabling custom detection logic without modifying prompt generation. This is more flexible than monolithic test frameworks that couple prompt and evaluation logic.

vs others: Garak's probe taxonomy provides broader coverage of LLM vulnerabilities (jailbreaks, prompt injection, hallucination, bias) compared to narrower tools like Rebuff (jailbreak-focused) or Promptfoo (prompt optimization-focused).

via “moderated-session-analysis”