The building-block catalog
33 blocks across 7 tiers, researched against what real chatbot platforms and current papers actually ship in 2026 — not guessed. Status is marked honestly: what's live in this demo versus what's designed and coming next.
Foundation
The core pipeline every chatbot on this platform starts with.
- Model provider & routing (OpenRouter)
- RAG / knowledge retrieval (pgvector)
- Long-term memory (Mem0)
- Sentiment detection & empathy routing
- Tool / product recommender
- Ticketing & complaint tracking
- Rate limiting, CORS, analytics
Agentic & Reasoning
What separates a chatbot from an agent — the 2026 differentiator tier.
- Reasoning-mode toggle (extended thinking)
- Self-reflection / critique pass
- MCP tools (real Model Context Protocol server)
- Multi-agent handoff (router → specialists)
- Confidence-gated routing + semantic caching
- Hybrid retrieval + reranking (cross-encoder)
- Tool-call verification & fallback/retry
Trust & Safety
Defense-in-depth, not a hack-proof claim — see the research notes.
- Input/output guardrails, prompt-injection detection
- Real-time PII redaction (Presidio)
- Business-policy adherence guardrail
- AI-disclosure banner
- Human handoff / escalation queue
Proactive & Personalization
Reaching out before the user has to ask.
- Behavioral trigger engine (idle / scroll)
- Hyper-personalization via user-state modeling
- Multi-language auto-detection
Observability
Resolution rate, not deflection rate, is the metric that matters.
- LLM-as-judge auto-evaluation
- Resolution-rate analytics
- A/B testing of prompts / models
Channels
Where the chatbot actually shows up.
- Web widget
- WhatsApp (guide-only)
- Slack (guide-only)
- SMS (guide-only)
- Voice (guide-only)
Built-in Evaluation Report
A real, on-demand RAGAS scoring report for any build — no other builder ships this inline.
- Real 2-turn test conversations (FAQ question + a fixed follow-up)
- RAGAS scoring: faithfulness, answer relevancy, context precision
- Powered by RAGAS (Python microservice)
Configure it yourself in the Studio
Advanced Mode lets you toggle 21 wireable blocks per bot — RAG, memory, sentiment, agentic tool use, guardrails, and more — and see the effect live in the preview.
Open the Studio