Ripple — News × Ownership
English · KFTC 2026 · illustrative impact

Chatbot → Agent → Agentic

One question, answered three ways. See what each tier adds — from a flat RAG snippet to a four-agent chain that queries the real Neptune graph and shows its reasoning.

Question
Stage 1

Chatbot · RAG

Retrieval answer

Finds the closest passage in a document corpus and returns a flat snippet — no graph traversal, no source tracing.

Stage 2

Agent · Tool-use

Graph-grounded answer

Calls Neptune with a real openCypher query — answer is grounded in the live ownership graph, not just static docs.

Stage 3

Agentic · multi-agent

Full orchestrated answer

Four specialised agents hand off — Planner → Graph → Analyst → Editor — with full provenance and highlighted graph nodes.

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