Observable agent orchestration

Visualizeautonomous
AIemailworkflows

An end-to-end engine that ingests, classifies, and answers customer email — built on LangGraph, Groq, and Gemini, with vector retrieval, confidence gatekeeping, and real-time human-in-the-loop overrides.

Run a simulation Explore live graph

agent nodes

0.75

confidence gate

sandbox scenarios

STATE_ORCHESTRATOR

Inbox Loaded

1 message detected

AI Classifier

confidence · 96%

Chroma RAG Search

retrieving context…

Review Required

confidence · 0%

DiscardApprove

Engine capabilities

Designed for observability & reliability

Traditional AI pipelines run inside a black box. Agentia opens the hood — visual clarity at every transition.

LangGraph Orchestration

Explicit state management with stateful loops, rewrite thresholds, and pause-and-resume gates.

Context RAG Retrieval

Vector search over ChromaDB injects live company documentation straight into writer prompts.

Human Review Loop

Low-confidence drafts pause execution and cache graph state for operators to edit and dispatch.

Confidence Gates

Dual evaluation: the classifier scores intent, a proofreader scores response accuracy and tone.

Full Execution History

Every node emits a structured audit log so you can see exactly why an agent chose a path.

Interactive Simulation

A sandbox of pre-built customer emails — enquiry, refund, support, anger, spam — to test live.

Workflow stages

Anatomy of the automation chain

Watch the system ingest, categorize, validate, and dispatch — updating statefully and halting the moment human intervention is required.

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Engineering stack

Built on industry-standard AI frameworks

State-of-the-art tools across the agentic lifecycle — from vector databases to live flow rendering.

Backend Host

FastAPI

Low-latency Python API surface

Orchestration

LangGraph

Cyclic stateful agent graph

Vector Store

ChromaDB

Semantic retrieval engine

Embeddings

Gemini

gemini-embedding-001 vectors

Inference

Groq

Llama-3.3 at high throughput

Visualizer

React Flow

Live node + edge topology

Application

Next.js

App Router front end

VisualizeautonomousAIemailworkflows