🧠Technology

The Intelligence Behind Every LegenticAI Agent

At LegenticAI, we don’t just build agents — we engineer intelligent systems that understand context, interact with your tools, and evolve with your business. Here's what powers them.

🧱Core Frameworks

LangChain

LangChain is the backbone of our agents. It allows us to chain reasoning steps, connect to external tools, and structure how agents think, decide, and act.

Think: Not just one answer — but a plan of action.

Retrieval-Augmented Generation (RAG)

We use RAG to make agents smarter and grounded in real data. Instead of relying solely on static training, our agents fetch and reference real-time, task-relevant knowledge from your documents, sites, or APIs.

Think: Agents that don’t hallucinate — they cite.

Large Language Models (LLMs)

We integrate top-tier LLMs (e.g., GPT, Claude, Mistral) to enable natural language understanding, summarization, and structured responses — in both conversations and backend logic.

Think: Interfaces you can talk to, and they get it.

🔌Agent Capabilities

Web Automation

Agents can simulate real user behavior: navigate pages, fill out forms, click buttons, extract data, and loop through pages. Powered by headless browsers + AI decision logic.

Semantic Search

Using vector databases (e.g. FAISS, Weaviate, Qdrant), agents can search based on meaning, not just keywords — making document retrieval accurate and fast.

Multi-Step Reasoning

Our agents don’t stop at one step. With LangChain’s agents & tools system, they execute a full chain of logic: gather → decide → act → verify → respond.

Memory & Feedback Loops

With persistent memory and feedback integration, agents learn from interactions, stay context-aware, and improve over time.

🔐Architecture & Security

Modular Design

Each agent is component-based — easy to extend, debug, and monitor.

Secure API Layer

Built with FastAPI + token-based auth for safe, high-speed execution.

Privacy First

We never store your data unless explicitly needed — and always encrypted.

On-Prem Option

For sensitive use cases, we support deployment on your infrastructure.

🧪Dev Stack Highlights

Frontend

React
Next.js
Tailwind CSS

Backend

FastAPI
LangChain
Python

Data

FAISS / Qdrant
JSON
Webhooks

LLMs

OpenAI
Anthropic
Mistral
Ollama

Infra

Vercel
Cloudflare
Docker

🔧Integration Ready

Our agents connect with:

REST & GraphQL APIs
Web platforms
Slack, Notion, Airtable, & more
Internal tools

🚀Want to See How It Works?

Let us walk you through how an agent is built, from prompt → action → result.

Book a Demo →