Content: 00374.zip (32.14 KB)
Uploaded: 22.12.2025

Positive responses: 0
Negative responses: 0

Sold: 0
Refunds: 0

$7.42
This automation template enables building an AI agent capable of conducting multi-step research on complex topics based on a user´s text query. Powered by LangChain and Google Gemini, it performs web searches, analyzes information, identifies knowledge gaps, and delivers a final structured response with full source citations. Ideal for analysts, researchers, and AI developers.

## Who it´s for
- Analysts who need to quickly research complex topics
- AI developers building reasoning chains with fact-checking
- Researchers requiring accurate sources and citations in outputs
- Companies automating competitive intelligence gathering

## What the automation does
- Receives user query via chat message trigger
- Generates search queries using Google Gemini
- Performs web research via Gemini’s native google_search tool
- Aggregates and analyzes retrieved data
- Identifies knowledge gaps through iterative reflection and triggers follow-up searches
- Maintains state across steps using Redis
- Produces a final answer with properly cited sources

## What´s included
- Ready-to-use n8n workflow
- Trigger and handler logic based on LangChain
- Integrations with Google Gemini API, Google Search API, and Redis
- Basic text instructions for setup and adaptation

## Requirements for setup
- n8n instance (cloud or self-hosted)
- Google Gemini API key
- Access to Google Search API via Gemini Tools
- Configured Redis instance for state persistence
- HTTP API access for external system interactions

## Benefits and outcomes
- Automates manual data collection and analysis on complex topics
- Reduces research time from hours to minutes
- Increases output reliability through source citation
- Scales research capacity without hiring additional staff
- Supports iterative reasoning and self-evaluation
- Handles incomplete or conflicting data robustly
- Adaptable across diverse domains and use cases

## Important: template only
Important: you are purchasing a ready-made automation workflow template only. Rollout into your infrastructure, connecting specific accounts and services, 1:1 setup help, custom adjustments for non-standard stacks and any consulting support are provided as a separate paid service at an individual rate. To discuss custom work or 1:1 help, contact via Telegram: @gleb923.
AI research agent
comprehensive query research
iterative web search
source citation automation
Google Gemini API research
n8n LangChain workflow
state management with Redis
automated information gathering
multi-step research agent
fact-checking with citations
web search with reflection
chat-triggered research
deep topic analysis
research agent with sources
Gemini search integration
AI-powered data aggregation
structured answer generation
business intelligence automation
No feedback yet