Autonomous AI Research Agent

AI-Powered
Due Diligence
Research Agent

Enter a name, and our autonomous agent investigates across the web — extracting facts, mapping relationships, flagging risks, and generating a comprehensive report. All in real-time.

45+

Facts per investigation

26+

Entities discovered

Pipeline stages

AI models

LangGraph

Groq

Gemini

Tavily

FastAPI

Start Investigation

Enter a target to investigate, or try the demo.

Target Name

Context

Max Search Iterations5

Built for Serious Research

Everything you need for autonomous due diligence investigation.

Multi-Model AI

Groq Llama 3.3-70B for speed, Gemini 2.0 Flash for depth — with automatic fallback between providers.

Adaptive Search Loop

Iteratively refines queries based on gaps in coverage, uninvestigated entities, and low-confidence facts.

Structured Intelligence

Extracts facts as subject-predicate-object triples with confidence scores, source URLs, and categories.

Risk Assessment

Automated detection of regulatory, reputational, financial, legal red flags with severity ratings.

Graph Database

NetworkX + SQLite graph database with centrality analysis, community detection, and persistent storage.

Real-time Streaming

Watch the investigation unfold live via SSE — facts, entities, and risks appear as the agent discovers them.

How It Works

A 7-step autonomous pipeline powered by LangGraph. Steps 2-5 loop adaptively until coverage is sufficient.

STEP 01Groq Llama 3.3-70B

Query Planning

Analyzes the target and generates diverse search queries across biographical, professional, financial, legal, and regulatory categories.

STEP 02Tavily API

Web Search

Executes queries concurrently via Tavily API with advanced depth, returning top results per query with deduplication.

STEP 03Groq Llama 3.3-70B

Fact Extraction

Extracts structured subject-predicate-object triples with confidence scores, categories, and source URLs.

STEP 04Gemini 2.0 Flash

Risk Analysis

Cross-references all facts to identify red flags across regulatory, reputational, financial, legal, and inconsistency categories.

STEP 05Groq Llama 3.3-70B

Adaptive Refinement

Evaluates gaps, uninvestigated entities, and low-confidence facts. Loops back for deeper investigation or finalizes.

Loops back to Step 02 if more investigation is needed

STEP 06NetworkX + SQLite

Identity Graph

Builds an interactive network graph mapping all entities and relationships, stored in a graph database with analytics.

STEP 07Gemini 2.0 Flash

Report Generation

Synthesizes a comprehensive due diligence risk assessment report with all facts, entities, and risk analysis.

Tech Stack

LangGraph

Agent orchestration

Groq

Fast inference (Llama 3.3-70B)

Gemini

Deep analysis (2.0 Flash)

Tavily

Web search API