Deterministic Web Research Engine

DeepTrace systematically explores web content, builds structured question trees, and delivers verified research outputs—eliminating AI uncertainty and shallow browsing limitations.

The Problem

Why Traditional Research Tools Fail

Shallow Browsing

Most tools skim surface-level content without deep inspection, missing critical context and nuance essential for accurate research.

URL Refusal & Early Stopping

Traditional systems often refuse to visit certain URLs or stop prematurely, leaving gaps in research coverage and verification.

Non-Deterministic Output

AI-based tools produce inconsistent results across runs, making replication and verification of research findings impossible.

Our Solution

Structured, Deterministic Research

DeepTrace is a CLI-based research engine that approaches web exploration methodically. It generates structured question trees, inspects multiple web pages deterministically, stores verified data as clean JSON, and produces synthesized research outputs.

CLI-First Architecture

Built for power users who need precise control over research parameters and workflows.

Structured Question Generation

Automatically decomposes research topics into logical question trees for systematic exploration.

Deterministic Page Inspection

Visits and analyzes web pages consistently, ensuring reproducible research outcomes.

Clean Data Storage

All verified information is stored as structured JSON, ready for analysis or integration.

Who It's For

Built for Systematic Researchers

🎓

Students & Researchers

Academic professionals needing verifiable, reproducible web research for papers and studies.

🚀

Founders & Analysts

Business professionals requiring comprehensive market research and competitive analysis.

🔍

Independent Investigators

Individuals conducting deep-dive investigations who need systematic evidence collection.

Process

How DeepTrace Works

1

Research Topic Input

Users provide a research topic through the command-line interface, specifying scope and parameters.

2

Question Tree Generation

The engine decomposes the topic into structured questions, creating a logical exploration path.

3

Deterministic Page Inspection

Systematically visits relevant web pages, extracting and verifying information according to the question tree.

4

Structured Data Storage

All verified findings are stored as clean JSON with source attribution and confidence scoring.

5

Synthesized Output Generation

Produces comprehensive research reports combining all verified data into actionable insights.

Start Researching Systematically

Explore the documentation to understand DeepTrace's architecture or check the GitHub repository for implementation details.

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