About DeepTrace

DeepTrace was created to address the fundamental limitations of contemporary AI research tools. We observed that traditional systems produce inconsistent results, refuse to inspect critical sources, and lack the determinism required for serious research. Our solution: a deterministic web research engine that prioritizes accuracy, depth, and reproducibility over speed and convenience.

Purpose

Mission & Vision

Mission

Build research systems that deliver accurate, deep, and controllable exploration of web content. We eliminate hallucinations, source refusal, and non-deterministic behavior from the research workflow.

Vision

Establish deterministic research as the standard for serious investigation. Create tools that researchers trust for their consistency, transparency, and ability to handle complex, multi-source exploration.

Leadership

Founding Team

Himanta Bhuyan

Himanta Bhuyan

Founder & CEO
Built DeepTrace as a deterministic alternative to black-box research tools. Responsible for the core architecture, engineering implementation, and technical direction. Focused on creating systems that prioritize control, transparency, and depth over superficial automation. Leads all development and maintains the project's technical integrity.
Gulashi Bhuyan

Co-Founder & CMO

Co-Founder & Strategic Support
Provides strategic support and long-term vision alignment for DeepTrace's development. Trusted partner in company direction, governance, and operational decisions. Ensures the project maintains its core principles while adapting to research community needs.
Principles

Core Values

Transparency over mystery

Every research step is documented and traceable. No black-box decisions, no unexplained filtering. Researchers understand how conclusions are reached.

Determinism over randomness

Identical inputs produce identical outputs. Research is reproducible across runs and environments, enabling verification and validation.

Depth over speed

Comprehensive inspection takes priority over quick results. We traverse question trees completely rather than taking shortcuts that compromise accuracy.

Explore DeepTrace

Understand how our deterministic research engine works or explore the open repository to see the implementation.

How DeepTrace Works View on GitHub