Deep Research as a Managed Research Workflow

▤ Summary

This article explains a managed research workflow for Deep Research systems and compares it with other LLM-based approaches. It breaks the process into stages such as briefing, scouting, planning, tool use, validation, and final reporting. It also contrasts a reasoning-first design with instruct-first baselines and references systems like OpenAI Deep Research, Gemini Deep Research, Perplexity Deep Research, and open-source alternatives. The piece focuses on workflow structure, evaluation logic, and output quality rather than a company event or product announcement.

▦ Linked Companies

OpenAI

$25M to $50M