Platform
Not a search tool. Not a reference manager. Not a general-purpose assistant. A full research workflow platform from idea to manuscript.
Orbis Scientia is a research workflow platform that covers the complete lifecycle from initial idea through published manuscript. It orchestrates AI capabilities across 32 steps organized into 5 phases, maintaining human decision-making authority at every stage.
The platform distinguishes itself from general-purpose AI assistants by embedding methodological discipline into every workflow. It distinguishes itself from AI search tools by extending beyond literature discovery into theory development, hypothesis formulation, methods design, and manuscript writing.
Every citation originates from academic database searches, never from AI generation. Every action is timestamped and attributed. Every output passes through the Iterative Improvement Cycle before the researcher advances.
The goal is to amplify the researcher, not to replace the researcher. AI processes literature at scale and maintains consistency across complex documents. The researcher makes every substantive decision.
The Cycle
Every element of the framework follows a four-step cycle with continuous improvement at the center. Plan is where Socratic Dialogue lives. Create through Refine is where Continuous Iterative Improvement lives. The full cycle assumes Human-in-the-Loop at every transition.
The cycle does not end at Refine; it returns to Plan as the work matures.
Plan: Socratic Planning. AI challenges assumptions, researcher makes decisions
Create: AI-Assisted Creation. Generate, build, and draft with AI guidance
Critique: Evaluate & Challenge. AI critiques rigorously, identifies gaps and weaknesses
Refine: Enhance & Improve. Iterate with precision until academically rigorous
Architecture
The platform's architecture makes hallucinated citations impossible. Every reference traces to a verified academic database record.
Citations originate only from academic database searches. The architecture makes hallucinated citations impossible.
Phase III Outputs: 5 Literature Search Reports
Phase III produces five comprehensive research outputs that feed directly into the research architecture and manuscript development phases.
Report 1
Each article assessed against the project description and research questions.
Report 2
Articles sorted by relevance score with comprehensive evaluation.
Report 3
Ranked listing of highest-impact articles identified in the review by citation count.
Report 4
Distribution of articles by journal, publication year, and related bibliometric metrics.
Report 5
Export-ready files for citation management.
Comments made by the researcher in the system are saved to the reports.
The framework's non-linear principle: certain evaluations can run at any point in the research process.
Request a comprehensive AI critique at any point. Evaluates strengths, weaknesses, and provides actionable recommendations. Recent results appear on the Overview tab.
Assessment of theoretical contribution strength, originality, and significance to the field. Run before or after hypothesis development.
Comprehensive deep review across all project elements. Assesses alignment, rigor, feasibility, and methodological soundness. Typically run before manuscript writing.
Phase V
Every manuscript section follows a 5-step workflow: Socratic Planning, Detailed Outline, Draft, Critique, and Enhance. AI guides each step. The researcher reviews, revises, and approves all content before advancing. Critique and Enhance repeat until publication-ready.
Collaboration
One platform. Worldwide collaboration. Transformative research.
The most important research challenges require what no single researcher or institution can provide alone: worldwide teams, cross-disciplinary expertise, and a shared workspace where insight compounds across borders. The platform's collaborative environment exists for exactly that purpose. It brings together the minds capable of driving research that creates cascading positive impacts across all sectors of society.
Administrator
Owns the project. Manages all team members, governs access, and maintains the integrity of the collaborative workspace.
Author/Contributor
Active contributors to the research. Full read and write access across every phase from conceptualization through manuscript development.
Reader/Reviewer
External reviewers, advisors, or stakeholders. Complete visibility across the entire project with structured feedback capability.
Administrator: Full Project Control. Owns the project. Manages all team members, governs access, and maintains the integrity of the collaborative workspace.. Privileges include: Create, configure, and archive projects, Invite collaborators and assign roles, Revoke access at any time, Full audit log access, View all activity across all roles.
Author/Contributor: Write & Update. Active contributors to the research. Full read and write access across every phase from conceptualization through manuscript development.. Privileges include: Write and update content across all phases, Submit and revise drafts, AI-assisted editing and enhancement, Resolve and respond to comments, Access full version history.
Reader/Reviewer: Read & Comment. External reviewers, advisors, or stakeholders. Complete visibility across the entire project with structured feedback capability.. Privileges include: Read all phases and all content, View full project timeline and activity, Comments on any section, Threaded comments and discussion, Flag content for author attention.
Research teams spanning continents and disciplines work together in real time. Geography is no longer a barrier to building the collaboration a project demands.
Every team member stays current the moment something changes. No status meetings, no chasing updates. The project speaks for itself in real time.
Nothing is ever lost. Every edit across every phase is tracked and attributed, giving teams the confidence to iterate boldly knowing any prior state can be restored.
Every action is timestamped and attributed to a named contributor, building the trust and transparency that worldwide research collaboration requires.
Every action is timestamped and attributed to a named contributor.
Infrastructure
Orbis Scientia orchestrates 100+ AI models through OrbisFramework infrastructure. Per-stage model selection ensures the right engine for each task, from literature screening to manuscript critique.