Reviewed research evidence and writing workspace

Reduce tool switching and reference errors while keeping the researcher's judgment in control. For researchers, research groups and academic writers producing papers, reports and presentations, convert permitted literature sources, uploaded drafts, research data and reviewer comments into researcher-approved manuscripts, figures and reference lists linked to their sources. The benefit is a testable hypothesis, measured through accepted manuscript sections per research hour and reference corrections after submission; do not assume that AI output alone produces business value.

Confirm the buyer's problem and scope, collect permitted literature sources, uploaded drafts, research data and reviewer comments, then follow this sequence: 1. Search permitted academic sources for relevant papers. 2. Summarize selected papers with source links. 3. Extract themes and search scopes from uploaded drafts. 4. Let users choose specific sources, papers or documents for analysis. 5. Show an editable outline before analysis starts. 6. Set research depth and speed before a run. 7. Support iterative report building step by step. 8. Run statistical or code-based analysis on supplied research data. 9. Create figures and tables from analyzed data. 10. Draft and edit academic text with tracked suggestions. 11. Insert and format citations and verify metadata. 12. Check that references are accurate and complete. 13. Detect and fix LaTeX errors and format equations. 14. Generate presentation slides from paper content. 15. Revise papers against reviewer comments. 16. Support real-time multi-user editing and sharing. Resolve uncertain cases with qualified reviewers, approve researcher-approved manuscripts, figures and reference lists linked to their sources, and measure accepted manuscript sections per research hour and reference corrections after submission against a documented baseline.

How the AI works

Use AI to interpret permitted inputs, suggest structured mappings and generate candidate outputs for the stated task modules. Use deterministic code for arithmetic, schema validation, hard constraints and reproducible tests. Review source-linked explanations and uncertainty before accepting results. Final statistical interpretation, authorship decisions and submission remain with the researcher. A model suggestion is never a verified fact, professional decision or authorization to act.

Safeguards

Preserve author voice, source attribution, quotation accuracy and usage permissions. Researchers approve substantive changes and submission scope. One research domain and one manuscript format; final statistical interpretation, authorship decisions and submission remain with the researcher. Keep all consequential actions under authorized human control and do not fabricate missing inputs, permissions, professional judgments or market evidence.

What to build first

Pilot scope: One research domain and one manuscript format; final statistical interpretation, authorship decisions and submission remain with the researcher. Implement one approved input format, a bounded representative case set and the first three task modules: search permitted academic sources for relevant papers; summarize selected papers with source links; extract themes and search scopes from uploaded drafts. Support the remaining modules with operator review. Include source references, corrections, basic organization access, approval states, export and value measurement. Use managed operator assistance for unresolved exceptions. The cost estimate covers this narrow prototype, not unrestricted multi-tenant scale, complex production integrations, specialist certification or physical operations.

What it can connect to

Researcher-owned drafts, authorized data sets and permitted literature sources. Reference managers, cloud storage, LaTeX editors and publishing destinations. Start with file exchange and validate destination specifications before promising direct submission. Start with authorized file exchange. Validate current provider access, usage rights and schema behavior before promising a connector.

The screens in detail

Primary screens: Research brief and source selection, Editable evidence workspace, Reviewed deliverable and export. Use a thumbnail gallery for projects, a large central editing canvas, and a right-hand panel for sources, data, constraints and comments. Let users compare outline, draft and revised versions side by side. Display draft, changes requested and approved states. Provide a shared review link with comments anchored to the relevant passage, figure or reference. Make the task-specific outcome researcher-approved manuscripts, figures and reference lists linked to their sources visible beside its evidence, review state and value baseline.