We turn research drafts into publication-ready documents in days, not weeks. Templates, citation systems, and figures built in parallel with your writing, so publication is ready when the writing is.
Your writing environment connected to a production pipeline. Google Docs, Word, Markdown, or LaTeX goes in; polished, reproducible publication files come out — structure, notation, and references intact.
Citation management for documents where the bibliography matters: style migration, deduplication, venue rules, and consistency across multi-author drafts. References that survive the revision process.
Reusable systems for organizations publishing repeatedly — report series, briefs, white papers. The pipeline is built during your drafting phase: when the manuscript is locked, the document closes in days, not weeks. The first document sets the pattern; every subsequent one ships faster.
Format migration without losing substance. Journal reformatting, proof edits, copyediting, and custom institutional styles — delivered to the target venue's specifications.
Figures recreated or refined to match your document's visual system — consistent, high-resolution, publication-ready. Charts, diagrams, TikZ figures, vector cleanup. Custom data visualization scoped and priced separately.
We use automation and AI-assisted tooling inside our production process to improve speed and consistency. Client content is not generated, rewritten, or changed without review. Every editorial change is explicit, reviewable, and scoped to what you approved.
You send your document in any format — Google Docs, Word, PDF, LaTeX. We assess scope, notation density, reference volume, and figure requirements within 24 hours.
Templates, citation systems, and style rules are built in parallel with your final revisions. The production pipeline is ready before the manuscript is locked.
Layout, figures, and citations are rendered to specification. Consistent heading hierarchy, aligned tables, resolved cross-references, cleaned notation throughout.
The formatted document lands in your inbox. 2–3 days to review and approve or flag specific items. One round of corrections, then the document is confirmed and ready to submit.
Final PDF, submission files, source files if applicable, and — for institutional clients — the reusable template for every document that follows.
Representative examples of typical production inputs and outputs. Samples from completed projects — reports, journal submissions, white papers — available on request.
Governing advanced AI systems has become a pressing challenge (EU AI Act, 2024 — https://eur-lex.europa.eu/legal-content/EN/TXT/?uri=OJ:L_202401689; see also Bengio et al. 2025). Voluntary summit commitments (see https://www.gov.uk/government/publications/frontier-ai-safety-commitments-ai-seoul-summit-2024/...) respond to near-term capability forecasts [Bengio et al. 2025, p.12].
Governing advanced AI systems has become a pressing challenge (European Parliament and Council 2024; Bengio et al. 2025). Voluntary summit commitments (UK Government 2024) respond to near-term capability forecasts (Bengio et al. 2025, 12).
Bengio, Yoshua, et al. 2025. International AI Safety Report 2025. London: UK Government.
European Parliament and Council. 2024. "Regulation (EU) 2024/1689 — Artificial Intelligence Act." Official Journal of the European Union L.
UK Government. 2024. "Frontier AI Safety Commitments, AI Seoul Summit 2024." May 21.
Table 2. Model evaluation results across standard benchmarks (5-shot prompting)
| System | MMLU | HumanEval | GSM8K |
|---|---|---|---|
| GPT-4o | 88.7 | 90.2 | 94.1 |
| Claude 3.5 Sonnet | 90.1 | 92.0 | 96.4 |
| Gemini 1.5 Pro | 85.3 | 84.1 | 91.7 |
| Llama 3 70B | 81.4 | 81.7 | 87.3 |
Note. Scores reported as percentage correct. HumanEval pass@1. Source: authors' evaluation, April 2024.
Selected institutional and research publication work. Details shared selectively.
Describe your project below — we'll review and respond within 24 hours with a confirmation or clarifying questions. Use the estimator if you'd like a cost range first.
Estimates reflect standard projects. Dense notation or non-standard figures are quoted individually. All timelines run from manuscript lock. Select Planned if production can begin during drafting — template, references, and figures built while you write, ready when the manuscript is.
Folioscript is directed by José León, an academic specialized in technical publishing. Over a decade of production work for leading research institutions and AI governance organizations — producing journal submissions, white papers, institutional reports, and publication systems for teams publishing at scale. Built on the conviction that rigorous ideas deserve equally rigorous production: where typography, references, notation, and visual structure give the work the authority it deserves.
One document finished carefully, or a repeatable workflow for an ongoing publication program — send the draft, target format, and timeline.
joseleon@folioscript.studio →