Education

Term paper, thesis, research paper

Deep search across scientific databases, literature review, data analysis, charts and formatting to department requirements — from idea to finished PDF

Suitable for any level of academic work:

Term paper or thesis — source search, structure, formatting to standards
Master's or doctoral dissertation — literature review, article preparation
Any research paper — source search, data analysis, formatting to standards

+Your data for analysis (CSV, Excel)+Articles and sources you've already found (PDF)+Drafts, outlines, notes+Department style guide (PDF, Word) or a link to the department website+Presentations and materials from your advisor

You can upload any amount of your own materials — lectures, textbooks, notes. All accumulated material on the subject becomes part of the work. See the case "Learning without limits"

Source search

GistIQ conducts deep research, searching scientific databases: PubMed (37M+ medical articles), arXiv (preprints in CS, physics, mathematics, ML), OpenAlex (240M+ articles across all fields of science). Full-text access to open access articles. GistIQ visits journal websites, university libraries, eLibrary, Google Scholar — retrieving what can't be found through APIs. In addition to scientific databases, all your own materials are used: lectures, textbooks, seminar recordings. A quote from your professor's lecture or a textbook page is included in the work alongside scientific articles — with an exact source reference. The result is not just a list of links, but an extract from each source with quotes.

Literature review

GistIQ collects 30-50+ sources on the topic, groups them by direction, chronology, and methods. Builds comparison tables: who researched what, which methods were used, what results were obtained. Analyzes the body of literature and identifies gaps in research — points on which you can build your own work. Every fact is accompanied by a mandatory source reference.

Data analysis

Upload your data (CSV, Excel, JSON) — get a full analysis:

  • Statistics: correlations, regressions, outliers, distributions (pandas, scipy)
  • Charts of any complexity: matplotlib, plotly, seaborn — from scatter plots to interactive visualizations
  • Maps if data is geographic (folium, geopandas)
  • Diagrams and schematics: methodology flowcharts, system architecture (Graphviz, Mermaid)

Formatting to requirements

GistIQ can visit your department's website, read the formatting guide — fonts, margins, structure, bibliography requirements — and format the work in LaTeX to standards or to your specific university's requirements. Title page, table of contents, numbering, bibliography in the required format (APA, IEEE, Chicago, MLA). Formulas, tables, figure captions — all to standard. The output is a finished draft in PDF, ready to review and refine.

A master's student is writing a thesis on the impact of inflation on small businesses. They upload a CSV with 10 years of government statistics + 3 articles they found themselves + a link to the department's style guide.

GistIQ launches deep research — finds 40 more articles on the topic from OpenAlex and eLibrary. Builds a literature review with a comparison table. Analyzes the data — correlations, regressions, trends — with plotly charts. GistIQ reads the style guide from the department's website and formats everything in LaTeX to their requirements: Times New Roman 14pt, 1.5 line spacing, standard bibliography.

Result: a prepared draft in PDF, formatted to requirements. LaTeX source — editable and expandable. Charts and diagrams as separate files (PNG, SVG). Everything in the cloud in structured folders: /sources, /data, /charts, /text. All that's left is to review and refine.