Student in technical or natural sciences — physics, chemistry, biology, engineering, materials science
Experimentalist of any field — who runs experiments and needs to format the results
Upload experimental data — get full processing: uncertainties, charts, approximations, and a formatted report to department requirements
Your lectures, textbooks, notes — all your course material becomes part of the theory section. See case "Learning without limits"
Upload raw data in any form — CSV, Excel, photo of a table from a notebook, even handwritten notes. Calculation of means, deviations, uncertainties (absolute, relative, systematic, random). Approximation: linear, polynomial, exponential — with coefficient of determination R². Least squares method, interpolation, extrapolation. Statistical tests: hypothesis testing, confidence intervals, outlier rejection.
Charts with experimental data points, approximation curves, and error bars. Multiple data series on one chart — comparison of experiments. Axis labels, units, legend — all to standard. Interactive charts (plotly) for detailed analysis or static (matplotlib) for the report.
GistiQ can visit the department website, read the lab report formatting requirements — and format the report to GOST or department template: title page, objective, theory, equipment, procedure, results, conclusions. Formulas typeset in LaTeX — uncertainty calculations, formula derivations, intermediate computations. Data tables, charts — all embedded in the report. The output is a ready draft in PDF that just needs review and refinement.
A physics student completed a lab on determining gravitational acceleration. Uploads an Excel file with 30 measurements of pendulum length and oscillation period + photo of the setup + department manual in PDF.
Result: final value g = 9.81 ± 0.03 m/s², finished report in PDF, LaTeX source, charts as separate files (PNG, SVG), processed data tables in Excel. Everything in the cloud in a lab folder. Just needs review and refinement.