Charts & graphs
The everyday results-section chart, computed from your dataset.
Bar chart, Line/trend chart, Scatter plot, Pie/donut chart, Histogram
Box plot, Heatmap, Correlation matrix, Regression / best-fit line
Data Visualization
Turn Your Research Data Into Publication‑Ready Charts
We've built Multilo to provide assistance at every stage of your research. Its data visualization feature helps you develop charts, scientific plots, and spectra from your real findings and drops them straight into your draft. No need for separate plotting apps or exporting each chart individually.
Watch how it works
What Multilo can plot
Every figure a research paper actually needs
Whether it is a standard results section bar chart or a fully annotated spectrum, Multilo covers every plot type that can come up across your thesis, dissertation, or manuscript. Organized and designed exactly for what you want.
Scientific & spectral plots
Turn your data into scientific plots that fits your journal requirements
FTIR spectrum, UV‑Vis spectrum,
Error-bar plot, Dose–response curve, Peak annotation
Systematic review & meta-analysis
Get the tools you need to present systematic review findings clearly
Forest plot,
PRISMA flow diagram
Research data analysis
Get the written explanation that goes with your charts, not just the visuals.
Descriptive statistics, trend summary, results paragraph
What actually comes out the other end
From spreadsheet to figure, without leaving your draft
A calm, repeatable workflow for every assignment—all inside one project on your device.
Import your data
- Attach an Excel or CSV file, or point Multilo at a dataset already in your research project by which you want to develop a chart/graph
Describe the chart
- Describe what type of chart you want to include or let the multilo choose the right style according to your data.
It lands in your draft
- The finished figure is placed directly into your .docx file, styled to match the rest of your document.
A complete data visualization workflow, built in
Built on a secure platform designed for organisations — create, manage, collaborate, and publish on-brand work in one place.
Multilo plots your results section from your Excel or CSV data.
It generates FTIR and spectrum plots with peaks labelled.
It builds Forest plots for your systematic review.
It builds heatmaps and correlation matrices from your survey or lab data
It matches every chart's style to your document automatically
It drafts the results paragraph and descriptive stats alongside every chart.
It builds box plots with significance brackets for group comparisons.
Every chart lands inside your actual .docx file, already styled.
Your search for the right writing tool ends here
How Multilo compares to generic AI chatbots and a manual writing-plus-citation setup.
| Feature | Multilo | Generic AI chatbots |
|---|---|---|
| Chart traced to real computed data | yes | - |
| Peak / functional-group annotation | yes | no |
| Finished chart lands in your .docx | yes | no |
| Style matches your document automatically | yes | no |
| Forest plot / PRISMA support for systematic reviews | yes | no |
| Runs locally — data never leaves your device | yes | no |
| Separate app and manual export needed | no | yes |
| Cloud upload required | no | yes |
Why Multilo
Every chart is backed by your data—not visual guesswork.
A chart is only helpful if the data behind it is real without any errors. Most AI tools, when they convert your data into such visuals, make small tweaks to the information, and you have to double-check everything. While Multilo runs your dataset through the same computation every time and then renders the figure from that result so the bars, points, and peakes always trace back to your actual data file and is completely accurate.
Computed, not guessed: values come from your dataset, not a model's impression of what a chart should look like.
Consistent scales keep charts accurate and prevent small differences from looking bigger than they really are
Private by default: Your dataset is processed locally and never used to train a model.
Use cases
Built for the moments a paper actually needs a figure
Turn your research into accurate, publication-ready figures and supporting data analysis that your paper actually needs, enhancing quality and credibility of your paper.
Results section
Turn a lab spreadsheet into the figure and content your results section needs.
Methods section
Add labeled FTIR or UV-Vis spectra with clear explanations of your findings.
Literature review
Visualize trends across the studies and data you’ve collected.
Thesis & dissertation
Keep every figure consistent in style across every chapter.
One-click refine
Rework any paragraph without breaking your citations
Highlight a sentence and let Multilo paraphrase, expand, or summarize it — your sources stay linked and your references stay in sync.
ParaphraseExpandSummarizeChange tone
Frequently asked questions
Everything you need to know about writing with Multilo.
Can Multilo create charts from my Excel or CSV research data?
Yes, you import an Excel, CSV or existing project dataset and describe what type of chart you want, and Multilo handles the rest. It computes it from the actual data you provide and places it in your draft directly, so you don't need to do a separate copy-paste or export.
Can I edit a chart's colors, labels, or axes after Multilo generates it?
Yes, you can edit the chart after Multilo creates it. Whether you want to relabel any axis, change the color, or need to change the chart type, Multilo supports every type of editing and adjusts the chart according to your requirements.
Is there a limit to how much data Multilo can visualize?
No, there is no limit to how much data you can process for visualization. It handles typical research datasets, including lab measurements, survey responses, extracted study data, and others, without any difficulty, but the larger datasets may take longer to process.
Do I need to know how to code to generate a chart?
No. Describe what you want in plain English, and let Multilo pick the chart type and build it. There is no need of manual configuration or to learn Python or any code language, multilo handles everything seamlessly without any hassle.
Is my research data kept private when Multilo generates a chart?
Multilo runs locally on your desktop. Your dataset stays on your machine and is never used to train a model or kept as a cloud copy.
Plot it and write about it in the same place
Download Multilo and turn your dataset into a chart, spectrum, or forest plot along with writing the full draft with every type of professional research assistance.