Question 1

What is PLOTIVY and how does it work?

Accepted Answer

PLOTIVY is an AI-powered scientific data visualization platform that transforms raw data into publication-ready figures in seconds. Simply upload your CSV, Excel, or other data files, describe the visualization you need in plain English, and our AI generates professional plots with journal-compliant styling using matplotlib and plotly libraries.

Question 2

Is PLOTIVY free to use for researchers?

Accepted Answer

Detailed answer available on PLOTIVY FAQ page.

Question 3

Do I need coding or Python knowledge to use PLOTIVY?

Accepted Answer

Absolutely not! PLOTIVY is designed for researchers without programming experience. You describe your analysis goals in plain English, and the AI generates all necessary code automatically. Advanced users who know Python can review and customize the generated code for fine-grained control, but it's entirely optional.

Question 4

What file formats does PLOTIVY support for data upload?

Accepted Answer

PLOTIVY supports common research data formats including CSV, Excel (.xlsx, .xls), TSV, and JSON files. Files up to 50MB are supported, with optimal performance for datasets under 100,000 rows. The platform automatically detects column types and data structures.

Question 5

Which web browsers work best with PLOTIVY?

Accepted Answer

PLOTIVY works on all modern browsers including Chrome, Firefox, Safari, and Microsoft Edge. We recommend using the latest version of Chrome or Firefox for the best performance, especially when working with large datasets or complex interactive visualizations.

Question 6

What types of scientific plots and charts can PLOTIVY create?

Accepted Answer

PLOTIVY supports virtually any plot type used in scientific research including scatter plots, line graphs, bar charts, histograms, box plots, violin plots, heatmaps, contour plots, 3D surfaces, pair plots, correlation matrices, radar charts, dendrograms, survival curves, and many more. Simply describe your visualization needs in natural language.

Question 7

Can PLOTIVY create publication-ready figures for scientific journals?

Accepted Answer

Yes! PLOTIVY includes built-in journal style templates for Nature, Science, Cell, ACS journals, IEEE publications, and many others. Mention the target journal in your prompt (e.g., 'format this for Nature submission') or use the journal style selector to automatically apply the correct dimensions, fonts, DPI, and formatting requirements.

Question 8

How do I create animated or interactive visualizations?

Accepted Answer

Request animated plots directly in your prompt (e.g., 'create an animated scatter plot showing data evolution over time'). PLOTIVY generates animations that can be exported as GIF or MP4. For interactive plots, we use Plotly which allows zooming, panning, hovering for data values, and toggling data series visibility.

Question 9

Can I customize colors, fonts, and styling in my plots?

Accepted Answer

Absolutely! Use follow-up prompts to refine any aspect: 'change the color scheme to viridis', 'use Arial font size 12', 'make the lines thicker', 'add error bars', or 'rotate x-axis labels'. The customization panel also provides visual controls for common adjustments without requiring additional prompts.

Question 10

Does PLOTIVY support multi-panel figures and subplots?

Accepted Answer

Yes! You can create complex multi-panel figures by requesting layouts like 'create a 2x2 grid of subplots' or 'show three plots side by side'. PLOTIVY handles the subplot arrangement and ensures consistent styling across all panels for professional-looking composite figures.

Question 11

What statistical analyses can PLOTIVY perform on my data?

Accepted Answer

PLOTIVY can perform correlation analysis, regression (linear, polynomial, non-linear), t-tests, ANOVA, chi-square tests, normality tests, PCA, clustering, time series decomposition, and more. Describe your analysis goal (e.g., 'test if these groups are significantly different') and the AI will apply appropriate statistical methods.

Question 12

How does PLOTIVY handle missing data or outliers?

Accepted Answer

The AI automatically detects missing values and outliers. You can request specific handling: 'remove rows with missing data', 'fill missing values with mean', or 'identify and highlight outliers'. The platform provides data preview and summary statistics to help you understand your dataset before analysis.

Question 13

Can I perform data transformations and feature engineering?

Accepted Answer

Yes! Request transformations in natural language: 'log-transform this column', 'normalize the data', 'create a new column by dividing A by B', or 'calculate rolling averages'. PLOTIVY handles data cleaning, normalization, aggregation, and custom calculations based on your instructions.

Question 14

Does PLOTIVY support time series analysis and forecasting?

Accepted Answer

Yes! PLOTIVY can analyze time series data, detect trends and seasonality, create autocorrelation plots, and generate forecasts using methods like ARIMA, exponential smoothing, and moving averages. Just upload your temporal data and describe your analysis goals.

Question 15

Is my research data secure and private on PLOTIVY?

Accepted Answer

Data security is our priority. Uploaded files are processed in memory during your session and automatically deleted after processing unless you explicitly save to your workspace. We use enterprise-grade encryption for data transmission and storage. Session data is stored locally in your browser for privacy.

Question 16

Can I use PLOTIVY with confidential or sensitive research data?

Accepted Answer

While PLOTIVY uses secure infrastructure, AI prompts and data context are sent to cloud AI providers (OpenRouter, OpenAI, Anthropic) for code generation. Do not upload datasets containing personally identifiable information (PII), patient data, trade secrets, or classified information without your institution's approval and appropriate data use agreements.

Question 17

What are the file size and dataset limitations?

Accepted Answer

PLOTIVY supports files up to 50MB in size. For optimal performance and fast visualization generation, we recommend keeping datasets under 100,000 rows. Larger datasets may experience slower processing times or require data aggregation for effective visualization.

Question 18

Does PLOTIVY comply with GDPR and data protection regulations?

Accepted Answer

Yes. PLOTIVY follows GDPR principles including data minimization, user consent, and the right to deletion. We do not sell user data to third parties. Users can request data deletion from their workspace at any time. See our privacy policy for complete details.

Question 19

How do I create a PLOTIVY account?

Accepted Answer

Click the profile icon in the header and sign in using Google authentication or email/password. Account creation is free and takes less than 30 seconds. Once logged in, you can save analyses, access them from any device, and build your personal visualization library.

Question 20

How do I save my work and access it later?

Accepted Answer

After generating a visualization, click 'Save to Workspace' to store your complete analysis including the dataset, prompts, generated code, and final figure. All saved work syncs to your account and can be accessed from any device by logging in.

Question 21

Can I collaborate with my research team using PLOTIVY?

Accepted Answer

Currently, workspaces are individual user accounts. You can download and share generated plots, code, and data with collaborators. Team collaboration features with shared workspaces and real-time co-editing are on our roadmap for future releases.

Question 22

What happens to my data if I delete my account?

Accepted Answer

When you delete your PLOTIVY account, all associated data including saved analyses, uploaded datasets, and workspace content are permanently removed from our servers within 30 days. This action cannot be undone, so please export any data you wish to keep before account deletion.

Question 23

The AI generated an error in my code - how do I fix it?

Accepted Answer

Detailed answer available on PLOTIVY FAQ page.

Question 24

My visualization doesn't look right or is different than expected

Accepted Answer

Detailed answer available on PLOTIVY FAQ page.

Question 25

The page crashed, froze, or became unresponsive

Accepted Answer

Detailed answer available on PLOTIVY FAQ page.

Question 26

My exported plot has low resolution or looks blurry

Accepted Answer

For high-resolution exports suitable for publication, use the export settings to select PNG or SVG format with 300+ DPI. SVG format provides vector graphics that scale infinitely without quality loss. Specify dimensions in your prompt (e.g., 'create a 6x4 inch figure at 300 DPI for publication').

Question 27

The AI is not understanding my prompt correctly

Accepted Answer

Make your prompts more explicit and specific. Instead of 'plot the data', try 'create a scatter plot with temperature on x-axis and pressure on y-axis, colored by catalyst type'. Include details about axes, colors, groupings, statistical tests, and styling. The more context you provide, the better the AI can understand your needs.

Question 28

What is the Design of Experiments (DOE) module?

Accepted Answer

The DOE module helps researchers design efficient experiments by generating factorial designs, response surface methodology layouts, Latin hypercube sampling, and optimal experimental plans. Input your factors, levels, and constraints, and PLOTIVY generates the experimental matrix and provides analysis tools for the results.

Question 29

Can PLOTIVY analyze images and microscopy data?

Accepted Answer

Yes! The image analysis toolkit can process microscopy images, perform cell counting, measure features, detect edges, apply filters, segment regions of interest, and quantify fluorescence intensity. Upload image files and describe your analysis goals in the image analysis module.

Question 30

Does PLOTIVY have a LaTeX equation editor for scientific formulas?

Accepted Answer

Yes! The LaTeX assistant helps you create properly formatted mathematical equations and chemical formulas for use in your figures or publications. The tool provides instant preview and can generate equation images for insertion into plots or documents.

Question 31

Can I export plots in vector format for publications?

Accepted Answer

Absolutely! PLOTIVY supports multiple export formats including PNG (raster), SVG (vector), PDF (vector), and EPS (vector). Vector formats are recommended for publications as they maintain quality at any scale and meet journal submission requirements.

Question 32

What AI models does PLOTIVY use for code generation?

Accepted Answer

PLOTIVY uses state-of-the-art language models including GPT-4o, GPT-4o mini, Claude 3.5 Sonnet, Claude 3.7 Haiku, and other models via OpenRouter. Free users get access to fast, capable models like GPT-4o mini with 50 requests per month, which is sufficient for most research visualization needs.

Question 33

What are some tips for writing effective prompts?

Accepted Answer

Detailed answer available on PLOTIVY FAQ page.

Question 34

How should I prepare my data for best results?

Accepted Answer

Detailed answer available on PLOTIVY FAQ page.

Question 35

What are the usage limits for free accounts?

Accepted Answer

Free accounts include 50 AI code generation requests per month, unlimited plot rendering once code is generated, access to all plot types and libraries (matplotlib, plotly, seaborn), the complete Research Toolkit (DOE, image analysis, LaTeX), and ability to save unlimited analyses to your workspace.

Question 36

Will PLOTIVY always be free?

Accepted Answer

PLOTIVY is currently free during active development as we gather feedback and improve the platform. The free tier with generous limits will always remain available for students and researchers. Future premium tiers may offer additional features like priority processing, advanced AI models, API access, and team collaboration tools.

Question 37

How can I support PLOTIVY development?

Accepted Answer

PLOTIVY development is currently funded personally by the creator, covering infrastructure, AI API costs, and hosting. If the platform saves you time or enhances your research, consider supporting via Buy Me a Coffee (linked on the pricing page). Your support helps keep PLOTIVY free and accessible to the research community.

Question 38

How do I report a bug or technical issue?

Accepted Answer

Use the feedback button in the bottom-left corner of the analyze page. Include session metadata (checkbox option) for faster diagnosis and resolution. For critical issues, you can also email us directly at plotivy.info@gmail.com with screenshots and error details.

Question 39

How can I request new features or suggest improvements?

Accepted Answer

We actively welcome feature requests! Use the feedback button to submit suggestions, or email plotivy.info@gmail.com with detailed descriptions of features you'd like to see. Feature requests from active users heavily influence our development roadmap.

Question 40

What is the typical response time for support inquiries?

Accepted Answer

We aim to respond to all support emails and feedback submissions within 24 hours during business days. Critical bugs and issues affecting multiple users are prioritized. For urgent research deadlines, mention that in your message for expedited assistance.

Question 41

Is there a user community or forum for PLOTIVY?

Accepted Answer

We're building our user community! Join discussions, share visualizations, get tips from other researchers, and stay updated on new features by following us on social media or joining our mailing list. Community features and a user forum are planned for future releases.

Question 42

Can I cite PLOTIVY in my research publications?

Accepted Answer

Yes! If PLOTIVY helped create figures for your publication, please cite it in your acknowledgments or methods section. A formal citation format and DOI will be provided in the future. For now, you can cite the website: PLOTIVY (2025), AI-powered scientific visualization platform, https://plotivy.app

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