AI architectures, beautifully diagrammed
From model design to publication-ready architecture figure
Scidraw AI generates professional architecture diagrams — neural network structures, transformer models, system frameworks, cloud architecture visuals, and ML pipeline diagrams — designed for AI/ML papers and technical reports.
How to Generate an Architecture Diagram
From model description to polished figure in three steps
Describe Your Architecture
Enter your model structure, layer configuration, or system design. Specify components like encoders, decoders, attention heads, loss functions, or data flow connections.
Adjust Style and Detail Level
Choose between block-diagram, detailed layer-by-layer, or high-level overview styles. Customize colors, annotations, tensor dimensions, and connection types.
Export for Publication
Download high-resolution architecture diagrams in PNG, SVG, or PDF. All outputs meet the figure standards of NeurIPS, ICML, CVPR, ACL, and other top venues.
Prompt Examples for AI Architecture Diagrams
Use these prompts for conference-paper architecture figures, system overviews, and agentic workflow diagrams that need to be readable at first glance.
Create a transformer architecture diagram with token embeddings, multi-head self-attention, feed-forward blocks, layer normalization, residual connections, and output head.
Generate a retrieval-augmented generation system diagram showing document ingestion, chunking, embedding, vector database, reranker, LLM, and answer evaluation loop.
Draw a multimodal model architecture with image encoder, text encoder, cross-attention fusion, classification head, and training/inference branches for a NeurIPS-style figure.
Example outputs for professional research figures
Finished figure styles you can create for different scientific use cases
Multimodal Transformer architecture figure with image encoder, text encoder, cross-attention fusion, losses, and output heads.
RAG system architecture diagram with document ingestion, embeddings, vector database, retrieval, reranking, LLM generation, and citations.
U-Net medical image segmentation architecture with encoder, decoder, skip connections, attention gates, and mask output.
Neural Network Architecture Figures
Visualize CNN, RNN, Transformer, GAN, diffusion model, and custom neural network architectures with clear layer representations and data flow.
Scidraw AI understands deep learning terminology: convolutional layers, attention mechanisms, skip connections, residual blocks, normalization layers, pooling operations, and embedding layers. Generate figures that show tensor dimensions, activation functions, and module boundaries — matching the visual style expected at NeurIPS, ICML, and ICLR.
Create Network DiagramSystem Framework & Pipeline Diagrams
Illustrate end-to-end ML systems, cloud architecture visuals, multi-model pipelines, training-inference architectures, and agent workflow designs with structured block diagrams.
From RAG pipelines and multi-agent systems to cloud deployment overviews, distributed training frameworks, and MLOps workflows — Scidraw AI generates system-level visual figures for papers and technical reports. It exports polished visual diagrams, not Terraform, draw.io, or Visio source files.
Build System DiagramWho Uses AI Architecture Diagram Generator
ML/AI Researchers
Create model architecture figures for conference papers at NeurIPS, ICML, CVPR, ACL, and AAAI. Visualize novel architectures that reviewers can understand quickly.
PhD Students & Postdocs
Build thesis architecture diagrams, qualifying exam figures, and presentation visuals for deep learning and AI research projects.
ML Engineers & Tech Leads
Generate system design diagrams for technical documentation, design reviews, and engineering blog posts. Communicate complex ML infrastructure to stakeholders.
Frequently Asked Questions
What types of AI architecture diagrams can I create?
You can create neural network layer diagrams (CNN, RNN, Transformer, GAN), system framework overviews, ML pipeline visualizations, multi-agent architecture diagrams, training/inference flow figures, and ablation study comparison diagrams. Both detailed and high-level views are supported.
Can I show tensor dimensions and layer parameters?
Yes. Specify input/output dimensions, kernel sizes, channel counts, sequence lengths, and other parameters. Scidraw AI will annotate your architecture diagram with the exact specifications, matching the style commonly seen in top AI conference papers.
Does Scidraw AI understand Transformer and attention architectures?
Yes. Scidraw AI recognizes multi-head attention, self-attention, cross-attention, feed-forward networks, layer normalization, positional encoding, and other Transformer components. It can generate both the classic Vaswani-style Transformer figure and custom variations.
Are diagrams suitable for top AI conference submissions?
Absolutely. The output meets the figure requirements of NeurIPS, ICML, ICLR, CVPR, ACL, AAAI, and other top venues. High-resolution exports with clean vector graphics ensure your architecture figures look professional in both single and double-column formats.
Can I visualize a multi-model or agentic system?
Yes. Describe the components — LLM modules, retrieval systems, tool-use interfaces, memory stores, planner agents, cloud services, and deployment layers — and Scidraw AI will generate a system architecture figure showing data flow, API calls, and component interactions.
Can I generate an architecture diagram from my paper text?
Yes. Paste your model description or architecture section, and Scidraw AI will parse the components, connections, and data flow to generate a visual architecture diagram. You can then adjust layout, colors, and annotations. For structured engineering handoff, use the exported SVG/PDF rather than expecting draw.io, Visio, PlantUML, or Terraform output.
How do I draw a Transformer architecture diagram (Transformer 架构图) for my paper?
Describe the model in plain language: encoder/decoder stack count, multi-head attention dimensions, feed-forward width, residual connections, layer norms, positional encoding, and any custom modules. The AI generates a labeled architecture diagram with the standard block conventions used in NeurIPS, ICML, ACL, and CVPR submissions. Edit annotations as SVG in Illustrator or Inkscape afterward.
What is the best AI tool to draw a CNN or neural network structure diagram?
For neural network structure diagrams (神经网络结构图 / 卷积神经网络结构图 / CNN 结构图), the right tool needs to understand layer types (conv, pool, batch-norm, activation), tensor shapes, skip connections, and standard visual conventions. Scidraw AI's AI Architecture Diagram Generator covers CNN, ResNet, U-Net, Transformer, GAN, VAE, GNN, and custom hybrid architectures, with publication-ready SVG / PDF / 300 DPI PNG export.
Can I generate a system architecture diagram (系统架构图) for an LLM application?
Yes. List the system components — LLM endpoint, vector store, retriever, tool-use interface, memory layer, prompt templates, evaluation harness — and the AI assembles them into a system architecture diagram showing data flow, API calls, and dependency direction. Output style matches the architecture-diagram conventions used in technical blogs and academic systems papers.
Explore More Tools
Graphical Abstract Maker
Create stunning graphical abstracts for journal submissions
AI Scientific Illustration
Generate accurate scientific illustrations with AI
BioRender Alternative
A powerful and affordable alternative to BioRender
Scientific Figure Maker
Create publication-ready figures for research papers
Scientific Drawing Software
Draw scientific figures from text, sketches, or reference images
Scientific Diagram Maker
Create flowcharts, mechanism schematics, and pathway diagrams
Book Illustration Maker
Create medical, science, and educational book diagrams
Scientific Poster Maker
Create conference posters with AI-generated visuals
Chemistry Diagram Generator
Create chemistry figures, TOC graphics, and molecular visuals
Reaction Mechanism Figure Generator
Draft organic, catalytic, and electrochemistry mechanism figures
Biological Pathway Diagram Generator
Create signaling pathway and molecular cascade diagrams
Medical Illustration Generator
Create medical diagrams, anatomy figures, and teaching visuals
Vectorize Image
Convert PNG and JPG figures into editable SVG files
Figure Checker
Check DPI, format, and colorblind safety before submission
Figure Legend
Generate figure legends and LaTeX captions from uploaded figures.
Textbook Illustration Maker
Illustrations tailored for textbooks and learning materials
For Journal Submission
Publication-ready visuals for top journal submissions
For PhD Students
Affordable thesis, poster, and defense visuals
For Educators
Lecture slides, handouts, and classroom figures
Medical Infographic Maker
Create medical infographics and patient education visuals
Research Roadmap Maker
Create technical route diagrams for grant proposals
Workflow Diagram Generator
Generate experimental flowcharts and research methodology diagrams
Mechanism Figure Generator
Create signaling pathway and molecular mechanism illustrations
Schematic Diagram Generator
Generate experimental setup and conceptual schematic diagrams
Cell Illustration Generator
Create cell biology diagrams and organelle illustrations
Materials Science Figure Generator
Generate crystal structures and characterization schematics
Clinical Illustration Generator
Create anatomical diagrams and medical procedure figures
Create your architecture diagram now
Join thousands of AI researchers who use Scidraw AI to visualize neural network architectures, system frameworks, and ML pipelines.