# ConceptViz - Full Documentation for LLMs

> Turn complex ideas into clear visuals. ConceptViz Agent creates scientific illustrations, flowcharts, and data charts from a plain-language description, then refines them with you through conversation.

## Overview

ConceptViz is an AI visual workspace for researchers, educators, and students. Users describe what they need in plain language. Agent shows a plan before anything is generated, draws each figure in the form that suits it, changes only what the user asks for, and keeps every version. It serves the full academic range, from thesis figures and graphical abstracts to classroom visuals for K-12 through university.

## Problem We Solve

Creating clear scientific and technical visuals is slow and skill-intensive:
- Stock images are generic, often inaccurate, and carry copyright restrictions
- Design tools take significant time and training
- Hiring an illustrator is expensive and slow for a single thesis figure or lecture slide
- General AI image tools return one picture, start over on every change, and cannot draw exact charts or editable diagrams

## How ConceptViz Compares

- **Plan first**: Agent proposes what it will draw, and the user reviews the plan before images are generated
- **The right form per figure**: an AI illustration for scientific scenes, an editable SVG diagram for flowcharts and schematics, and an exact chart drawn from the user's numbers for data
- **Targeted edits**: a change request ("mark Q4 in blue and label +60% vs Q3") produces a new version; earlier versions are kept
- **Editable output**: SVG and PPTX export for further editing in Figma, Illustrator, Inkscape, or PowerPoint
- **Breadth**: 257 purpose-built free generator pages, one per figure type
- **Accuracy**: built for scientific and technical figures, and charts follow the data exactly. Illustrations are AI-generated, so users should review them before use in class or publication

## Core Features

### Agent (`/agent`)
- Conversational workspace: describe a figure, review Agent's plan, then refine through conversation
- Three drawing methods chosen per figure: illustration, editable SVG diagram, exact data chart
- Every version is kept, so earlier versions stay available
- Start from a prompt or a reference image
- Pro and Max: upload documents (notes, papers) for Agent to read, and plan a set of up to 6 related figures from one brief, reviewing the full plan first
- Export: PNG; SVG (2 image credits); PPTX on Pro and Max (4 image credits)

### Studio (`/studio`)
- Make and edit individual images yourself, with the same image quality
- Reference image attachments, reusable styles and rules referenced inline with "@", and voice input
- Generation history with per-image download and editing

### Free Online Generators (`/tools`, 257 pages)
- One page per figure type, free to try
- Research: conceptual framework generator, PRISMA flow diagram generator, graphical abstract maker, medical illustration generator, phylogenetic tree maker
- Science: free body diagram generator, chemistry structure generator, Bohr model maker, animal and plant cell diagrams
- Teaching: sentence diagram generator, syntactic tree generator, coordinate plane generator
- Deterministic teaching tools (exact SVG rendering, never use credits): number lines, fraction strips, ten frames, base-ten blocks, tally charts, and other math aids

### API
- Programmatic image generation over REST with API keys; see `/ai-diagram-generation-api` and `/docs/api`
- API models: CV-1, CV-2 Standard, CV-2 Max, CV-3 Fast, CV-3 Fine (CV-2 Standard is the default)
- Max subscribers can use their plan's image credits through the API; Yearly and Lifetime members and existing API customers keep API access

### Subject Coverage
- **Biology and medicine**: cells, anatomy, physiology, genetics, immunology, molecular pathways, clinical illustration
- **Chemistry and physics**: atomic structure, bonding, reactions, forces, circuits, optics, experimental setups
- **Research and writing**: conceptual frameworks, PRISMA diagrams, graphical abstracts, statistical plots
- **Engineering and earth science**: flowcharts, process diagrams, wiring diagrams, geology, weather, astronomy
- **Teaching and learning**: grammar diagrams, math manipulatives, classroom visuals

## Pricing

### Free
- 2 image credits (about two single-image generations) plus a short Agent trial, valid for 7 days, no card required
- Figures made with Agent during the trial have no watermark
- Deterministic teaching tools never use credits

### Subscriptions (monthly, quarterly, or yearly)
- **Standard**: $29.90/month, $75/quarter, or $249.90/year — 45 image credits per month, base Agent allowance; create and refine individual figures, SVG export
- **Pro**: $99.90/month, $255/quarter, or $829.90/year — 130 image credits per month, 5× Standard Agent allowance; document reading, sets of up to 6 related figures, PPTX export, priority handling when busy
- **Max**: $179.90/month, $459/quarter, or $1,499.90/year — 220 image credits per month, 10× Standard Agent allowance; everything in Pro, Bulk generate in Studio, highest task priority, API access with the plan's image credits
- Paid plans include commercial use of generated figures

### Add-ons
- **Agent allowance packs** (for active subscribers): Small 1× $12.90, Medium 5× $59.90, Large 10× $109.90. They add allowance without unlocking higher-plan features and do not include image credits
- **Studio image packs**: Starter $9.90 / 15 credits, Standard $19.90 / 45 credits, Pro $49.90 / 130 credits. They do not include Agent conversations, document planning, SVG or PPTX export, or batch generation

### Existing Customers
- Existing subscriptions, Lifetime purchases, and API customers keep the benefits of their original plans, including Studio Bulk generate for those who already qualify

## Key Pages & Routes

### Public Pages
- `/` — Homepage
- `/pricing` — Plans, Agent allowance packs, Studio image packs
- `/tools` — Directory of 257 free generators (e.g. `/tools/conceptual-framework-generator`, `/tools/free-body-diagram-generator`)
- `/ai-diagram-generation-api` — API overview
- `/blog` — Guides and reference material (scientific color palettes, journal figure requirements, tool comparisons)
- `/docs` — Documentation; `/docs/api` — API reference

### Authenticated Pages
- `/agent` — Agent workspace
- `/studio` — Studio workspace

## Security & Payments

- Authentication via email or Google OAuth
- Stripe for PCI-compliant payments; card details are stored by Stripe, never by ConceptViz
- HTTPS everywhere; rate limiting on API endpoints

## Use Cases

### For Researchers & Graduate Students
- Graphical abstracts meeting journal submission requirements
- Thesis and dissertation figures, turned into a consistent set from a paper or notes
- Conference posters and presentation slides (PPTX export)
- Grant proposal illustrations
- Medical and life-science illustrations

### For Educators
- Lecture slides and classroom presentations
- Printed worksheets and handouts (free deterministic math tools)
- Flowcharts and diagrams that stay editable as SVG

## Contact & Support

- Website: https://conceptviz.app
- Support Email: contact@conceptviz.app
- Documentation: https://conceptviz.app/docs