Everything you need to
generate help docs
AI-powered documentation generation that combines browser automation, vision analysis, and intelligent content creation to build comprehensive help resources automatically.
See your app like
users see it
Our vision AI analyzes screenshots using Qwen 2.5 VL 32B to extract structured facts about UI elements, workflows, and user interactions. No manual annotation required.
Element Detection
Automatically identifies buttons, forms, navigation, and key UI components
Workflow Understanding
Understands multi-step processes and user journeys across pages
Structured Output
Generates JSON-structured facts ready for documentation generation
Detected: Login form with email input, password field, and submit button
Crawl your entire
app automatically
Playwright-powered browser automation discovers and captures every page of your application. Handle authenticated routes, dynamic content, and complex user flows with ease.
Parallel Discovery
Crawl multiple pages simultaneously with memory-aware concurrency
Authentication Support
Securely store credentials and access protected routes
Full Page Capture
Screenshots, HTML, and accessibility trees for complete context
Turn facts into
beautiful documentation
Our AI transforms extracted facts into FAQs, articles, and tutorials with annotated screenshots. Generate comprehensive help docs in minutes, not weeks.
FAQs
Generate comprehensive FAQ sections covering common questions and workflows automatically discovered from your app.
Q: How do I reset my password?
A: Click "Forgot password" on the login screen...
Articles
Create detailed how-to articles with step-by-step instructions and annotated screenshots for complex features.
Getting Started Guide
Tutorials
Build interactive tutorials with visual guides, perfect for onboarding new users to your platform.
Step 1 of 5
Visual guides with
smart annotations
Our annotation pipeline detects UI element bounding boxes and generates overlay graphics using Sharp image processing. Highlight exactly what users need to see.
Bounding Box Detection
AI identifies precise coordinates for buttons, links, and interactive elements
SVG Overlays
Draws arrows, highlights, and labels directly on screenshots
Sharp Processing
High-performance image compositing for production-ready docs
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Smart facts reuse
saves you money
Our incremental crawl system intelligently reuses facts from previous runs when pages haven't changed. Only pay for vision API calls when content actually updates.
Content Fingerprinting
Hash-based detection identifies unchanged pages instantly
Template Deduplication
Recognize similar pages like product listings and reuse facts
Cost Optimization
Track reused vs extracted facts with detailed analytics