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Guides, tutorials, and real-world workflows for composable document and image processing.

Document Extraction vs Azure AI Document Intelligence: Schema-First or Model-First?

Azure Document Intelligence requires pre-built models or training data. Iteration Layer extracts structured data from any document using a schema — no training needed.

7 min read Document Extraction

Remove Image Backgrounds with One API Call — No GPU, No Model Hosting

How to use the remove_background operation to strip backgrounds from images. Transparent output, solid colors, JPEG considerations, and pipeline patterns.

7 min read Image Transformation

Generate Images from Prompts Inside Claude and Cursor with MCP

Use MCP to generate branded images, social cards, and graphics directly from Claude Desktop or Cursor. No code required.

8 min read Image Generation

Document Extraction vs AWS Textract: One API Call vs Five

Textract splits document processing across five separate APIs, each billed independently. Iteration Layer does it in one call with typed fields and confidence scores.

7 min read Document Extraction

Add Watermarks to Images Programmatically — Protect Your Visual Assets

Overlay watermarks on images with opacity control. One API call, no image libraries to install.

6 min read Image Generation

Still Using Puppeteer to Generate Images? There's a Faster, Simpler Way

Puppeteer is slow, memory-hungry, and hard to deploy. Replace headless Chrome image generation with a layer-based API.

7 min read Image Generation

Parse Documents Inside Claude and Cursor with MCP — No Code Required

Use MCP to parse invoices, contracts, and receipts directly from Claude Desktop or Cursor. No code, no server, no pipeline.

8 min read Document Extraction

Never Crop a Face Again: Smart Thumbnails for User Profile Pictures

AI-powered face detection ensures profile pictures are always centered on the person. One API call, no face detection library.

6 min read Image Transformation

Dynamic Text That Always Fits: Auto-Scaling Fonts in Generated Images

Handle variable-length text in generated images. Build font size selection logic that keeps text readable at any length.

7 min read Image Generation

Regex and Templates Break. Here's What to Use Instead for Document Parsing

Regex breaks on layout changes. Templates break on new formats. Schema-based AI extraction handles both.

7 min read Document Extraction

Auto-Crop Product Images to Any Aspect Ratio — Without Losing the Product

Smart crop detects the product in supplier images and keeps it centered at any aspect ratio. No manual cropping.

6 min read Image Transformation

Bold, Italic, and Rich Text in Generated Images — No Font Switching Required

Render bold and italic text in generated images using markdown syntax. The API handles font variant switching automatically.

6 min read Image Generation
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