Iteration Layer
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Features

Ingest

Turn files, pages, and images into workflow-ready data.

Document Extraction Schema-based structured extraction with confidence scores. Document to Markdown Convert PDFs, images, and documents into clean Markdown. Website Extraction Extract structured data from public websites.

Generate

Create images, documents, and sheets from approved data.

Image Transformation Transform, clean up, and adapt images through an API. Image Generation Generate images from prompts and workflow context. Document Generation Create PDFs and documents from workflow data. Sheet Generation Generate spreadsheets and structured exports.

Build

Connect the APIs to developer and automation workflows.

SDKs Use official TypeScript, Python, and Go SDKs. n8n Wire Iteration Layer into visual automation flows. MCP Expose workflow tools to AI agents through MCP. Skills Install ready-made skills for agent tools.
Use Cases

Built For

Agencies

Ship repeatable client workflows with one EU-ready processing surface.

Automation Builders

Connect document, image, and generated-output steps in practical automations.

n8n Agencies

Build n8n workflows with fewer custom HTTP nodes and vendor handoffs.

AI Agents MCP Users Developers Operations Teams SaaS Companies AI Agencies

Recipes

All Recipes Browse implementation patterns for common workflows. Finance Recipes Invoices, approvals, spreadsheets, and reporting. Legal Recipes Contracts, review packets, and audit-heavy workflows. Extraction Recipes Structured extraction examples across document types.
Docs
Getting Started Create an account, generate an API key, and make your first request. Extract Invoice Data Start from the most common structured document extraction recipe. Preprocess Documents for LLMs Convert documents to clean Markdown before classification or routing. Convert Website to Markdown for RAG Extract clean title, summary, markdown sections, and source metadata from a public documentation page for RAG ingestion. Remove Product Backgrounds Use the product-photo recipe most storefront workflows need first. Smart Crop Product Image AI-powered subject-aware crop that centers on the product regardless of its position in the frame. Generate OG Image Generate a branded Open Graph image with a generative wave background, logo, and tagline. Generate PDF Invoice Generate a professional PDF invoice with company branding, line items, and totals. TypeScript SDK Install the official npm package for Node.js and TypeScript. Python SDK Install the official PyPI package for Python workflows. Go SDK Use the official Go client from GitHub. n8n Guide Connect the verified n8n node to production automation workflows. n8n Node Install the official Iteration Layer community node from npm. MCP Server Expose Iteration Layer tools to AI agents and coding assistants. Agent Skills Install ready-made skills for Claude Code and agent workflows.
Overview APIs Workflows SDKs Agent Tools Agent Frameworks Chat UIs API Reference Billing Trust & Compliance
Resources

Blog

EU AI Sovereignty Belongs in the Workflow Layer

Sovereign AI is not only a model question. EU agencies need controlled document workflows from intake to generated output.

Discover & Learn

Partner Program Build compliant client workflows with Iteration Layer. Changelog Follow product updates and new workflow capabilities. Security Review public security posture and controls. About Learn who is building Iteration Layer.

Benchmarks & Datasets

OCR Benchmark Review OCR evaluation results now. Dataset explorer support can slot in here next.
Pricing
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Image Transformation

Pick a workflow, make it yours, and ship it. Stop rebuilding the same document and image pipelines.

All Document Extraction Document to Markdown Website Extraction Image Transformation Image Generation Document Generation Sheet Generation Finance & Accounting Legal E-Commerce Marketing Logistics & Shipping SaaS Human Resources Real Estate

Image Transformation

Compress Image for Email

Resize, sharpen, and compress an image to fit email platform size limits in a single pipeline.

Compress Image to Target File Size

Compress an image to fit within a specific file size in bytes using quality-first compression.

Convert Image Format

Convert an image between PNG, JPEG, and WebP formats with quality control for web optimization.

Generate Thumbnail

Resize a source image to a thumbnail and convert to WebP.

Optimize Product Image for Amazon

Prepare a product photo to meet Amazon's main image requirements: pure white background, square format, 2000×2000px, JPEG.

Optimize Product Image for Etsy

Smart crop a product photo to Etsy's recommended 2000×2000px square format and export as JPEG.

Optimize Product Image for Shopify

Resize a product photo to Shopify's recommended 2048×2048px square format, sharpen, and convert to WebP for fast storefront load times.

Optimize Product Photo

Resize, enhance, and compress a product photo for an e-commerce listing with consistent quality.

Process Real Estate Photo

Enhance and standardize a property listing photo with auto-contrast, sharpening, and consistent sizing.

Remove Product Background

Remove the background from a product photo using AI-powered segmentation.

Resize Image for Print Publishing

Resize and convert manuscript images to KDP-compliant dimensions at 300 DPI for print-on-demand.

Resize Image for Social Media

Resize and crop a single image into platform-specific dimensions for social media.

Smart Crop Avatar and Remove Background

Smart crop to face, remove the background, and convert to WebP for a clean user avatar.

Smart Crop Group Photo

Use AI detection to smart-crop individual portraits from a group photo.

Smart Crop Product Image

AI-powered subject-aware crop that centers on the product regardless of its position in the frame.

Upscale Low-Resolution Image

Upscale a low-resolution image using AI super-resolution for print or high-DPI display.

Chain APIs into one workflow

Generate Product Promo Banner

Optimize a product photo and compose it into a promotional banner with sale text and pricing.

Resize, Watermark, and Convert Image

Resize an image, add a branded text watermark, and convert to WebP in a two-step pipeline.

Remove Background and Generate Product Card

Remove the background from a raw product photo, then compose it into a branded listing card with the product name and price.