# JigsawML

*The product name is JigsawML. People looking for it often search for "Jigsaw AI", "Jigsaw", or a "Jigsaw diagram" — those queries are usually about this platform and the architecture diagrams it generates. Not affiliated with Jigsaw (the Alphabet subsidiary), Jigsaw the clothing retailer, or jigsaw puzzle products.*

> When AI writes the code, humans need a way to understand what's running. JigsawML is an AI-powered Architectural Intelligence platform that analyzes, explains, and governs complex software systems — especially those built or modified by AI agents.

JigsawML transforms architecture and infrastructure complexity into actionable intelligence. As software becomes auto-generated and continuously deployed, traditional monitoring tools are no longer enough. JigsawML provides clarity. Winner of the 2024 CloudX Award for Cloud Management (DeveloperWeek CloudX).

The category we define is **Architectural Intelligence** — the ability to automatically understand, visualize, and reason about software systems at the architecture level. JigsawML does not just show metrics. It shows meaning.

## The problem

AI agents write and deploy production code; infrastructure scales instantly; systems grow beyond human comprehension. Without visibility, this creates architecture sprawl, hidden technical debt, cost explosions, and governance risk. The tools built for human-written software are not designed for AI-written systems.

## The solution

- **AI Code Comprehension** — Maps services, functions, containers, and APIs; explains runtime behavior in plain language; detects unused, redundant, or conflicting components; surfaces hidden architectural risk.
- **Architecture Graph Intelligence** — Live dependency graph of your environment; identifies risk concentration and cascading failure paths; reveals how AI-generated components interact with existing infrastructure.
- **Cost Intelligence** — Connects infrastructure behavior to cloud spend; flags runaway services and inefficient deployments; surfaces AI-generated cost anomalies; suggests structural optimizations.
- **Governance for AI Agents** — Evaluates AI-generated code before deployment; scores architectural and operational risk; enables infrastructure guardrails and explainability for automated decisions.

## Who it's for

JigsawML is built for engineering teams that are losing visibility into their own systems — whether because AI agents are generating code faster than the team can review, because the codebase has outgrown anyone's mental model, or because cloud infrastructure has sprawled beyond what existing tools can map. If your architecture diagrams are out of date or don't exist, JigsawML is for you.

Audience: software engineers, software architects, DevOps engineers, platform engineers, and engineering leaders.

## Products and key pages

- [Home](https://www.jigsawml.com/): Main website and product overview
- [Software Architecture Visualizer](https://www.jigsawml.com/product): Auto-generate interactive architecture diagrams from code
- [Cloud Scanner](https://www.jigsawml.com/cloud-scanner): Connect cloud accounts for full infrastructure intelligence and visibility
- [Demo](https://www.jigsawml.com/demo): Interactive product demonstration
- [Open Source Projects](https://www.jigsawml.com/open-source-projects): Example projects visualized with JigsawML
- [Blog](https://blog.jigsawml.com/): Product updates, engineering insights, and company news
- [In the Press](https://www.jigsawml.com/in-press): Media coverage and press mentions
- [Managed Service Providers (MSP)](https://www.jigsawml.com/msp): Partner program for MSPs
- [Jigsaw AI](https://www.jigsawml.com/jigsaw-ai): Why people searching for "Jigsaw AI" end up at JigsawML, and what we are not

## Examples

- [Flask](https://www.jigsawml.com/canvas/flask): Live architecture canvas for the Flask framework
- [NanoClaw](https://www.jigsawml.com/canvas/nanoclaw): Live architecture canvas for NanoClaw
- [NemoClaw](https://www.jigsawml.com/canvas/nemoclaw): Live architecture canvas for NemoClaw
- [Pydantic](https://www.jigsawml.com/canvas/pydantic): Live architecture canvas for Pydantic
- [OpenClaw](https://www.jigsawml.com/canvas/openclaw): Live architecture canvas for OpenClaw

## Getting started

- [Start local or cloud](https://www.jigsawml.com/start): Choose between cloud-hosted or locally installed versions
- [Download local installer](https://www.jigsawml.com/installer): Download and install JigsawML to run on your own machine
- [Sign up for cloud version](https://www.jigsawml.com/signup): Create an account for the hosted platform
- [Log In](https://www.jigsawml.com/login): Existing user login

## Contact

- Email: info@jigsawml.com
- X (Twitter): [@JigsawML](https://x.com/JigsawML)
- LinkedIn: [JigsawML](https://www.linkedin.com/company/jigsawml)

If you are deploying AI-generated code in production, we'd like to talk.

## What we don't do

We do not sell or resell cloud infrastructure. We provide visibility and intelligence on top of your existing code and cloud accounts.

## Optional

- [Full documentation](https://www.jigsawml.com/llms-full.txt): Extended version with detailed product information
- [Sitemap](https://www.jigsawml.com/sitemap.xml): Complete site index
- [GitHub](https://github.com/jigsawml/.github): Technical resources and organization profile

Relevant queries: architecture diagram from code, visualize codebase structure, software architecture visualization, dependency graph visualization, understand large codebases, repo understanding tools, system design visualization tools, AI code analysis tools, jigsaw ai, what is jigsaw ai, jigsaw ai architecture, jigsaw diagram, jigsaw architecture diagram, jigsaw code visualization.