# Aktagon – AI engineering for healthcare, finance & compliance

> AI implementation and deployment for healthcare, finance, and compliance. From data readiness to production systems.

- [Open source](https://aktagon.com/open-source/): Tools Aktagon uses internally — released so anyone can use, audit, and modify them.
- [Research](https://aktagon.com/research/): Original investigations, data, and findings.
- [Articles](https://aktagon.com/articles/): Engineering insights, product updates, and industry analysis.
- [Most AI stops at the demo. I ship the rest.](https://aktagon.com/products/): AI implementation and deployment for regulated industries. Data pipelines, knowledge search, task-specific agents, workflow automation, and autonomous dark factory systems.
- [One conversation. No handoffs.](https://aktagon.com/contact/): Contact Aktagon for AI engineering in healthcare, finance, and compliance.
- [From research to production.](https://aktagon.com/about/): One AI engineer. Research to production. Shipping software since 2006.
- [Team](https://aktagon.com/team/): 

## Open source

> Tools Aktagon uses internally — released so anyone can use, audit, and modify them.


## Research

> Original investigations, data, and findings.

- [Finnish news media is more centrist than you think](https://aktagon.com/research/finnish-news-media-is-more-centrist-than-you-think/): Automated political bias analysis of 257 articles across seven Finnish news sources. Every article scored on a -5 to +5 scale with written reasoning. Six of seven sources cluster within half a point of center.

## Articles

> Engineering insights, product updates, and industry analysis.

- [MCP tools on Cloudflare, Part 1: Stateless](https://aktagon.com/articles/mcp-tools-cloudflare-workers-stateless/)
- [Why Go for AI agents](https://aktagon.com/articles/why-go-for-ai-agents/)

## Most AI stops at the demo. I ship the rest.

> AI implementation and deployment for regulated industries. Data pipelines, knowledge search, task-specific agents, workflow automation, and autonomous dark factory systems.

- [Dark factory. No humans required.](https://aktagon.com/products/dark-factory/): Dark factory deployment. Autonomous AI agents that process, route, and execute. No manual intervention.
- [You cannot 1-click install AI into a messy business.](https://aktagon.com/products/implementation/): AI implementation services: data readiness assessment, system integration, production deployment, and monitoring for regulated industries.
- [An agent without guardrails is a liability.](https://aktagon.com/products/agents/): Task-specific AI agents for healthcare and finance. Defined boundaries, human-in-the-loop approval, decision logging for audit trails.
- [The bottleneck is rarely the algorithm.](https://aktagon.com/products/automation/): AI workflow automation for healthcare and finance. Data routing, approval workflows, and system integration between EHR, analytics, and reporting tools.
- [The model is only as good as what you feed it.](https://aktagon.com/products/data/): Clinical and financial data pipelines for AI. HL7, FHIR, MLLP ingestion with validation, transformation, and audit logging.
- [Your organization already has the answers.](https://aktagon.com/products/search/): AI-powered enterprise search with source citations and role-based access. Retrieval-augmented generation for healthcare and financial data.

## Team




## Optional


- [Full content](https://aktagon.com/llms-full.txt): Complete text of all pages