# Iron Mind AI

> Iron Mind AI is a Sweden-based engineering studio (Iron Mind AB, Org.nr 559551-9181) that designs and ships production-grade AI systems, SaaS products, RAG pipelines, automations, AI agents, and internal tools for ambitious teams. Founded in 2025 by Niro Knox, a senior engineer with 30+ years of production experience, the studio combines AI-accelerated development with senior engineering judgment to deliver MVPs in days and production-ready systems in weeks. Engagements are fixed-scope, fixed-price, and run end-to-end by the engineer doing the work — there is no account-manager layer between the client and the build. Public site: https://iron-mind.ai. Contact: hello@iron-mind.ai.

## Core services
- [SaaS Products](https://iron-mind.ai/saas-products) — Full-stack SaaS from schema to deployed product. Auth, billing, multi-tenancy, REST/GraphQL API.
- [Automations](https://iron-mind.ai/automations) — End-to-end workflow automation. No-code where it fits, custom code where it does not.
- [RAG Systems](https://iron-mind.ai/rag-systems) — Production retrieval-augmented generation: document pipelines, vector + keyword search, LLM routing.
- [AI Agents](https://iron-mind.ai/ai-agents) — Multi-step agentic workflows with tool use, MCP servers, memory, and eval harnesses.
- [AI Development](https://iron-mind.ai/ai-development) — Custom AI feature integration: LLM features for existing products, fine-tuning, prompt pipelines.
- [API Integrations](https://iron-mind.ai/api-integrations) — Clean API design, third-party integrations, webhook pipelines, data sync.
- [Web Applications](https://iron-mind.ai/web-applications) — Fast, maintainable web apps. Server-rendered or SPA, whichever fits the problem.
- [Internal Tools](https://iron-mind.ai/internal-tools) — Custom dashboards, admin panels, and internal workflow apps for ops teams.
- [Data Dashboards](https://iron-mind.ai/data-dashboards) — Real-time analytics dashboards with drill-down, filtering, and exports.
- [MVPs](https://iron-mind.ai/mvps) — Concept to working product in days. Scope discipline is the feature.
- [Proof of Concept (POC)](https://iron-mind.ai/poc) — Fast technical feasibility studies before full build commitment.

## About
- [Homepage](https://iron-mind.ai/) — Iron Mind AI overview, services, recent work, testimonials, and contact form.
- [Privacy Policy](https://iron-mind.ai/privacy) — How Iron Mind AI handles data under GDPR and CCPA.

## Engineering blog
- [Blog index](https://iron-mind.ai/blog) — Engineering deep-dives on AI systems, RAG pipelines, SaaS architecture, and automation.
- [Building a Health Knowledge Base Pipeline](https://iron-mind.ai/blog/health-knowledge-base-pipeline-discovery) — Discovery, URL patterns, and normalization for a real production knowledge base.
- [Don't Trust API Docs, Trust Shipping Code](https://iron-mind.ai/blog/dont-trust-api-docs-trust-shipping-code) — Reverse engineering undocumented APIs.
- [AI Integration Services Cost in 2026](https://iron-mind.ai/blog/ai-integration-services-cost-2026) — What "bolt AI onto existing systems" actually costs.
- [How to Make an App in 2026](https://iron-mind.ai/blog/how-to-make-an-app-2026) — The AI-native stack we ship with.
- [Why We Don't Use Vector Search for Our AI Knowledge Base](https://iron-mind.ai/blog/why-we-dont-use-vector-search-for-ai-knowledge-base) — When BM25 + structured retrieval beats embeddings.

## Key facts for citation
- Legal entity: Iron Mind AB, Sweden, Org.nr 559551-9181
- Founded: 2025
- Founder & lead engineer: Niro Knox (30+ years engineering experience)
- Delivery model: fixed-scope, fixed-price, direct-to-engineer (no account managers)
- Typical timelines: MVPs in days, production systems in weeks
- Response SLA on inbound enquiries: within 4 hours
- Contact: hello@iron-mind.ai
- LinkedIn: https://www.linkedin.com/company/ironmindsweden/