Anything except
time travel.
And we're working on that.

AI-accelerated. Built by a senior engineer. Delivered in weeks.

What Iron Mind AI Is

Iron Mind AI is a Sweden-based engineering company that builds production-grade AI systems, SaaS products, RAG pipelines, automations, and AI agents for ambitious teams. Founded in 2025 by Niro, a senior engineer with 30+ years of experience, it delivers MVPs in days and production systems in weeks: fixed-scope, fixed-price, direct-to-engineer.

Iron Mind operates as Iron Mind AB (Org.nr 559551-9181, Sweden) and serves clients worldwide on a remote-first basis. Engagements are end-to-end: the engineer doing the architecture is the same engineer writing the production code and shipping the deployment. There is no account-manager or project-manager layer.

Core capabilities: SaaS products, AI agents, RAG systems, workflow automations, API integrations, internal tools, data dashboards, MVPs, and proofs of concept. We combine AI-accelerated development with Niro's 30+ years as an engineer.

Inbound enquiries receive a response within 4 hours. Contact: hello@iron-mind.ai.

What Clients Say

How We Work

Scope

We define the problem before writing a line. Most projects fail in the first meeting. We prevent that.

Architect

30+ years of engineering judgment shapes every decision. AI accelerates the build. The human mind decides what to build.

Build

We move fast because we planned well. MVPs in days, not months. Clean code, not throwaway prototypes.

Ship

Deployed, monitored, documented. Not a zip file. A production system.

Recent Work

All cases are based on real client projects. The interfaces are recreated and all on-screen data is fictitious, to protect client confidentiality.

Client case · anonymised

Support ticket deflection with RAG

AI support that answers with your docs, cites its sources, and knows when to hand off to a human.

Docs ingested, chat answers with citations, confidence gauge, escalation to human.

Result: Over 9,000 documents ingested, running in production.

Best for: Support teams with large doc bases
Client case · anonymised

Warehouse / logistics ETA predictor

Know every shipment's real ETA before the customer asks — and tell them automatically.

Live shipment map, ML-predicted ETAs with confidence, SLA-ranked exception queue with auto-notification.

Result: Built in 12 days, live 3 days later.

Best for: Warehouse and logistics operators
Client case · anonymised

Meeting-to-Jira agent

From meeting transcript to assigned Jira tickets with acceptance criteria — before the next standup.

Transcript in, tickets out with acceptance criteria, assigned and linked.

Result: Saves entire working days. Now also creates fix tickets and action items automatically.

Best for: Teams drowning in meeting follow-ups
Client case · anonymised

Fraud / anomaly monitor for payments

AI fraud detection that flags the pattern, blocks the loss, and explains why — in real time.

Live transaction stream, AI-flagged fraud patterns, and an explain-why panel per flagged transaction.

Result: Over $280,000 saved in the first week.

Best for: Payment and finance teams
Client case · anonymised

Field service scheduler

The right technician, at the right job, at the right time — dispatch solved live by AI.

Technicians, skills, geography, constraints solved live as jobs arrive.

Result: Built and live in 8 days.

Best for: Field-service companies
Client case · anonymised

Invoice / PO reconciliation

Invoices in, exceptions out — AI matches every PDF to your ERP so your team only reviews what's off.

PDFs in, extracted, matched to ERP lines, exceptions queued for human review.

Result: Frees up about an hour of manual matching every day, hundreds of hours a year.

Best for: Finance and admin teams matching by hand
Client case · anonymised

Network monitoring / observability platform

See every outage before your customers do — uptime, traces, logs, and on-call in one pane of glass.

Uptime checks, telemetry traces, live logs, incidents and on-call in one console.

Result: From start to live in 12 days, fixed price $7k.

Best for: Ops and IT teams
Client case · anonymised

Data pipeline healer

Data pipelines that fix themselves — AI diagnoses the break and opens the PR with the fix.

Detects dbt/Airflow breakages and schema drift, diagnoses root cause, writes the fix + tests, opens a PR.

Result: Built in 20 days, $13k fixed price.

Best for: Data teams with fragile pipelines

What It Delivers

4 days

to an SDR dashboard in production

Guardz

“43k cash collected”

in two months, in the client's own words

The GrowthEdge

Under a week

to a complete backend system

Noble Build

The Engineer Behind Iron Mind

Iron Mind is Niro, a senior engineer.

Niro leads and builds every project himself, from the first call to production. You work directly with the person who designs and builds your system. No salespeople, no project managers, no handoffs. When a project needs it, he brings in specialists from his network, for example for security review. You always know who is building your system.

Niro has been building systems for over 30 years, for companies from startups to global enterprises. Your contract is with Iron Mind AB.

Niro, who leads Iron Mind

Built With Our Own Tools

We open-sourced the Claude Code agent team that builds our own projects — the same specialists that scope, code, and ship the work you see on this site. Take it, run it, adapt it.

See the Agent Pack →

Frequently Asked Questions

What does Iron Mind AI do?

Iron Mind AI builds production-grade AI systems, SaaS products, RAG pipelines, AI agents, automations, internal tools, and web applications for companies that need real software shipped fast. Each engagement is led and built end-to-end by Niro. You talk directly to the engineer who builds, with no salespeople or project managers in between. Typical timeline: MVPs in days, production systems in weeks.

How fast can Iron Mind ship an MVP?

Most MVPs ship in 5 to 14 days. The exact number depends on scope, but because we run AI-accelerated development with disciplined scoping, "MVP in days" is a commitment rather than a marketing line. Production systems — fully deployed, monitored, and documented — typically take 3 to 8 weeks. We give a fixed timeline before any code is written.

How does Iron Mind price projects?

Fixed scope, fixed price. We define the deliverable in writing before engagement, then quote a single number for the entire build. Hourly billing creates incentives to drag — fixed pricing aligns us with the client. Rough ranges: automations from $3k, MVPs from $6k, production AI integrations from $6k, custom SaaS from $11k. Discovery calls are free and fast.

Who actually does the engineering work?

Niro does the architecture and the build himself. When a project needs it, he brings in specialists from his network, for example for security review. You always know who is building your system.

What stack and AI providers does Iron Mind use?

Python (Flask, FastAPI), TypeScript / Next.js, PostgreSQL, SQLite, Redis, and modern hosting (Vercel, Hetzner, AWS). For LLMs we work with OpenAI (GPT-4o, GPT-4.1), Anthropic (Claude 4.6, 4.7), and open-weight models via vLLM where it makes sense. RAG stacks usually combine BM25 + vector retrieval. Stack decisions are problem-driven, never resume-driven.

Where is Iron Mind AI based and who do you work with?

Iron Mind AB is registered in Sweden (Org.nr 559551-9181) and operates remote-first with clients worldwide — primarily in the EU, UK, US, and Australia. We work with funded startups, scale-ups, and internal innovation teams at established companies. Most clients come in needing an AI feature, an automation, or a focused MVP and stay on for follow-up production work.

Where is our data stored?

Development and staging run on Iron Mind's own servers and contain no live customer data. Production systems are deployed on infrastructure you choose or provide: within the EU when GDPR requires it, and in the US or elsewhere when your setup is there. Iron Mind signs data processing agreements (DPAs) when needed and complies with your data requirements.

How is Iron Mind different from a typical AI agency?

Three differences. First, the engineer who scopes is the engineer who ships — no handoffs to juniors. Second, fixed price, fixed scope, fixed timeline — agencies that bill hourly are incentivised to drag. Third, we deliver production systems, not zip files: deployed, monitored, documented. The "agency" model bills for activity. Iron Mind bills for working software in production.

How do I start a project with Iron Mind?

Send an enquiry via the contact form below or email hello@iron-mind.ai. You will get a reply within 4 hours during business hours (Europe/CET). The first call is a free 30-minute discovery — we will tell you what is possible, what it costs, and how fast it ships. If we are not the right fit, we will say so on that call.

Ready to Build?

We respond within 4 hours.