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.
AI-accelerated. Senior-engineered. Delivered in weeks.
Iron Mind AI is a Sweden-based engineering studio that builds production-grade AI systems, SaaS products, RAG pipelines, automations, and AI agents for ambitious teams. Founded in 2025 by senior engineer Niro, the studio 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 layer.
Core capabilities: SaaS products, AI agents, RAG systems, workflow automations, API integrations, internal tools, data dashboards, MVPs, and proofs of concept. The studio combines AI-accelerated development with 30+ years of senior engineering judgment.
Inbound enquiries receive a response within 4 hours. Contact: hello@iron-mind.ai.
Full-stack SaaS from schema to deployed product. Auth, billing, multi-tenancy, API.
End-to-end workflow automation. No-code where it fits, custom code where it doesn't.
Production-grade retrieval-augmented generation. Document pipelines, vector search, LLM routing.
Fast, maintainable web apps. Server-rendered or SPA, whichever fits the problem.
Clean API design, third-party integrations, webhook pipelines, data sync.
Go from concept to working product in days. Scope discipline is a feature, not a constraint.
We define the problem before writing a line. Most projects fail in the first meeting. We prevent that.
30+ years of engineering judgment shapes every decision. AI accelerates the build. The human mind decides what to build.
We move fast because we planned well. MVPs in days, not months. Clean code, not throwaway prototypes.
Deployed, monitored, documented. Not a zip file. A production system.
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.
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.
From meeting transcript to assigned Jira tickets with acceptance criteria — before the next standup.
Transcript in, tickets out with acceptance criteria, assigned and linked.
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.
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.
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.
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.
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.
Niro helped me turn a concept into a fully functioning Minimum Viable Product which I will be proud to take to stakeholders, potential collaborators and funders. The speed of development only enhanced the design quality because tweaks were so quick to make. Moreover, he rapidly helped with: - design & userX for an EdTech product for children, young people and adults - keeping the MVP lean and focused but without limiting its capacity to grow and be developed in the future. - packaging it up so I can take it to a different developer in the future if needed. The Iron Mind approach is to thoroughly explain the technology behind the design decisions. As a result, I felt that we not only built a working product from first principles, but I was upskilled along the way! This was my first time working with Niro and I hope not the last!
Niro created an excellent website, exactly to our specifications, and did so qiuckly. The AI assistant he built is intuitive and allows us to change and further develop our online presence. His skills are impressive and he was highly responsive and charming in all our interactions.
For years, Niro has been my go-to expert for building CRM systems, structuring databases, and developing clear strategies for managing client relationships in a truly organized way. With IronMind AI, that vision has fully come together. The platform creates a clean, streamlined ecosystem that brings outreach, CRM, and day-to-day operations into one cohesive flow. What really stands out is the ability to solve problems quickly and approach challenges from fresh, practical angles—removing obstacles that have been slowing things down for years. I highly recommend working with IronMind AI to anyone looking to elevate their systems, simplify their workflow, and move to the next level with clarity and efficiency.
Working with Niro has been a game changer for us. He's leading the development of our complex in-house architecture for Doctor Peptide, and his ability to connect strategy, vision, product planning, and infrastructure is exceptional. What stands out most is that Niro doesn't just build technology-he builds the right technology. He understands the bigger picture, translates business goals into scalable technical solutions, and executes at an incredibly high level. His work is consistently high quality, delivered quickly, and he's someone you can genuinely trust to lead critical initiatives from concept to execution. If you're looking for a technical leader who combines strategic thinking with outstanding execution, I highly recommend Niro.
Iron Mind built us a complete SDR performance dashboard in 4 days. It integrates SalesLoft and HubSpot in real-time, tracks KPIs, and gives us full visibility into team performance—something we'd been trying to solve for months. Their use of agentic coding is next level. What normally takes weeks, they delivered in days without sacrificing quality.
What Ironmind and Niro Knox pulled off for me was unreal—my custom secret network proxy app went from idea to fully running in a single day, right when my business needed it most. The speed, precision, and execution weren’t just impressive—they were business-saving, and honestly felt like having an unfair advantage on demand.
Working with Ironmind and Niro was a game-changer for us at KaizIn. I had a vision: a fast, AI-powered personal branding platform that could generate LinkedIn covers, post creatives, and YouTube thumbnails in under a minute. They didn’t just execute, it felt like they were building alongside us. They nailed both the product and the experience. If you're building something in AI, you want a team like Ironmind.
We truly are in a new dawn where an entire backend system was built for us in less than a week. We are incredibly pleased with the work done on our website. From the start, the process was highly professional, quick, and thorough. The developer adapted the design completely to our specific requirements, ensuring the final product aligned perfectly with our vision. Beyond the aesthetics, we were impressed by the technical execution—the code is well-optimized for performance, and the site was fully prepped for SEO right out of the gate. If you are looking for a developer who is reliable, detail-oriented, and capable of delivering a tailored, high-performance site, we highly recommend their services. We couldn’t be happier with the result!
I'm Niro — founder of Iron Mind.
Iron Mind is one person with 30+ years of engineering experience — not a team of junior devs with AI tools, not a prompt shop. An architect who has shipped production systems at scale, now building at 10x the speed.
Clients who work with me know exactly who is making the decisions. There is no account manager between you and the engineer. If you need something built right and built fast, you talk directly to the person building it.
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.
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 run end-to-end by a senior engineer with 30+ years of production experience — no junior devs, no account managers, no prompt-engineer larp. Typical timeline: MVPs in days, production systems in weeks.
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.
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: MVPs from $8k, production AI integrations from $35k, custom SaaS from $50k. Discovery calls are free and fast.
Niro — founder, lead engineer, and the person you talk to on the first call. Iron Mind AI is intentionally one senior engineer (30+ years) using AI as a force multiplier, not a team of juniors with an AI wrapper. Every architectural decision, code review, and production deployment is done by the same engineer who scoped the work. Clients always know who is shipping their system.
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.
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.
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.
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.
Tell us what you need. We'll tell you what's possible and how fast.
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