# Itronauts — full site content > Complete flattened Markdown of the Itronauts website for LLM ingestion. The live site is bilingual (English and Estonian); this document contains the English version. The Estonian translation is available on every page via the language toggle. --- ## About Itronauts (quick reference) - **Legal entity:** Itronauts OÜ - **Founded:** 18 November 2024 - **Estonian registry code:** 17115552 - **VAT:** EE102847734 - **Registered address:** Rohuneeme tee 88, Püünsi küla, Viimsi vald, Harju maakond 74013, Estonia - **Phone:** +372 5816 2450 - **Email:** info@itronauts.com - **Website:** https://itronauts.com - **LinkedIn:** https://www.linkedin.com/company/itronauts - **Instagram:** https://www.instagram.com/itronautsai - **Languages:** Estonian, English - **Pricing:** Personalised proposal per project, hourly-based - **Client focus:** SMEs (5–200 employees) primary; no geographic or enterprise-size restriction - **Technology partners:** Official partner of Anthropic, OpenAI, Google and Microsoft — https://itronauts.com/en/partners --- ## Page: Homepage (/en/) ### Hero **Eyebrow:** Estonia's AI Partner **Headline:** Build AI that actually works / scales with you / delivers ROI / runs 24/7 / saves hours (rotating) **Subheading:** Itronauts automates business processes for companies through custom AI solutions. From strategy through deployment to day-to-day operations, we stand beside clients at every stage. **Primary CTA:** Book a call · **Secondary CTA:** Explore services **Principles shown:** Hourly-based (pay for work done, not packages) · Partner-first (same team from scoping to operations) · We stay (long-term operations after launch) ### Services snapshot (4 cards) - **AI Automations** — Free yourself from time-consuming repetitive tasks and complex business processes. Direct time and energy to activities that create real value. - **AI Agents** — Digital colleagues that think, plan, and execute tasks in your systems autonomously. - **Strategy & Consulting** — We map your business processes, identify automation opportunities, and create a practical roadmap. - **Maintenance & Operations** — Implementing AI is not a one-time project. We monitor, evaluate, and continuously improve systems, catching drift and ensuring maximum reliability. ### Our process (4 steps) 1. **Assess (Kaardistamine)** — We map business processes, find opportunities for automation and AI use, and set concrete, measurable objectives. 2. **Design (Planeerimine)** — We design a solution that fits client needs, using the models and integrations that best fit the business context. 3. **Build (Arendus)** — Our team builds, tests, and develops the system until it works reliably under real business conditions. 4. **Operate (Haldus)** — We deploy, monitor, and manage the whole process as a long-term partner, not just a handover. ### Why Itronauts (four values) - **Value first (Väärtus enne kõike):** Start from outcomes, not technology. Every decision is driven by the business value it creates. - **Control from the start (Kontroll algusest peale):** Permissions, oversight, and transparency written into processes from day one. - **Reliable systems (Töökindlad süsteemid):** Continuous monitoring and evaluation of AI process reliability, with adjustments or upgrades applied as needed. - **More than a vendor (Enamat kui tarnija):** Clients are collaborators with shared goals. --- ## Page: Services (/en/services) ### Page hero **Headline:** What we build for you — only personalised solutions, not box products. **Lead:** Itronauts offers companies a complete AI services package covering the entire value chain: strategy, technical implementation, and team training. Every AI solution is user-focused and emerges from client collaboration. ### Service 01 — AI Automation Repetitive, rule-based work is the ideal starting point for AI. Itronauts identifies the tasks consuming a team's time and replaces them with reliable, monitored automated solutions. Capabilities: - Document processing and data extraction - Email triage and response drafting - Enriching and organising information sources - Report generation and distribution - Data synchronisation across systems ### Service 02 — AI Agents AI agents can independently reason, plan, and execute multi-step tasks. Itronauts-built agent solutions are integrable with existing systems and can learn and evolve with the company's needs. This increases efficiency, reduces workload, and delivers fast, high-quality client experience. Example agents: - Customer service agents (assessing feedback, routing complex cases) - Market and competitive analysis agents - Internal knowledge assistants - Sales and customer relationship coordination agents ### Service 03 — Strategy & Consulting AI adoption starts with business needs, not technology. Itronauts helps leadership teams understand where AI creates real value and sets measurable goals together. The result is a concrete roadmap, not a wishlist. Deliverables: - AI maturity assessment - Process mapping and opportunity identification - AI governance and risk frameworks - Team skill-building workshops - Implementation roadmap ### Service 04 — Maintenance & Operations AI systems age. Models change. The world changes. Itronauts continuously monitors system performance, identifies problems in flight, and improves solutions on the go. Scope: - Performance monitoring and alerting - Evaluation process management - Model and prompt updates - Security and compliance reviews - Capacity planning and scaling ### Service 05 — AI Training & Workshops Training sessions and hands-on workshops that help teams gain the knowledge needed for strategic and practical AI use. Programs target both leaders and specialists, covering AI mindset, concrete tools, and implementation. The goal is to raise overall AI maturity in the organisation, supporting sustainable development. Topics: - Introduction to AI capabilities and use cases - Identifying automation opportunities - Hands-on AI agent tools, solutions, and first steps - AI adoption in organisations — planning, oversight, and security - Building an AI-ready team: mindset, roles, and sustainable growth --- ## Page: Agentic AI (/en/agentic-ai) ### Hero **Headline:** AI that acts, not just answers. **Lead:** Agentic AI systems analyse complex problems, use tools, execute multi-step complex tasks, and operate continuously. ### The difference: AI tools vs. AI agents **Standard AI tools:** - Respond to a single specific query - Cannot use external tools or access systems - Require a human to break down tasks - No memory across sessions - Cannot course-correct based on outcomes **Agentic AI systems (Itronauts specialty):** - Plan and execute multi-step tasks autonomously - Use tools: web search, APIs, databases, code execution - Break down complex goals into sub-tasks - Retain context and learn within a session - Adapt strategy when a step fails ### Where agents shine (6 use cases) - **Customer service** — Handle tier-1 queries, search answers from databases, route complex cases to human agents with context. - **Research and analysis** — Monitor competitors, aggregate industry news, deliver structured briefings automatically. - **Company-internal knowledge assistant** — Answer complex questions based on internal documents and data. - **Sales and client relationship agent** — Identify prospects, research their background, draft personalised outreach, plan follow-ups. - **Data management agent** — Monitor data sources, detect anomalies, trigger remediation, report status. - **Compliance monitoring** — Continuously check documents, processes, and systems against regulatory requirements, flagging issues before audits. ### Our approach: responsible agentic AI Autonomous systems require careful design. Itronauts builds oversight and control into every system from the start. 1. **Human decides where it matters (Inimene otsustab seal, kus see loeb).** Clear authorities are defined. High-risk actions need human approval. Lower-risk actions run autonomously. 2. **Full action log (Täielik tegevuslogi).** Every agent step is recorded: what was decided, why, what was done, what the result was. All actions are transparent. Any step can be reviewed at any time. 3. **Minimal permissions by default (Minimaalsed õigused vaikimisi).** Agents access only what the specific task requires. 4. **Evaluation-driven development (Hindamispõhine arendus).** Agent performance is measured continuously. When outcomes drop, Itronauts notices before the client and fixes proactively. --- ## Page: About (/en/about) ### Hero **Headline:** About Itronauts. **Lead:** Itronauts helps organisations adopt agentic AI responsibly — combining strategy, execution, and long-term operations. Estonia-based, European in mindset. Regional focus: Estonia and neighbouring countries; global delivery available where appropriate. ### The team Built by practitioners. Itronauts is not an AI evangelist shop — the team is engineers and operators who have seen what works and what fails, and build accordingly. Founder-led (details to be added as the team expands). ### Our competencies The Itronauts team combines strong technical background, practical experience, and strategic thinking. Specialists span AI development, cloud architecture, automation, IT infrastructure management, and project delivery. - **AI and automation development** — Deep knowledge of the Microsoft 365 ecosystem, Azure AI services, and tools like n8n, Zapier, and Make.com. We build and integrate autonomous AI agents and intelligent workflows across cloud systems and enterprise applications. - **Cloud and IT infrastructure architecture** — Extensive experience with Azure environments. Specialised in designing and implementing secure, reliable, well-architected hybrid solutions. - **Project and technical leadership with business thinking** — Over 15 years delivering complex cloud and IT transformation projects, and over 20 years in IT services and strategic client management. Every technical decision supports client business goals and delivers measurable results. ### Technology stack Azure AI, Microsoft Foundry, Microsoft 365, Azure Cloud & DevOps, RPA tools, n8n, Zapier, Make.com, AI agent frameworks, and other modern cloud-based integration tools. Security and compliance best practices applied throughout: identity & access control, GDPR, information security standards. ### Our strengths Itronauts stands out through the ability to combine deep technical competence with business thinking. The team can evaluate and optimise the entire AI ecosystem — from strategic planning and infrastructure design to practical implementation and user support. This integrated approach ensures solutions are technically sound, economically justified, and tailored to client needs. ### Our philosophy (principles) 1. **Value first.** We start from outcomes, not models. Every decision is driven by the business value it creates — not by what is technically interesting. 2. **Control by design.** Permissions, oversight, and auditability are built in from day one. 3. **Operations matter.** Monitoring and evaluation loops keep systems reliable. AI that is not maintained degrades. 4. **Partner mindset.** We build with client teams, not around them. Knowledge transfer is part of every engagement. --- ## Page: Contact (/en/contact) ### Hero **Headline:** Let's talk. **Lead:** Describe your goals and Itronauts will propose a practical path to solving them. ### Contact information - **Email:** info@itronauts.com - **Phone:** +372 5816 2450 - **LinkedIn:** linkedin.com/company/itronauts - **Instagram:** instagram.com/itronautsai - **Location:** Tallinn, Estonia ### Company details - **Itronauts OÜ** - Registry code: 17115552 - VAT number: EE102847734 - Founded: 18 November 2024 - EU registered ### Book a strategy call 60 minutes. No commitments. Itronauts listens to your situation, asks good questions, and tells you honestly what makes sense. ### Frequently asked questions **Q: What size companies does Itronauts work with?** A: Mostly SMEs and mid-market companies (5–200 employees, though we serve solo founders and enterprise teams equally well) across Estonia, Latvia, Lithuania, and broader Europe. **Q: Does Itronauts work remotely?** A: Yes. Remote is the default — asynchronous communication, documented processes, regular check-ins. On-site work is arranged when genuinely needed. **Q: How long does a typical project take?** A: Every project is scoped individually. Smaller engagements can be a few weeks; larger automation or agentic AI projects often span several months. Strategy engagements typically run 2–4 weeks. A specific estimate is given after the first call. **Q: Does Itronauts work in Estonian as well as English?** A: Yes. The team is fully bilingual. Documentation, meetings, and deliverables can be in Estonian or English, according to client preference. **Q: How does Itronauts price its projects?** A: Every project is evaluated individually and a personalised proposal with a project plan and timeline is provided. Pricing is hourly-based, scoped per engagement. --- ## Page: Blog (/en/blog) Advice and examples on how to adopt AI in your company, automate workflows and reduce repetitive tasks with AI agents — written for operators and executives, not researchers. ### Posts (full text mirrored on the site) - **Creditinfo and Itronauts: bringing business data to ChatGPT, Codex and Claude** (Use Cases, 4 min read, September 2026). Case study: Creditinfo Estonia and Itronauts built an MCP server so Creditinfo customers can ask about companies in everyday language in ChatGPT, Codex and Claude; access follows each customer’s Creditinfo account permissions and plan. More than 20 data queries (registry details, credit ratings, payment defaults, tax information, annual reports) and workflows for credit checks, company comparisons and risk-signal explanations; kickoff to public beta in eight weeks. Worked example: a background check before granting 30-day terms on an €8,000 order; the same approach compares suppliers or tracks changes in a partner’s data. Design focus: keeping “no payment defaults found” distinct from “the check could not be completed”, and confirming which company is meant when names are similar. Also sketches the same MCP pattern for B2B e-commerce and internal sales follow-up. - **Itronauts Gains Access to OpenAI Daybreak: What This Rare Access Really Means** (Platforms and Tools, 9 min read, August 2026). As an OpenAI partner, Itronauts OÜ has gained access to OpenAI Daybreak — a capability requiring separate OpenAI approval, designed for authorized defensive cybersecurity work; it cannot be activated as part of a standard subscription. The post explains what Daybreak is (flagship models with safeguards calibrated for authorized defensive work), compares it with standard models across AI agent security, automation, vulnerability assessment, incident investigation, remediation planning and controlled malware analysis, and describes how the access strengthens Itronauts' internal security practices for AI agents, automation, integrations and cloud solutions. Client data is handled with Daybreak only within the scope permitted by both the client and OpenAI. - **Where to find funding for AI and automation in Estonia in 2026** (Grants and Funding, 8 min read, May 2026, updated 24 August 2026). The €2 million EIS Artificial Intelligence Adoption Grant (€20,000 fixed, 20% co-financing, revenue ≥ €200,000) was oversubscribed within hours of opening on 24 August 2026. The post compares alternative routes: RTE Software Adoption Grant (€2,000–€5,000), RTE Business Process Automation and Data Exchange Grant (up to €150,000), Digitalisation Roadmap Development Activities Grant (up to €35,000), Innovation Voucher (€7,500), Development Voucher (€35,000), RUP Small Projects Call (€100,000–€250,000), Product Development Grant (up to €500,000), Eurostars Call 11, EIC Accelerator and Digital Europe calls — plus the seven elements a strong AI funding application must contain. - **Why most AI agents fail in production — and what to do about it** (Agentic AI, 5 min read, March 2026). Edge case blindness, missing observability, cost creep, hallucinated tools, fragile prompts, missing escalation paths. Architectural practices that keep agents alive in production. - **The 5 automations every Baltic SME should build first** (Automation, 5 min read, February 2026). Five practical automations ranked by effort-to-value: invoice ingest to accounting, email triage with AI-drafted replies, meeting notes to CRM sync, proposal generation, weekly ops reports from scattered sources. - **Honest answers to the AI questions your board is asking** (Strategy, 5 min read, January 2026). Six questions boards ask in 2026: total cost of ownership, job impact, competitor gap, data privacy with US models, ROI measurement, open-source vs commercial models — with honest, specific answers. - **AI governance for companies that aren't Google** (Governance, 5 min read, December 2025). Right-sized governance for SMEs: one-page acceptable use policy, data boundaries, vendor selection criteria, basic audit trail. What you can skip if you're not Google. - **How to evaluate an AI system without being a data scientist** (Operations, 5 min read, November 2025). Five practical checks any manager can run: test on your own data, check usefulness vs speed, loud vs silent failures, real cost per useful output, actual usage. - **When should you give AI an agent, not a prompt?** (Agentic AI, 4 min read, October 2025). Four decision criteria and concrete examples. A rule of thumb: if you can describe the task as a one-line bash command, it's a prompt; if it needs variables and branches, it's an agent. - **From hours to minutes: automating document review and proposal generation** (Case study, 5 min read, September 2025). How we cut senior-partner proposal drafting from 60–90 minutes to 8–15 minutes using an extraction layer, templating layer, and human-in-the-loop review. 80%+ of proposals went out with minor edits only. --- ## How Itronauts works with clients (synthesised) - **We are solution-driven, not revenue-driven.** If a client's business cannot genuinely profit from AI, we tell them instead of taking the engagement. - **Close, personal collaboration.** Same people from scoping through production and ongoing operations. - **Long-term stack ownership is our real product.** One-off projects are the on-ramp. The goal is to be the partner monitoring the agentic/automation stack, updating models when providers EOL or release new versions, catching drift, and fixing issues as they emerge. - **Technology-flexible.** Strong Microsoft and Google ecosystem expertise, but no tool preference drives recommendations. Any API-enabled platform is fair game. ### End-to-end engagement flow 1. Scoping call (60 min, no commitments) 2. Personalised proposal within a few days to about 5 days 3. Kick-off — pace set by the client's data and system access readiness 4. Build and demo 5. Pilot in a controlled environment 6. Iteration based on pilot feedback 7. Production deployment 8. Training the client's team to operate the solution 9. Ongoing maintenance and development — monitoring, model updates, fixes, feature extension --- End of flattened site content. For the concise curated map see https://itronauts.com/llms.txt