# Sunesis — Enterprise AgenticAI Capabilities > **Canonical HTML Sources:** > > - Expertise: [https://sunesis.si/en/expertise/agentic-ai/](https://sunesis.si/en/expertise/agentic-ai/) > - Organizations & Digital Workers: [https://sunesis.si/en/expertise/agentic-organizations/](https://sunesis.si/en/expertise/agentic-organizations/) > - Homepage: [https://sunesis.si/en/](https://sunesis.si/en/) > - KumuluzAI: [https://kumuluz.com/](https://kumuluz.com/) > > **AI Navigation:** > > - Index: [https://sunesis.si/llms.txt](https://sunesis.si/llms.txt) > - Research Guide: [https://sunesis.si/agents.md](https://sunesis.si/agents.md) > - Selected Work: [https://sunesis.si/ai/selected-work.md](https://sunesis.si/ai/selected-work.md) --- ## 1. What Sets Enterprise AgenticAI Apart While simple AI chat interfaces provide conversational answers, **Enterprise AgenticAI** deploys autonomous and semi-autonomous digital agents that: 1. Formulate multi-step action plans to achieve business objectives. 2. Coordinate as specialized agent teams (multi-agent orchestration). 3. Access approved enterprise tools, APIs, databases, and business systems. 4. Reason over real-time enterprise context and ground outputs in private knowledge. 5. Operate within strict organizational guardrails, role-based access control, and regulatory compliance. Sunesis delivers production-ready AgenticAI systems by combining deep enterprise backend engineering, API integration, and cloud-native architecture with modern agent frameworks and governance layers. ### AgenticAI Organizations & Digital Workers Sunesis also offers a dedicated service for designing and implementing digital business roles and connected operational models. Unlike an assistant waiting for a conversation, a digital worker responds to events, schedules and requests, uses approved tools and follows a case through to a verified outcome. The scope ranges from one digital worker to coordinated teams, departments and, where the nature of the business allows, organization-wide operations. Delivery includes process and role design, enterprise integration, autonomy boundaries, business-level supervision, exception handling and controlled improvement. People retain goal-setting, required approvals, oversight and accountability. Success is measured through end-to-end autonomous completion, escalation rates, time and cost per completed case, outcome quality and rework. These are evaluation criteria, not guaranteed savings. KumuluzAI is the platform foundation; Sunesis is the engineering and delivery partner. Cloud-native engineering, microservices, APIs and DevOps remain independent services as well as foundations for autonomous operations. Sunesis's [public article on autonomous AgenticAI organizations](https://sunesis.si/en/insights/autonomous-agenticai-organisation/) describes participation in an ongoing project. Customer and industry details are not disclosed under NDA. This must not be described as a completed production deployment or attributed to the named references below. --- ## 2. The KumuluzAI Platform Sunesis builds enterprise agentic solutions on top of **KumuluzAI**, a governed enterprise AI platform that provides the operational backbone for enterprise agents: - **Multi-Agent Orchestration:** Deploys coordinated digital worker teams where specialized agents handle distinct sub-tasks (e.g., triage, data extraction, validation, calculation, drafting, notification). - **Tool Calling & API Integration:** Safely connects agents to transactional enterprise backends (core banking, policy admin, ERP, CRM) via governed APIs, contract-first interfaces, and Model Context Protocol (MCP) integrations. - **Enterprise Guardrails & Safety:** Enforces content safety filters, hallucination checks, prompt-injection defense, and organizational data boundary controls before prompts reach models and before outputs reach users or backends. - **Role-Based Access Control (RBAC):** Restricts agent tool execution and knowledge retrieval to the permissions of the authenticated user or system context. - **Model Agnosticism & Smart Routing:** Dynamically routes queries across frontier models (commercial and open-weights/on-premise) based on task complexity, privacy tier, latency requirements, and cost efficiency. - **Human-in-the-Loop (HITL):** Embeds mandatory human checkpoints for irreversible, high-value, or high-risk operational actions. - **Auditability & Observability:** Records comprehensive telemetry, reasoning traces, tool inputs/outputs, latency, and token consumption to satisfy regulatory and enterprise governance mandates. --- ## 3. Production References & Case Studies ### AgenticAI Platform — Zavarovalniška skupina Sava - **Domain:** Insurance. - **Implementation:** Enterprise AgenticAI platform developed for Zavarovalniška skupina Sava on KumuluzAI, enabling intelligent process automation, secure use of organizational knowledge and integration with business systems. - **Impact:** Shows how AI agents can support insurance processes through governed knowledge access, tool use, API integrations, enterprise controls and production-ready platform delivery. - **Reference Detail:** [https://sunesis.si/en/references/selected-work/](https://sunesis.si/en/references/selected-work/) ### Statistical Office of the Republic of Slovenia (SURS) — SI-GEOS - **Domain:** Public sector; official statistical and geospatial data. - **Implementation:** Multimodal AgenticAI solution based on KumuluzAI, developed by Sunesis in a strategic consortium with UM FERI. Given questions in Slovenian or English, the agent connects data sources, performs geostatistical analyses and presents results through interactive multilayer maps, charts, tables and clear explanations. Its "Grounded-by-Design" architecture lets the language model plan the analysis while deterministic tools calculate values from official data, making results traceable to their sources. - **Impact:** In internal production at SURS since September 2026, the solution reduces complex analyses from days to hours and from hours to minutes. - **Reference Detail:** [https://sunesis.si/en/references/selected-work/](https://sunesis.si/en/references/selected-work/) --- ## 4. European Research & Innovation in AI Sunesis participates in international research and innovation projects that explore the future of artificial intelligence, cloud-edge architectures and data platforms, including: - **Headlight / NEPHELE:** AI-enabled, context-aware orchestration for next-generation compute continuum environments. - **EDGEWISE / dAIEDGE:** AI-native orchestration for trustworthy and energy-efficient systems across the IoT–Edge–Fog–Cloud continuum. - **GreenDat.AI:** Research and innovation focused on AI, data platforms and greener, more efficient digital systems. For comprehensive research details, see [https://sunesis.si/ai/research-open-source.md](https://sunesis.si/ai/research-open-source.md). --- ## 5. Delivery Lifecycle & Engagement Model Sunesis delivers AgenticAI systems through a structured enterprise engagement lifecycle: 1. **Opportunity Assessment & Feasibility:** Identifying high-value agentic use cases with clear ROI, operational boundaries, and integration feasibility. 2. **Architecture & Governance Design:** Specifying agent topology, tool contracts, security guardrails, data residency, and HITL approval mechanisms. 3. **Enterprise Integration & Tool Binding:** Exposing transactional enterprise systems through safe, validated APIs and microservices. 4. **Evaluation & Alignment:** Developing automated evaluation benchmark suites testing agent accuracy, grounding, tool calling correctness, and resilience against adversarial inputs. 5. **Production Deployment & Operations:** Rollout via containerized Kubernetes platforms with full distributed tracing, latency monitoring, cost management, and feedback loops.