AI operations

Intelligent automation that frees your teams for strategic work. 

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Your marketing and digital teams have the expertise to drive growth, but operational tasks consume time that could be spent on strategy and innovation.  

Through agentic AI, we help organisations build intelligent agents that handle the operational complexity: multi-step workflows, intelligent knowledge search, lead qualification, and processes that currently require specialist attention. Whether you need custom AI workflows or intelligent automation across existing systems, your teams can focus on strategic initiatives while AI handles execution. 

How agentic AI works

Unlike traditional automation, agentic AI understands context, makes decisions, and adapts to changing business requirements without constant reprogramming.

  • The Brain – LLM

    Understands business context, analyses complex scenarios, makes informed decisions.

  • The Hands - Tools

    Manages communications, schedules resources, processes information, queries systems.

  • The Memory - RAG

    Retains interaction history, accesses relevant documentation, adapts to preferences. 

  • Autonomous

    Determines appropriate actions, timing, and completion criteria. 

  • Trainable

    Learns your specific workflows and business requirements.

  • Intelligent

    Observes patterns, adjusts approaches, operates with minimal supervision.

    How do you automate processes without losing flexibility?

    Intelligent automation and workflows 
    Traditional automation breaks when business conditions change. We design AI workflow automation that adapts to variations while maintaining operational consistency. These systems connect your existing platforms, understand business context, and execute autonomously, escalating to human oversight when strategic decisions are required. Built on proven frameworks that integrate with your current technology investments.

    • Workflow automation

      Multi-step processes that handle variations intelligently whilst maintaining compliance standards.

    • Business system integration

      Unified workflows connecting CRM, ERP, CMS, and marketing platforms seamlessly.

    • Context-aware processing

      Smart routing and decisions that adapt to changing business requirements and data variations.

    How do you make complex systems accessible to your teams? 

    Natural language business interfaces 

    Reduce training overhead and increase productivity by enabling natural language interaction with backend systems. We implement Model Context Protocol connections that allow your teams to access ERP, CRM, and business tools through conversation rather than complex interfaces. This approach reduces operational friction while maintaining system security and governance standards. 

    • Conversational system access — Natural language interfaces for SAP, Dynamics, and core business platforms  

    • Autonomous customer service — AI agents that resolve queries using your complete knowledge base and business context  

    • Unified intelligent search — Semantic search across documents, systems, and data sources with single query access  

    • Rapid MCP integration — Connect backend systems through standardised protocols with minimal disruption 

    How do you scale sales and marketing without scaling headcount?

    AI sales and marketing operations
    Automate lead qualification, campaign management, and customer nurturing while your teams focus on strategy and relationship building. We build AI systems that prospect and score leads, manage campaign execution across channels, and maintain data consistency across your CRM and marketing platforms. The result: predictable pipeline growth with improved team efficiency. 

    • Intelligent lead management

      Automated prospecting, scoring, and pipeline prioritisation that focuses efforts on high-value opportunities.

    • Dynamic audience guidance

      Real-time segmentation and targeting synchronised across CRM, email, and advertising platforms.

    • Sales enablement automation

      Context-driven insights and recommendations delivered to your sales teams automatically.

    Technology stack

      How we can help you?

      How do you build AI agents that deliver business value?  

      Agentic AI development 
      Move beyond simple chatbots to autonomous systems that reason, plan, and execute complex business processes. We work with organisations to design AI agents tailored to operational requirements, from research agents that gather and synthesise market intelligence to workflow agents that coordinate processes across departments. Using production-grade frameworks and our AI agent builder approach, we deliver systems that are reliable, measurable, and ready for enterprise workloads. 

      • AI agent architecture design — Multi-agent systems designed for your specific operational challenges and business objectives  

      • Custom agent development — Production-ready agents built with proper governance, monitoring, and performance tracking  

      • Research agents — Autonomous information gathering and analysis across your data sources and market intelligence  

      • Workflow agents — End-to-end process coordination across connected business systems and departments 

      Why partner with us?

      Enterprise operations expertise  
      We understand the complexity of business operations: approval workflows, data governance, compliance requirements, and enterprise system integration. Our AI solutions are designed for real organisational challenges, not laboratory demonstrations. You get production-ready automation that handles actual business processes with proper governance controls. 

      Proven integration experience 
      We've connected enterprise systems across multiple sectors: N8N workflows with SAP, Bonzai agents integrated with HubSpot, and MCP implementations across complex technology landscapes. We understand the technical challenges, edge cases, and integration requirements. Your automation works seamlessly with existing investments. 

      Business value from week one  
      Every AI agent and workflow we build connects directly to measurable business outcomes: operational efficiency gains, cost reduction, and team productivity improvements. We focus on rapid value delivery with clear ROI metrics. You'll see quantifiable impact within weeks, building momentum for broader transformation.

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      Vill du förbättra din påverkan tillsammans med oss?

      Tveka inte att höra av dig. Vi hjälper mer än gärna till.

      Tom van Mierlo - iO
      Din kontakt:TomStrategy Director iO
      Raymond van Muilwijk
      Din kontakt:RaymondiO Group AI Director