MAIC: Macros AI Components - directly embedded into the core business application

Integrated AI delivers tangible relief to case handlers while bringing clear structure to complex processes. By seamlessly embedding intelligent AI components directly into the familiar workspace, MAIC takes over time-consuming routine tasks and provides actionable context in real time. This drastically cuts manual review efforts, freeing team members to focus entirely on high-value, complex cases.

#ai-nativ
#casemanagement
#documentmanagement
#agentic-automation

How is AI integrated into daily operations without requiring manual prompting?

Macros AI Components, or MAIC, is the intelligent engine driving every layer of the platform - from incoming mail recognition to final response generation. Guided by the principle "MAIC thinks ahead, you decide," business units define AI services once in natural language. Once set up, these capabilities become instantly available to all users across their daily workflows without requiring manual prompting. This turns AI into a core platform feature rather than an extra tool.

Four Roles - Driven by One Principle

At Macros Reply, AI is not a standalone feature tucked into a single tool - it operates across four standardized roles throughout the entire case handling process. Consistent in name and clear in function, these four roles define a unified operational model applied across input management, case processing, intelligent routing, and agentic automation.

AI reads & understands

Classification, extraction, and multi-intent recognition. Deployed right where every process begins to instantly turn unstructured input into actionable data.

AI assists

Summarize, suggest, and draft. Deployed right where human decisions are made, allowing AI to handle the heavy lifting and prep the work.

AI decides & acts

Autonomous straight-through processing and agentic automation. Deployed right where cases no longer require human intervention to execute fully automated end-to-end workflows.

AI stays controlled

Human-in-the-loop, explainability, and full auditability. Serves as the overarching governance layer across the other three roles, rather than an afterthought.

Key Benefits for Your Business

AI support is available right where employees need it in their daily work.

One universal panel, available everywhere - AI is core architecture, not an add-on

The visible interface for all four roles is the AI Panel - delivering intelligent assistance directly within core business applications. It combines data from digital files and third-party systems into a single, unified view instead of scattering tasks across multiple tools. Available seamlessly in Macros eClient, Microsoft Outlook, MS Office, and integrated into existing customer applications via eWorkshell.

Defined by business units - no manual prompting in daily business

Business units and power users define not only standard AI capabilities, but also custom AI analyses tailored to specific document types - configured once and immediately accessible to everyone. Furthermore, standard applications can be easily customized: teams can build additional, low-code views inside the AI Panel without any programming knowledge, such as dedicated input masks for niche edge cases.

Predictable costs, proven quality - select AI models based on data, not intuition

Compliance is built-in, not bolted-on

A practical example from Helvetia Baloise

Article

"No AI Window Dressing"

Discover in this interview how Helvetia Baloise is transforming its experts into AI creators.

FAQ

Do casehandlers need to prompt themselves?

Is it Cloud or On-Premises AI?

Is AI understandable even when it makes autonomous decisions?

Instead of remaining a pure technology showcase, AI becomes a practical tool for operational teams - driving measurable quality, budget predictability, and significant workload reduction in day-to-day work.

Macros Reply

Macros Reply is the Reply Group company that provides innovative solutions to help organizations make their processes more efficient and intelligent. Its portfolio includes input management, electronic mailboxes and files, rule-based and AI-based routing, and document management. The company delivers seamlessly integrated 360° solutions and automation using Agentic AI, Generative AI, machine learning, and robotic process automation (RPA), enabling customers to focus on their core business. In addition, Macros Reply provides comprehensive consulting on regulatory requirements to help ensure compliance across all business processes.