Business AI for Enterprises: Productive Agents in 4 Weeks

Instead of isolated AI experiments, Simplifier integrates business agents directly into your business processes—as digital process actors that understand tasks, integrate with systems, and perform work steps autonomously.

  • Integrated into existing workflows
  • Enterprise Governance from Day 1
  • Model-agnostic with no vendor lock-in
  • Reusing Existing Infrastructure

The Key Difference

Why Business AI Is Now Delivering Real Business Impact

The difference lies in integration
Many companies are already testing AI. But the real impact comes only when AI doesn’t just respond, but is embedded in processes.

Business Agents as Part of the Value Chain
This is exactly where Simplifier comes in: Business Agents connect people, systems, and AI to create seamless end-to-end workflows—from the start of the process to the final result.

Ideas Turn into Productive Processes

AI provides support not only on the front end, but also directly in operational value creation.

Individual solutions are coming together to form a platform

Existing integrations can be reused.

AI Use Becomes Controlled Operation

Monitoring, security, and traceability are built in from the very beginning.

Simplifier is the operating system for AI solutions.

Companies define business agents in the Agent Builder, connect them to the existing integration layer, select the appropriate LLM for each use case, and run everything in a centralized, governance-enabled runtime.

5 Simple Steps

How Business AI Works in Simplifier

Business Agents are natively embedded in Simplifier. They are not integrated as third-party components, but are created, integrated, and operated as part of the platform.

01

Define

In the Agent Builder, you define the tasks, rules, limits, and desired outcomes of the business agent.

02

Connect

The agent uses the existing integration layer to access ERP, CRM, legacy systems, data sources, or APIs.

03

Select

For each use case, any suitable LLM can be integrated—in a model-agnostic and flexible manner.

04

Run

Simplifier handles the runtime, memory, and orchestration of the business agent.

05

Taxes

Governance, monitoring, security, cost control, and adoption measurement ensure secure enterprise operations.

Important difference:

Simplifier brings AI not just to tools or chat windows, but directly into your business processes—where decisions are prepared, data is processed, and tasks are automated.

Where Business AI Is Used

Applications for End Users

Business Agents can be deployed specifically where they add value to day-to-day work, making Business AI an integral part of daily operations rather than a separate tool.

In the Simplifier Client

Conversational support, information, research, or triggering actions in chat.

Knowledge Available Immediately

In Workflows

As a substitute for traditional user tasks when routine work is to be automated or decisions are to be prepared.

Automate Processes

Directly in Applications

For example, in customer portals, service interfaces, or internal business apps.

Seamless Integration

27 Specific Business AI Use Cases

Discover real-world examples of how Agentic AI can automate and optimize business processes in various areas.

  • Use cases from manufacturing, logistics, service, HR, finance, sales, and purchasing
  • Specific Examples of Business Agent Usage
  • Inspiration for Your Next AI Automation Projects

The Benefits at a Glance

Speed

Business Agents can be quickly defined, integrated, and put to productive use.

Flexibility

Each agent can be connected to the LLM that best suits its specific use case.

Reuse

Existing integrations are not rebuilt from scratch, but are made directly available to agents.

Productive Operations

Simplifier provides a runtime, memory, orchestration, and centralized execution.

Enterprise Governance

Decisions made by agents remain transparent, verifiable, and secure to implement.

Cost-Effectiveness

LLM costs and end-user adoption are monitored centrally to ensure that benefits and budget remain in balance.

Secure and transparent
Governance, Security, and Transparency

Monitoring Agent Decisions
Results and processes remain traceable.


Security Concept
: Business Agents operate within the controlled framework of your enterprise architecture.


Cost Monitoring
: The model provider’s emerging LLM costs become visible and manageable.


Adoption Measurement
helps companies understand how extensively agents are actually used from the end-user’s perspective.

Business Agents can be deployed specifically where they add value to day-to-day work, making Business AI an integral part of daily operations rather than a separate tool.

Frequently asked questions

Business Agents can be up and running in four weeks—without a rollout that takes years.

The first agent is not a proof of concept, but a process with measurable effects. Additional use cases will follow iteratively during ongoing operations—without having to start from scratch each time.

Existing integrations are reused, and the existing Simplifier infrastructure orchestrates the agents’ runtime and memory. This results in a faster ROI—not just after months of project work.

Every LLM you need—without vendor lock-in.

Simplifier is model-agnostic: For each use case, you choose the appropriate large language model—OpenAI GPT, Claude, Gemini, Azure OpenAI, on-premises models, or your own fine-tuned models.

The platform centrally orchestrates all agents, regardless of the underlying LLM. You remain flexible—both technically and economically.

Simplifier makes LLM costs transparent and manageable.

You can see in real time:

  • Which agent incurs which costs?
  • Which tokens are used by which use cases?
  • How do costs change over time?

Simplifier also measures adoption: Are the agents being used? Are they creating value? Or is an agent just burning through the budget without being productive?

This transparency enables you to operate Business AI cost-effectively—not just to test it.

Business AI is effective in the field—Build AI helps developers create.

Business AI agents are AI systems that autonomously execute operational business processes: verifying orders, approving invoices, comparing suppliers, and prioritizing service tickets. They make decisions as part of day-to-day operations—not as tools for developers, but as digital employees within the process.

Build AI, on the other hand, helps developers create applications, workflows, or tests. It accelerates software development, not business processes.

With Simplifier, you can use both: Business Agents for the business unit and Agentic AI in the Agent Builder for development.

Business AI makes autonomous decisions—RPA follows rigid rules.

The key difference:

RPA (Robotic Process Automation):

  • Follows fixed “if-then” rules
  • Aborts if there are discrepancies
  • Requires fully defined processes
  • Screen scraping instead of native integration

Business AI (Agentic AI):

  • Makes independent decisions within defined limits
  • Adapts to variations (e.g., different supplier formats)
  • Learn from context and available data
  • Native Integration with SAP, ERP, and CRM

 

Example:
An RPA bot stops when a supplier sends a new invoice format. A Business Agent still recognizes the relevant information, extracts the amount and date, and initiates the approval process.

Simplifier combines both: structured workflows for clear processes and business agents for the decision-making logic in between.

Business Agents use the same integration layer as your existing Simplifier applications.

No separate AI integration is required. If Simplifier is already connected to your SAP system (OData, RFC/BAPI, BTP), Business Agents can use these connections directly.

Specifically:

  • SAP S/4HANA: OData Services, CDS Views
  • SAP ECC: RFC/BAPI Integration
  • SAP BTP: Optional as an integration layer (but not required)
  • Non-SAP systems: REST/SOAP APIs, databases (JDBC/ODBC)

The Agent Builder integrates agents into the existing integration layer—you don’t have to build anything from scratch; you use what’s already there.

Existing permissions, security policies, and governance rules remain in effect. The Business Agent operates with the same access rights as a human user.

You define limits, rules, and escalation paths—the agent operates only within these guidelines.

Four control mechanisms:

  1. Task Definition: You specify what the agent is allowed to do and what it is not allowed to do
  2. Business Rules: Thresholds, Approval Limits, Validation Criteria (e.g., “Escalate orders over €5,000”)
  3. Traceability: Every agent decision is logged—who, when, why
  4. Escalation: In cases of uncertainty or borderline situations, the agent escalates the issue to a human

Shopping Example:

  • Agent reviews purchase requisition < 2,000 € → automatically approved
  • 2,000–5,000 € → Supplier comparison + approval if it’s the lowest-priced provider
  • > 5,000 € → Escalate to the purchasing manager

You remain in control. The agent assists with routine tasks but does not make autonomous decisions on strategic matters.

Your data stays where you want it—on-premises, in the EU cloud, or in a hybrid environment.

Data Sovereignty by Design:

  • On-Premise: Simplifier runs on your infrastructure; no data is transferred outside your organization
  • EU Cloud: Hosting in Frankfurt or Amsterdam, GDPR-compliant
  • Hybrid: Runtime on-premises, development in the cloud

LLM Data:
The Business Agents use Large Language Models (e.g., OpenAI, Claude, Azure OpenAI). You control what data the LLM sees:

  • Option 1: On-premises LLMs (e.g., your own Azure OpenAI instance in a data center)
  • Option 2: Cloud-Based LLMs with Data Processing Agreements (DPAs)
  • Option 3: Simplifier anonymizes/pseudonymizes data before calling the LLM

Important: The LLM can only see what you choose to share. SAP master data, customer names, and amounts can be masked.

As a German company (headquartered in Würzburg), data protection and GDPR compliance are non-negotiable for us.

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