Process Reward Models: Why a correct result does not yet prove a correct method
17 Aug

Process Reward Models: Why a correct result does not yet prove a correct method

This series continuously examines individual basic AI terms and methods, such as the Process Reward Model. The previous episode dealt with a sobering finding: generating is cheap, verifying is the actual bottleneck. A system can generate thousands of candidate answers in a short time; the real work only begins afterwards, when the correct answer has to be found among these candidates.

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Test-Time Compute Scaling: Why a Smaller AI Model Can End Up Winning — and What Supplier Comparison in SAP Business One Has to Do With It
12 Aug

Test-Time Compute Scaling: Why a Smaller AI Model Can End Up Winning — and What Supplier Comparison in SAP Business One Has to Do With It

This is a continuation of the series on this blog that deals with Artificial Intelligence in combination with SAP Business One. It is an attempt to calmly think through and clarify fundamental AI concepts. Each episode takes a concept from current AI research and ends by asking the same question: what of this actually reaches everyday ERP operations, and what remains vocabulary that sells well? The last episode was about verification and reward models. This time it is about a simpler, but surprisingly effective idea: simply asking the same question multiple times, or test-time compute scaling.

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RLHF and reward models: The reality behind the AI hype — and what the approval process in SAP Business One has to do with it
6 Aug

RLHF and reward models: The reality behind the AI hype — and what the approval process in SAP Business One has to do with it

This is the first post in a new series on this blog. It looks at the possibilities of artificial intelligence in direct interaction with SAP Business One — and not as a collection of product announcements, but as an attempt to think through fundamental AI topics calmly and thoroughly.

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AI in ERP – but under control: What Versino AI means for SAP Business One users
22 July

AI in ERP – but under control: What Versino AI means for SAP Business One users

AI can do a lot today – but without control, it often creates more problems than it solves. Versino AI connects AI models with your ERP and provides a cockpit alongside it, making every step visible and requiring approval. An overview for SAP Business One users.

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SAP KI Vision: The Autonomous Enterprise
10 June

SAP KI Vision: The Autonomous Enterprise

Hardly a week goes by without the announcement of more intelligent language models, new co-pilots or more powerful AI agents. Nevertheless, SAP CEO Christian Klein takes a sobering view in his current blog post „The AI race is changing direction“ (June 2026): A large proportion of AI offerings provide little added value for companies in practice because they do not reflect business reality. His vision of the autonomous enterprise therefore follows a clear principle: humans set the direction, AI implements it.

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Why companies are hesitant about AI in ERP
11 Feb

Why companies are hesitant about AI in ERP

Artificial intelligence in the ERP context raises high expectations, as significant productivity gains, far-reaching automation and more informed decisions are on the horizon. Nevertheless, many companies are currently hesitant when it comes to practical implementation. This is mainly due to the fact that implementation risks, unclear potential benefits, high integration costs and cultural hurdles often act as a massive brake.

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Generative AI in ERP: How LLMs are changing the role of ERP systems
12 Jan

Generative AI in ERP: How LLMs are changing the role of ERP systems

With the advent of generative AI and large language models (LLMs), the role of ERP systems is changing fundamentally. Instead of just booking transactions, storing data and delivering reports, they are evolving into interactive, learning systems. As a result, they support human decisions, accelerate processes and can even replace parts of them.

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