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Automated offers without hallucinations

The Swiss trustee company Z83 from Olten combines traditional accounting with a tech mindset. Founded in 2020, the team supports startups and SMEs with fully digitized accounting, payroll processing, and CFO-as-a-Service - pragmatic and proactive.

z83.ch

Starting point

Creating offers consumes a lot of time. This also applies to the trust company Z83, which supports digital companies with CFO services. Acquiring new customers and scaling the business takes time that should actually be spent on more important things like taking care of existing customers.

AI to the rescue

Fortunately, it is now possible to have AI take over these efforts. Where a rigid form with many input fields used to shrink the conversion rate, today a friendly AI agent takes over the initial conversation with the customer. Queries, explanations, a flexible amount of questions, and dynamic behavior to inputs ensure that the conversation feels easy and human. The potential customer should not be burdened with more trouble but offered a good and professional first impression.

The system prompt must be on point. In order to make the chat really feel like a human conversation, the AI must receive the right instructions. We ensure this with extensive testing and detailed fine-tuning.

An important question in this project was whether artificial intelligence can handle the complex calculation of the offer without hallucinating wild numbers. For this, we enforce a deterministic output in JSON format and pass the calculation to the backend, which maps the formulas for the offer and returns the finished numbers to the AI. This ensures that there is always a 100% correct result in the offer.

The result

An AI that saves time, feels like a human conversation partner, and always delivers the right result without hallucinating. This way, one can confidently hand over their complex workflows and focus again on what really matters: the contact with the customer.


Starting point

Creating offers consumes a lot of time. This also applies to the trust company Z83, which supports digital companies with CFO services. Acquiring new customers and scaling the business takes time that should actually be spent on more important things like taking care of existing customers.

AI to the rescue

Fortunately, it is now possible to have AI take over these efforts. Where a rigid form with many input fields used to shrink the conversion rate, today a friendly AI agent takes over the initial conversation with the customer. Queries, explanations, a flexible amount of questions, and dynamic behavior to inputs ensure that the conversation feels easy and human. The potential customer should not be burdened with more trouble but offered a good and professional first impression.

The system prompt must be on point. In order to make the chat really feel like a human conversation, the AI must receive the right instructions. We ensure this with extensive testing and detailed fine-tuning.

An important question in this project was whether artificial intelligence can handle the complex calculation of the offer without hallucinating wild numbers. For this, we enforce a deterministic output in JSON format and pass the calculation to the backend, which maps the formulas for the offer and returns the finished numbers to the AI. This ensures that there is always a 100% correct result in the offer.

The result

An AI that saves time, feels like a human conversation partner, and always delivers the right result without hallucinating. This way, one can confidently hand over their complex workflows and focus again on what really matters: the contact with the customer.


AI Offerten Agent im Macbook Air auf schwarzen Stein
Smartphone mit AI Offertenrecher zwischen zwei Steinen

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