HR departments are drowning in data. Employee turnover, time-to-hire, absenteeism, opportunity costs of open positions. The metrics are all there. The problem: turning hundreds of data points into a coherent analysis that also delivers concrete recommendations takes days manually. And by the time the report is finished, the data is already outdated.
That was exactly the situation at consus compass GmbH & Co. KG, a specialized HR consulting firm that delivers data-driven workforce strategies to its clients. The data was available. The analysis capacity was the bottleneck.
The Challenge: Too Much Data, Too Little Time
consus compass collects an impressive amount of HR data for their clients:
- Employee data: tenure, department affiliation, benefits usage
- Operational metrics: time-to-hire, number of open positions, opportunity costs
- Benefits analysis: which benefits are offered and what their actual effectiveness is
The problem with this volume of data: a human simply loses oversight. Not because they couldn't handle it, but because combining, weighting, and interpreting hundreds of variables pushes cognitive limits. And because every hour a consultant spends creating reports is an hour not spent with the client.
“The real value creation lies in the interpretation. Not in gathering the data. That's exactly where AI comes in.”
The Solution: CAL100 – AI-Powered HR Analytics at the Push of a Button
Together with consus compass, we developed CAL100, an AI system that automates the entire analysis process.
The system takes in the clients' raw data, consolidates it into a structured knowledge base, and delivers two things:
1. A complete KPI analysis. All relevant HR metrics are automatically evaluated, contextualized, and visualized. What previously took hours now happens in minutes.
2. A data-driven HR strategy. This is the decisive step beyond traditional reporting tools. CAL100 develops concrete recommendations based on the metrics: such as how to reduce absenteeism, make recruiting more efficient, or lower turnover. These recommendations are not based on gut feeling, but on extensive research and hundreds of studies from the HR field that the system continuously incorporates.
The result: a compact, professional report. Fully automated, fully data-driven.
Why AI Is Particularly Powerful Here
Many companies underestimate what AI can achieve when analyzing large, heterogeneous datasets. CAL100 demonstrates this particularly clearly: the strength lies not in the system performing individual calculations faster than a human. The strength lies in recognizing patterns across many dimensions simultaneously and translating those patterns into understandable, actionable language.
An experienced HR consultant can identify high turnover. AI can identify that turnover in a specific age group, in a specific department, among employees with a specific benefits profile is significantly higher. And derive precise measures from that.
“This is not automation of routine work. This is a qualitative improvement of the analysis itself.”
The Result
With CAL100, consus compass can offer their clients an analysis quality that simply wouldn't be scalable manually. HR reports that used to take days are now created in a fraction of the time. With more depth, more precision, and directly actionable strategies.
“The collaboration with Soneo GmbH was a real asset for us. Soneo is a highly competent AI service provider that works quickly, precisely, and creatively. With a clear understanding of how artificial intelligence creates real value in business. Not a theoretical AI lab, but lived practice. A clear recommendation for anyone who understands AI as a strategic tool and not just a buzzword.”
A first look at the system is available here:
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What This Project Shows
The consus compass project is a great example of how custom AI solutions work when built correctly. Not as a general-purpose tool that can do a bit of everything, but as a precise instrument for exactly one, clearly defined use case.
The key wasn't the technology alone. The key was understanding where in consus compass's process the real bottleneck lies. And addressing exactly that.
That's our approach at Soneo AI. We don't build AI demos. We build systems that actually make a difference in our clients' daily operations.
Do you also have a process that could benefit from AI? We'll listen to your use case. No strings attached, no buzzwords, with an honest assessment of whether and how AI can truly help.
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