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KIROI - Artificial Intelligence Return on Invest
The AI strategy for decision-makers and managers

Business excellence for decision-makers & managers by and with Sanjay Sauldie

KIROI - Artificial Intelligence Return on Invest: The AI strategy for decision-makers and managers

KIROI - Artificial Intelligence Return on Invest: The AI strategy for decision-makers and managers

Start » KIROI Tool Test: How Leaders Make the Best AI Choices
9 July 2025

KIROI Tool Test: How Leaders Make the Best AI Choices

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Imagine you're standing before a decision that could transform your entire company. Choosing the right AI system today is akin to a strategic chess move. Leaders need reliable tools and proven methods for this. The KIROI-Tool Test provides precisely this orientation in an increasingly complex technology landscape. Because anyone who makes the wrong investment decisions today risks not only wasting budget. They could jeopardise their company's entire competitiveness.

Why systematic evaluation has become indispensable

The market for intelligent systems is growing at a breathtaking pace and with astonishing complexity. Every month, new vendors appear with promising solutions and innovative approaches. This diversity overwhelms even experienced technology experts in the management of German companies. Decision-makers therefore require structured evaluation methods for well-informed selection processes. Without clear criteria, the selection process is akin to a high-stakes gamble. KIROI Tool Test: How Leaders Make the Best AI Choices addresses precisely this challenge systematically.

Let's first consider the typical stumbling blocks in technology selection within organisations. Many companies are dazzled by impressive presentations and marketing promises. In doing so, they forget to check the actual fit with their own corporate culture. Others focus exclusively on technical specifications and neglect human factors. Yet others make decisions under time pressure without an adequate evaluation phase.

The consequences of such hasty decisions often only become apparent after months. Implementation projects fail due to a lack of user acceptance or insufficient integration. Investments of several hundred thousand euros vanish without any measurable added value for the organisation. Employees become frustrated with new technologies and block future initiatives.

Best practice with a KIROI customer


A medium-sized company with around three hundred employees approached us with an urgent concern. The management had already undergone two failed implementation attempts and was accordingly frustrated. In the first case, they had been won over by a charismatic sales manager from a software provider. However, the promised functionalities turned out to be future visions without any concrete maturity for implementation. On the second attempt, they deliberately chose the cheapest provider to minimise investment risk. This solution proved technically outdated and could not communicate with existing systems. Through structured support using the KIROI framework, we first analysed the company's actual requirements. Together, we identified the critical success factors and developed a tailor-made set of criteria. After a systematic evaluation of seven providers, the choice fell on a solution that had not initially been favoured. This decision was based on objective assessments and not on subjective impressions. Consequently, the implementation went much more smoothly than in the previous attempts. Today, the management reports tangible efficiency gains and high employee satisfaction.

The five pillars of sound technology evaluation with the KIROI tool test

A holistic evaluation of intelligent systems requires considering multiple dimensions simultaneously. The first pillar is strategic alignment with the company vision and long-term goals. This involves not only current requirements but also future development potential. Leaders should assess whether the chosen solution can grow with the company.

The second pillar covers the technical integration capability into the existing system landscape. Modern companies have established IT architectures with numerous interfaces and dependencies. A new solution must be able to integrate seamlessly into this ecosystem. Isolated solutions create more problems than they solve and hinder efficient workflows.

The third pillar concerns user-friendliness and acceptance among users. Even the most technically brilliant solution will fail if employees are unwilling to adopt it. Intuitive operating concepts and appealing design significantly promote willingness to use it. Training effort and learning curves should be realistically assessed.

The fourth pillar addresses security, data protection, and regulatory compliance requirements. Particularly in sensitive areas, strict regulations apply to the handling of personal data. The chosen solution must be capable of meeting all relevant legal requirements. Certifications and seals of approval offer initial guidance for decision-makers in this regard.

The fifth pillar encompasses economic aspects such as total cost of ownership and expected benefits. This involves not only acquisition costs but also ongoing expenses. Licensing models, maintenance agreements, and training costs must be factored into the calculation. A realistic cost-benefit analysis prevents unpleasant surprises later in the project.

Practical Application of the KIROI Tool Test in Everyday Business

Implementing a structured evaluation methodology first requires organisational preparations. Form an interdisciplinary evaluation team with representatives from different company departments and hierarchical levels. This team should be able to combine technical expertise with user perspectives. Clear roles and responsibilities will significantly speed up the decision-making process.

In the next step, define specific evaluation criteria and their weighting. Not all factors have the same relevance and importance for every company. A manufacturing company may prioritise different aspects than a service company. The weighting should reflect the specific strategic priorities of your organisation.

Subsequently, conduct systematic market research and create a longlist. This list should initially include all potentially relevant suppliers without any pre-selection. In the next step, narrow this down to a shortlist of the most promising candidates. For these candidates, request detailed information and references.

Best practice with a KIROI customer


An international services company sought guidance through a complex selection process. The challenge lay in accommodating various locations with differing requirements. The German headquarters prioritised data protection compliance and local server locations as key criteria. Conversely, the Asian branches required multilingual capabilities and cultural adaptability of the user interfaces. Together, we developed a modular evaluation catalogue that integrated location-specific requirements. Each location was able to contribute and define its own weightings for the evaluation criteria. Simultaneously, overarching minimum requirements ensured company-wide consistency and interoperability of the chosen solution. Although the selection process therefore took longer than originally planned and budgeted, we identified risks that would have been overlooked with a faster approach. The final decision received broad acceptance across all locations and among all stakeholders. The early involvement of local IT teams in the evaluation process proved particularly valuable. This made them feel like co-creators rather than passive recipients of a central decision.

Typical challenges and how the KIROI tool test supports them

Leaders often report recurring difficulties with technology decisions within their organisations. A common problem is so-called feature creep when selecting vendors. Many solutions offer impressive functionality that is, however, never fully utilised. Paying for unused features unnecessarily burdens budgets.

Another challenge lies in the comparability of different providers and their solution approaches. Each provider presents their strengths in a different light and with their own terminology. Without standardised evaluation criteria, decision-makers are literally comparing apples and oranges. The KIROI tool test creates comparability here through uniform evaluation standards and structured analysis.

Time pressure represents another common obstacle to well-informed decision-making processes. Project deadlines and budget cycles sometimes force hasty decisions without sufficient examination. Transruption coaching support can provide valuable impetus here for more efficient evaluation processes. Experienced consultants know typical pitfalls and help to avoid them from the outset.

Internal resistance and political dynamics also significantly influence technology decisions within organisations. Different departments pursue varying interests and preferences when selecting systems. A neutral evaluation framework depersonalises discussions and reduces emotional conflicts between stakeholders. Transparent criteria foster understandability and facilitate consensus-building among management.

The role of external support in the selection process

Many organisations underestimate the value of neutral external perspectives in technology decisions. Internal teams are often limited in their objectivity by operational blindness or loyalties. External advisors bring fresh viewpoints and cross-industry experience to the process. They ask uncomfortable questions that no one internally might dare to articulate.

Professional guidance also supports the structuring and moderation of complex decision-making processes. It helps to involve all relevant stakeholders and systematically capture their perspectives. Methodological expertise speeds up evaluation and prevents unnecessary loops and repetitions. At the same time, documented processes ensure that decisions made are traceable for later reviews.

Best practice with a KIROI customer


A rapidly growing company in the technology sector approached us with a specific situation. The management team was divided on the strategic direction for their planned technology investment. The CTO favoured an innovative open-source solution with high customisation potential for future developments. The CFO, on the other hand, preferred an established enterprise solution with comprehensive support guarantees and stability. Both positions had understandable arguments and legitimate concerns regarding the other option. Our support initially helped to articulate the underlying values and priorities of both parties. Together, we developed evaluation criteria that appropriately considered and reflected both perspectives. A structured workshop facilitated an objective discussion without personal tensions or conflicts. Ultimately, the company decided on a third way, which combined elements of both original preferences. This solution would likely not have been discovered without external moderation and remained unrecognised. Both managing directors fully supported the decision and communicated it jointly to the workforce.

Success factors for sustainable technology decisions

A successful technology selection doesn't end with signing the contract with the chosen provider. The real challenge often only begins with implementation and organisational embedding. Successful companies plan resources for change management and user support from the outset. They communicate transparently about goals, timelines, and expected changes in everyday working life.

Pilot projects and phased rollouts reduce risks and allow for early learning from experience. Start with a limited group of users and systematically gather feedback and suggestions for improvement. Use these insights for optimisation before a broad rollout across the entire organisation. This iterative approach significantly increases the probability of success and minimises costly errors.

Establish clear key performance indicators (KPIs) and review them regularly after the solution has been implemented. Only measurable objectives allow for an objective assessment of the actual benefits realised from the investment. Document successes and actively communicate them within the organisation and to stakeholders. Positive experiences build trust for future technology initiatives and transformation projects.

My KIROI Analysis

The selection of intelligent systems is among the most consequential decisions that leaders have to make today. The KIROI tool test offers a proven framework for structured and well-founded evaluation processes within organisations. It replaces subjective impressions with comprehensible criteria and creates comparability between different providers. At the same time, it takes into account the specific requirements and conditions of each individual organisation. [1]

The presented examples show that successful technology decisions require more than just technical expertise. They demand communication skills, stakeholder management, and a willingness for critical self-reflection within the leadership team. External support can offer valuable assistance here and uncover blind spots. It does not replace entrepreneurial responsibility but rather sensibly and purposefully supplements internal competencies.

For the future, I expect a further increase in the complexity of technology decisions across all industries. The number of available solutions will continue to grow, and the differentiation between vendors will become more difficult. Structured evaluation methods such as the KIROI tool test: How leaders make the best AI choice will therefore become even more important. Those who lay the foundations for systematic evaluations today will gain sustainable competitive advantages for future challenges.

Crucially, the insight remains that technology should always be a means to an end. The real value only arises through meaningful application within the specific business context and daily work. The best solution is one that supports people in their work and creates added value for all stakeholders. [2]

Further links from the text above:

[1] KIROI Framework and Methodology
[2] Consultancy and guidance on technology decisions

For more information and if you have any questions, please contact Contact us or read more blog posts on the topic Artificial intelligence here.

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