Why TP tests every AI solution on itself first, and you should too

For any enterprise AI initiative to succeed, its first and most important users are its own people.

During a recent panel, Thomas Mackenbrock, Deputy Chief Executive Officer at TP, issued a clear directive: the most critical first step in any successful AI strategy is personal adoption. “If you don’t do it yourself, how can you do it for the company?” stated Mackenbrock. He advocates for a "customer zero" mandate, where every individual becomes the first and most avid user of AI in their daily tasks.

This personal adoption can truly kickstart genuine organizational change and, ultimately, client success.

The scale challenge

Bringing AI to life in an enterprise environment is sometimes very difficult. In such a vast and diverse environment, AI initiatives that look promising in a controlled pilot can easily fail when faced with real-world operational demands.

This is a primary reason many enterprise AI pilots fail to reach full production. A successful deployment requires a solution that is robust, adaptable, and capable of integrating into complex existing workflows. It must account for local nuances and cultural differences while maintaining a consistent operational standard.

At TP, the path to scaling AI effectively involves understanding that technology must be co-created within the enterprise environment it is meant to serve. This ensures the solutions are both powerful and practical for day-to-day use by employees—and in TP’s case, that’s nearly 500,000 employees trained on human empathy alongside AI, based in 100 countries.

Co-creation with global leaders

TP’s approach is rooted in partnership and practical application. Having completed more than 400 AI projects with the world’s largest companies, TP has developed a deep understanding of what it takes to make AI work at an enterprise level. In one example, a healthcare leader struggling to scale was able to save 1.8 million Euros through an AI-powered omnichannel strategy designed together with TP. 

In another example, a global consumer electronics company was able to achieve 35% more volume after using AI to automate routine support and unlock real-time insights. This human+AI expertise also resulted in 30% drop in cost per contact driven by automation and AI, and a 55% increase in NPS®.

“It's all about orchestrating technology with human talent,” Mackenbrock observed. “At TP, we have an orchestration between agentic AI and human talent for more complex spaces is the perfect symbiosis. So, we really see that AI not just automates routine tasks, but really offers the room for more complex services with the human talents.”

The key is bringing AI to life in a way that is scalable, secure, and safe. This process involves a deep collaboration with clients to develop and enhance AI adoption within their specific operational contexts. 

This expertise is powered by TP.ai FAB, a Foundational AI Backbone designed for orchestration. This platform integrates agentic AI, expert talent, and intelligent tools into solutions tailored to specific industries. Its modular, three-layer structure provides the flexibility and security needed for enterprise-wide deployment. The foundation layer ensures a secure, LLM-agnostic infrastructure, while the orchestration layer combines proprietary solutions to manage workflows between AI agents and human experts. The blueprint layer offers pre-configured solutions for industry-specific use cases like claims management or account servicing.

To allow our clients to operate in a highly secure and safe AI environment, TP.ai Dataservices deliver end-to-end data services, from annotation and engineering to advanced analytics, to ensure that every dataset is accurate, secure, and ready to drive real business outcomes.

The journey of co-creation embraces innovation, learning, and continuous improvement. Mackenbrock advised organizations to think outside the box and experiment. He stated, "In experiments, things will go wrong, then you repeat and try again. I think that's it's human nature, and even more so now, in the age of AI, you have to experience the failures yourself."

The path forward

The true transformation lies in discovering the millions of new use cases that AI will unlock. “AI is at the stage where they're just replacing the water mill. How do we think out of the box for all the other use cases AI can do?” stated Mackenbrock. He referenced the Jevons Paradox, an economic theory that suggests that as technology makes a resource more efficient, we end up using more of it and not less, creating entirely new applications.

Simply put: as AI becomes more widely adopted and its costs decrease, it will open up possibilities that we have not yet imagined, with new opportunities stemming out of new use cases.

This is where the "customer zero" principle becomes a strategic advantage. When individuals incorporate AI into their daily routines for preparing meetings, analyzing data, or drafting communications, they begin to see its potential beyond simple automation. This adoption fosters a culture of innovation, empowering employees to identify ways to improve processes and create value.

This relationship is at the heart of TP’s strategy of orchestrating technology with human talent. Solutions like TP.ai FAB Assist, a real-time AI assistant embedded into live customer interactions, exemplify this approach. The AI provides contextual guidance and automates routine tasks, which allows our TP experts to focus on complex problem-solving and high-value interactions. This intelligent pairing improves efficiency and also elevates the role of human talent, offering them the room to drive better outcomes.

Successfully scaling AI begins with a commitment to personal adoption. By becoming "customer zero," leaders and their teams can build the intuition and experience necessary to guide their organizations through this transformative era.

It is time to move past the pilot phase and think bigger. Ask yourself if your AI initiatives are merely improving old processes or if they are creating entirely new ways to operate. The answer will determine your readiness for the future.

Learn how TP.ai FAB is transforming enterprise operations. Schedule a consultation on enterprise AI implementation today by clicking here!