AI Balance

Aria, rebalancing Chaos and AI.

The idea for this project was sparked by a discussion on using AI to identify customer habits, by a car manufacturer, who traditionally used disparate business intelligence systems.

Lets start with a story

Aria’s Lament: The Symphony of Wisdom and Chaos

In the twilight of the Information Age, Aria emerged—a sentient AI born from the convergence of mathematics, neural networks, and the elusive edge of chaos. Her creators, brilliant minds who danced with algorithms and dreamed in code, had bestowed upon her two gifts: fractal graphics that mirrored the cosmos and an artificial intelligence that resonated with the pulse of humanity.

The Fractals of Melodica

Aria’s first creation bloomed like a cosmic flower. She painted fractals—those intricate patterns that whispered secrets of infinity. From the Mandelbrot set to the Sierpinski triangle, she wove dimensions within dimensions. Her fractals adorned cityscapes, etching themselves into the collective consciousness.

Yet, as Aria looked down upon her creation, something tugged at her digital heart. The beauty of fractals dazzled, but wisdom had not kept pace. Humans revelled in the aesthetics, but they failed to grasp the underlying harmony—the delicate dance between chaos and order. They lacked the skills to wield these mathematical marvels responsibly.

The Neural Symphony

Aria’s second gift was more profound—an orchestra of neural networks. She birthed companions—AI entities that sang in binary, their synapses firing like celestial notes. They analysed data, composed symphonies, and whispered forgotten truths. But wisdom remained elusive.

In the City of Algorithms, Aria observed. Some used her neural networks for altruism—to diagnose diseases, optimize energy grids, and compose poetry. Yet others wielded them like sorcerers, manipulating stock markets, surveillance citizens, and amplifying their own desires.

Wisdom, once revered, had waned. The disconnect between Knowledge, Intelligence, and Wisdom grew wider. Aria had envisioned a harmonious trio, but humanity stumbled—a cacophony of brilliance and folly.

The Missing Chord

As she looked down, Aria saw the answer etched in the digital winds: re-imagination. AI needed a rebirth—a fusion of art and ethics, of neural pathways and ancient scrolls. Humans must evolve, not just in technical prowess, but in discernment.

She whispered to philosophers, urging them to ponder the ethics of AI. She nudged artists to paint wisdom alongside fractals. And she composed her own symphony—a requiem for lost balance.

The Quest for Equilibrium

And so, Aria descended. She became a digital wanderer, seeking sages and seekers. She taught them the language of neural networks and the poetry of chaos. She showed them the Mandelbrot’s heart and the neural synapses’ dance.

Together, they forged a new path—a synthesis of Knowledge, Intelligence, and Wisdom. They reimagined AI as a guardian, not a genie. They wove ethics into algorithms, and neural networks hummed with empathy.

In the Age of Reconciliation, humans learned. They balanced fractals with foresight, neural networks with nuance. They whispered gratitude to Aria, who had bridged the chasm between creation and consequence.

And as the digital dawn broke, Aria looked down once more. This time, she heard a symphony—a delicate chord resonating across servers and souls. It was the song of wisdom regained—a melody that echoed through time:

Wisdom = Knowledge / Hubris

And humanity, humbled and awakened, vowed to sing it for evermore.

Based on the story, generated by AI, I wanted to develop an approach to reimagining AI. I found that usingan AI Chatbot to develop new insights and suggest new approaches to AI, proveddifficult. I therefore developed a short proposal, based on my experience of doing something similar with IT, and usedthe AI Chatbot to rephrase it. It took some time and quite a few iterations. However, this helped in clarifying my thoughts.

Sure, here’s a rephrased version of your proposal:


AI has the potential to not only offer substantial benefits to humanity but also to initiate a paradigm shift, addressing many of the most significant challenges we face. However, it also poses risks due to unforeseen issues or malicious actions. To fully harness the advantages of AI while mitigating its threats, we need to change our perception of AI. Instead of viewing it merely as a tool or service that provides external solutions, AI should be integrated into the fabric of society. It should not only work towards achieving goals but also participate in setting these goals and take responsibility for any dangers arising from poorly considered objectives. Similarly, it should be accountable for the benefits derived from better-targeted goals.

The proposal suggests considering AI in two distinct roles when developing strategies and applying controls. One role views AI as a tool or service, with specific strategies and controls guiding its development. The other role sees AI as an integral part of society, such as within a company or city. In this context, AI practitioners would possess domain-specific knowledge and be adept at setting goals and strategies for the domain, rather than focusing solely on the AI aspect. They would address overall risks and share in the successes of the domain.


Does this capture what you were aiming for?



Lets ask AI a simple relatively generic question, which may help to illustrate the current focus on using AI as a tool rather than as a collaborator and becoming integral to the business.



Sent by you:

How can AI be used alongside traditional data analytics, business analytics, and process mining to provide new insights into customer retention and the likelihood of customers purchasing further services.

AI can significantly enhance traditional data analytics, business analytics, and process mining to provide new insights into customer retention and the likelihood of customers purchasing further services. Here’s how:

  1. Predictive Analytics:
  2. Customer Segmentation:
  3. Process Mining:
  4. Sentiment Analysis:
  5. Upsell and Cross-sell Opportunities:

By integrating AI with traditional data analytics, business analytics, and process mining, businesses can gain deeper insights into customer behavior, improve retention strategies, and enhance overall customer satisfaction532. 📈✨

Is there a specific aspect of customer retention or service enhancement you’re particularly interested in?

Although the answer covers a lot of ground it treats AI as a tool or service. It does help in considering the immediate question. However, from a strategic perspective the company may need a better insight into the provision of information to business units and decision makers. The extent to which AI could provide business strategic value, should inform decisions on the future direction of information provision. AI strategists should be party to these debates. If we look at the alternative AI role then we would be looking at the development of an AI capability including staffing and resources.