Artefact Value By Data

Leadership in the age of AI: Authenticity, inclusive tech and sponsorship

In the age of AI, the ultimate competitive advantage isn't technological fluency, it's human connection. Drawing from the recent Women@Artefact panel, this article explores how professionals can become "AI-proof" by leveraging inclusive tech like Fierté AI, freeing up time for strategic thinking, embracing authentic career journeys, and shifting from traditional mentoring to active sponsorship.

Case Study: Accelerating GenAI adoption in commodity trading

When a leading global commodity trading company sought to accelerate its AI transformation, it turned to Artefact to turn potential into measurable performance. The goal was to make generative AI a daily productivity tool across departments while ensuring robust governance, compliance, and lasting cultural change.

Hybrid Agentic Organizations: The Next Operating System for the Enterprise

Every decade or so, the way companies organize themselves quietly changes – not through grand announcements, but through a series of accumulated decisions that suddenly reveal a new pattern. We saw it with digital transformation in the 2000s, when data and connectivity became the fabric of the modern enterprise. Then came the agile revolution, which redefined how teams collaborate, iterate, and deliver value. Each shift didn’t just alter tools or processes—it changed what we believed possible about work itself.

How to Build an Agentic Enterprise: The 4Ps of AI Transformation

How can organizations move from experimentation to true scale with generative and agentic AI? Over the past two years, many companies have launched promising pilots only to hit a wall when trying to operationalize them. The difficulty isn’t accessing technology anymore. Today, the challenge lies in scaling AI responsibly and effectively across the organization. To do that, companies must look beyond individual use cases and focus instead on holistic transformation. There are four critical dimensions that determine success: Processes, People, Platform, and Position: the 4Ps of Agentics.

How AI is changing search and what it means for customers, marketers and brands

AI is transforming search, shifting it from ranking and retrieval towards reasoning and synthesis. This whitepaper charts this evolution, explains the mechanics of large language models (LLMs), and sets out the implications for marketers and brands. At the center of the new measurement landscape is the golden triangle of MROI: Marketing mix modeling (MMM) provides the strategic view, quantifying the impact of marketing on sales and offering optimizers and simulators to guide budget allocation.Incrementality testing validates whether campaigns truly drive additional outcomes, using test-versus-control experiments to establish causality. It also calibrates both MMM and attribution models.Attribution informs in-flight optimization by assigning credit across customer journeys. In 2025, advanced models use deep learning and attention mechanisms to capture channel interactions more effectively.These methodologies are most powerful when used together: MMM for long-term planning, incrementality for ground truth, and attribution for real-time agility. Companies also face the decision of in-housing vs. SaaS solutions. In-housing brings customization and control but requires talent and investment, while SaaS offers speed and expertise. The right choice depends on resources and data maturity. Real-world examples highlight best practices: Google’s Meridian introduces an open-source MMM toolkit to improve calibration, upper-funnel measurement, and bias correction.Accor uses incrementality testing to question assumptions and optimize budget allocation.Nike demonstrates the power of persistence and cultural change, embedding measurement into processes and democratizing insights.Artefact stresses the 95-5 rule, showing how brand equity measurement links long-term growth with short-term performance efficiency.Looking forward, five trends will shape measurement: improved data quality, new frameworks for retail media and connected TV, in-housed MMM with testing, privacy-first approaches, and attention-based metrics. The conclusion is clear: marketing measurement is now a strategic enabler. By integrating methodologies, embedding them in culture, and focusing on both performance and brand, CMOs can defend their budgets and unlock sustainable growth.

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