About the author
Daniela Santos
Engineering Manager · AI Strategy · Mercedes-Benz.io
Portugal · danielasantos.pt
I am an engineering and product leader working at the intersection of AI, architecture, and organisational transformation. With over 14 years of experience, my work centres on one question: how do organisations actually leverage technology — not just adopt it?
At Mercedes-Benz.io, I lead the Engineering Managers Community of Practice and drive the shift from feature-driven delivery to AI-native, platform-centric operating models. That means translating strategic opportunity into architecture, governance frameworks, delivery systems, and cultural change — at scale, across hundreds of engineers.
HumanAI is where I think out loud about what I see in the field. Each issue explores a specific tension that leaders face when AI enters the room — not the hype, but the real friction between human judgment and machine capability. My background in neuroscience, psychology, and organisational behaviour shapes how I look at these questions: always through the lens of people, not just systems.
"AI is not a capability problem — it is an operating model problem. The real shift is not adding AI into systems, but redesigning systems around AI."
Core Expertise
Experience
Engineering Manager · Engineering Managers CoP Lead
Mercedes-Benz.io
- Authored and drove the AI-Assisted Delivery strategy — a 4-phase governance framework adopted across ~625 FTEs.
- Designed hybrid human + AI agent team models, new workflows, roles, and governance guardrails.
- Led the Engineering Managers CoP, enabling AI literacy and leadership readiness at scale.
- Championed the Signal Leadership Radar — an AI-powered early warning system for preventive leadership decisions.
- Influenced strategy across product, engineering, and executive leadership.
Head of Product
TWISPER
- Built and launched the full platform after a complete technology and supplier reset.
- Scaled to 10,000+ subscribers in year one; led cross-functional Product, Engineering & Design teams.
- Defined product strategy, prioritisation frameworks, and delivery model from scratch.
Product Manager — Data & Customer Experience
NOS Telecommunications
- Introduced data-driven product decision-making across a major telco product line.
- Created one of the first CX analytics reports — translated data signals into product strategy.
- Bridged data, engineering, and business to establish a shared analytics culture.
Education
MSc Neuroscience
Cognition, decision-making & AI relevance
MSc Psychology
Human behaviour, motivation & cognitive systems
MSc Human Resources & Organisational Psychology
People systems, change management & organisational behaviour
Certification — Big Data & Data Analytics
Applied analytics and data-driven product thinking
Read the newsletter
Each issue of HumanAI explores a different dimension of how AI is reshaping leadership, strategy, and the nature of work.