Business value & financial management

Revenue growth, cost savings, ROI, budgets, business cases and operational efficiency.

29 contributions across 8 experiences

Where this skill was applied

Often together withAI governance, risk & regulatory compliance Solution & enterprise architecture Innovation & change management Machine learning, deep learning & MLOps Agentic AI & AI-native engineering Programme, project & vendor management

2019–20245 contributions

DSM-Firmenich

Managed a cross-disciplinary team of data scientists, PhD students, contractors and cloud developers (15+ FTEs), delivering commercial and R&D projects with over €70 million in projected value, recognised by DSM’s scientific community and leadership; nurtured international R&D partnerships with client partners up to C-level.
Managed an annual technology and innovation budget of about USD 500,000.
Founded and led the Digital Hub in Poland, an agile, start-up-like AI research group with proven cost savings of €650,000 per year, and designed its Talent Acquisition Strategy for Digital and Data Science with retention guidelines, cutting AI team turnover by 80%.
Implemented a production-grade MLOps framework for AI-driven lab automation (CNN/NLP chromatogram recognition), achieving €1.5M annual ROI and €1.2M annual savings through workflow automation.
Ideated and led research on an AI digital twin modelling the statistical distribution of sun-cream UV filters on skin, aiming to replace in-vivo experiments with digital solutions — a projected value of €30M+ per year.

20185 contributions

Fair Trade Handels

Achieved a +561% quarterly revenue increase with a data-analytics marketing campaign using predictive behaviour modelling for the 2018 World Cup.
Delivered 8% savings on shipping fees through operations and supply-chain analytics, and +12% customer conversions through real-time campaign analytics.
Restructured functions, technical teams and programmes into a digital, data-driven organisation, optimising distribution, revenue management, pharmaceuticals, decision-making and sales operations.
Built the data and reporting estate on Snowflake and implemented dashboards with KPIs for customer engagement, global supply chain, digital marketing, sales operations, change management and programme management.
Introduced utilisation and capacity governance across distributed teams to balance growth, quality and profitability in regulated delivery environments.

20264 contributions

Gavi, the Vaccine Alliance

Established and operates the Innovation Lab’s experimental AI tooling estate on Microsoft Frontiers models in Azure — including Cowork, Copilot Claude, MS Scout and OpenClaw for agentic-AI experimentation and architecture evaluation, alongside Cursor, Lovable, Bolt, v0, Microsoft 365 Copilot, Copilot Studio and Azure AI Foundry — under defined tool-selection rules, cost guardrails and an approved/excluded tooling list.
Managed the Innovation Lab KPI framework across Innovation & Delivery, Business Impact and Engagement.
Operationalised AI governance controls covering data leakage, agent proliferation, cost overruns, prompt injection, hallucination and shadow AI, with per-agent monthly credit limits and threshold alerting, DLP connector policies blocking third-party connectors, and monitoring across Power Platform Admin Center, Microsoft Purview and Microsoft Sentinel, reported monthly to the AI Steering Committee.
Established the reusable reference architecture for grounding Copilot agents in enterprise knowledge — SharePoint → Azure Blob → Snowflake → Azure AI Search vector index → Power Automate → Azure OpenAI → Copilot in Teams/SharePoint — secured with Entra ID RBAC, Key Vault and Purview DLP, with mandatory citation traceability and token-consumption cost controls.

2024–20254 contributions

EPAM Systems

Led the technical response to a Tier-1 Swiss bank’s enterprise AI RFI — structured on business value; technology, security and compliance; and people, operating model and governance — later reused as the technical core of a second pursuit with the same bank and the engagement behind EPAM’s preferred-vendor status.
Defined an LLMOps evaluation framework for RAG and agentic systems measuring retrieval relevance, groundedness, factuality, hallucination rate, task completion, latency, cost per interaction, safety and user satisfaction.
Implemented end-to-end observability across data pipelines, retrieval layers, LLM calls, agent workflows, model outputs, user feedback, infrastructure performance and operational cost.
Introduced AI FinOps to monitor and optimise cloud spend, GPU consumption, token usage, model routing, embedding costs, vector-store capacity and cost-to-serve by product or client.

2025–20264 contributions

Solara28

Designed a sustainable, zero-commission commerce model enabling independent B2C ecosystems, in which merchants retain full ownership of customer, order and product data while improving long-term profitability.
An audited codebase review (August 2026) across eight engineering roles — frontend, backend, database, QA/security, DevOps, localisation, architecture and documentation — estimated the work at about 274.8 person-years (60,462 working days), roughly 275 engineers for one year, with a salary-equivalent labour value of about CHF 30.1M / EUR 19.6M at the midpoint (range CHF 25.9M–34.3M / EUR 15.5M–23.7M); all of it was delivered single-handedly. Evidence ↗
Designed as next-generation commerce infrastructure for local economies, combining AI-native operations, multi-tenant SaaS architecture and decentralised business ownership to support European business sovereignty and restore data sovereignty, margin control and customer ownership to independent merchants.
Architected a provider-agnostic LLM service layer (TypeScript/Node.js/Supabase) connecting OpenAI, Anthropic and Gemini APIs, with configurable provider settings, prompt governance, conversation logging and health monitoring, powering conversational and voice-enabled commerce (“Talk to Your Shop”), automated catalogue ingestion from PDFs, photos and Excel, and predictive revenue forecasting.

2013–20182 contributions

Nespresso (Nestlé)

Implemented an A/B/n multivariate testing strategy that significantly improved campaign effectiveness and ROI, integrating sentiment analysis and topic modelling for actionable insights.
Designed the institutional performance-metrics framework for Nespresso e-commerce, supporting customer engagement, performance management and optimisation of budget spending across all markets.

2002–20111 contribution

United Nations CGIAR

Held full responsibility for project budgets — an annual technology and innovation budget of about USD 500,000 — and managed cross-functional teams on large-scale digital transformation, achieving USD 100,000 cost savings in a single project, presented at the UN ShareFair.

1994–20061 contribution

CapodannoRoma, Helloitaly & Radio&Data Communications

Co-architected and built Helloitaly.it, the first online travel portal in Italy, later acquired by Expedia Group: inventory for 15,000+ hotels and 500% global revenue growth (1998–2002).

Profile3 contributions

Across the career

Uses Solara28 as a concrete reference case for AI-native product strategy, operational efficiency, platform architecture and business-model innovation.
Connects technology strategy to business value, cost optimisation, operational efficiency, revenue growth, risk reduction and customer outcomes.
Translates ambitious strategy and complex technical possibilities into practical operating models, technology and delivery roadmaps, business cases, investment priorities, partnerships and measurable delivery outcomes.

All skills

Artificial intelligence

AI governance, risk & regulatory compliance 81 Machine learning, deep learning & MLOps 53 Data Strategy for AI 44 Generative AI & LLM solutions 43 Agentic AI & AI-native engineering 29

Architecture & data platforms

Solution & enterprise architecture 62 Data architecture, engineering & governance 54 Semantic engineering & knowledge management 50 Cloud & multi-tenant SaaS platforms 41

Leadership & business

Innovation & change management 42 Team leadership & talent development 31 Business value & financial management 29 Programme, project & vendor management 27 Executive advisory & pre-sales 19 Entrepreneurship & venture building 13

Product, marketing & communication

Digital marketing & customer analytics 27 Product & full-stack engineering 23 Communication & thought leadership 10