Data & AI Backbone
It is the cross-functional layer that collects and integrates data, transforming it into shared intelligence, both human and artificial, that enhances every service line within the group.
Orvian combines technical and operational expertise to improve digital performance, optimize processes, and scale omnichannel experiences for businesses. Every project is based on a shared framework that accelerates execution and promotes scalability.
What Is the Data & AI Backbone?
The Data & AI Backbone is Orvian’s intelligent infrastructure: the cross-functional layer that collects data from every touchpoint, transforming it into actionable insights that enable better, real-time decisions made by both people and AI agents. It is neither an add-on module nor a separate project: it is integrated into every Orvian product and initiative starting from Sprint 0, serving as an enabling layer that enhances the four Capabilities (Innovation, Factory, Universal Commerce, Growth), making them faster, more precise, and more measurable.
How the Backbone Enhances Each Capability
AI does not create value on its own. It creates value when it is integrated into an ecosystem of data, processes, and people that govern, guide, and measure it. Orvian’s Data & AI Backbone is this ecosystem. It spans all of the group’s capabilities: it collects data from every customer touchpoint, integrates it into scalable architectures, makes it readable using BI and analytics tools, and puts it to work for AI models and agents that optimize decisions in real time.
Innovation
Inform strategic decisions with market data, competitive benchmarking, and predictive insights. AI identifies trends and weak signals, reducing the risk associated with every decision and accelerating the transition from vision to roadmap.
Experience Factory
Inform design with real behavioral data (heat maps, session recordings, funnel analysis). Optimize platform performance with machine learning, reducing delivery times through AI-augmented coding, and enable real-time personalization at every touchpoint.
Universal commerce
Optimize pricing, inventory, and logistics with predictive machine learning, natively integrated into platforms like Alligator and Emma. Personalize the shopping journey by segment and let AI agents handle reordering and exceptions, scaling channels without increasing operational complexity.
Growth
Power your media targeting with first-party data. Optimize creative and bidding in real time, making adjustments while the campaign is still running. Measure the actual contribution of each touchpoint to business results using attribution models, so you know not only how much you spent, but what actually generated value.
AI is not a plug-and-play product
Fragmented data, misaligned catalogs, duplicate CRMs: on unstable foundations, even the most advanced AI amplifies the chaos it encounters. That’s why the Orvian backbone is built on two distinct layers.
Where Data Takes Shape
Data Architecture & Engineering
Models, Pipelines, and Orchestration for Integrity and Traceability
Customer Data Platform
Unified customer identity, deduplication, consent: a single source of truth
Where Data Becomes Decision-Making
BI & Analytics
Semantic models and metrics that decision-makers can understand
ML & AI Engineering
Experimentation, production, drift monitoring
Generative AI & agenti
Operational actions based on verified data, with a feedback loop
