Wait! Have you seen our PIM checklist?
Find out in 3 minutes whether a PIM system could benefit your business and which PIM systems could be right for you!
We independently assess whether your architecture, data model, governance and organisation can support autonomous AI workflows, and quantify what the gap is costing you today.
The software was never the problem. Missing inheritance, no validation and too much manual work were. Before these issues were addressed, AI would only have scaled the chaos.
“Garbage in, garbage out” applies to language models more than ever. Before agents read, enrich or syndicate product data to customers, the foundations must be sound.
AI assistants and purchasing agents filter by attributes, classifications and availability. Information buried in free text will not make the shortlist.
More about MCP and agentic commerceMany companies never move beyond individual AI pilots. It is not the models holding them back, but fragmented master data and missing guardrails.
Digging for data takes up to 50 % of product managers' working time. Dummy values such as “TBD” or “1 kg” undermine every AI calculation.
Traditional ROI weighs licence costs against savings. It overlooks whether processes and data can support automation in the first place. ROOT (Return on Operational Technologies) assesses the entire ecosystem of your information supply chain.
Multiplied, not added: if one factor fails, even the strongest remaining factors cannot compensate. An expensive platform cannot rescue poorly maintained data.
Can the system be integrated, and is it stable enough to support agents?
Is the data machine-readable, and can changes be controlled?
How much manual work does the process involve today?
Is the organisation ready to put AI to productive use?
We also assess AI sovereignty: where is your data stored, can models be switched, and are agents' decisions traceable, including in relation to the EU AI Act?
The AI Momentum factor classifies your AI initiatives into five levels. It acts as a multiplier in the score, ranging from 0,5 to 1,0.
Start with a light-touch or in-depth approach, depending on your needs. Each stage builds on the previous one.
A structured self-assessment using our PIM checklist. See immediately where your biggest challenges lie.
Start the Quick-CheckTogether, we review your checklist, assess the four factors and outline the initial priorities for your management roadmap.
Request a Deep-DiveAn audit with senior management, IT, product management, marketing and sales. You receive a ROOT Index, a radar chart analysis and a prioritised management roadmap.
Request a workshopOne day, five modules, one clear outcome. Product managers only need to attend their own one- to two-hour session. The rest of their day stays free.
The goal is a measurable baseline, a list of automation gaps and a roadmap your senior management can approve.
We do not sell licences. The assessment works with any PIM or MDM system, and the conclusion may be that your existing system is sufficient once your data and processes are in order.
A vendor-independent evaluation of whether your PIM architecture, product data, governance and organisation are ready to deploy AI agents safely and cost-effectively. The result is a measurable ROOT Score with a prioritised roadmap.
ROOT stands for Return on Operational Technologies. The method assesses software not in isolation, but as part of your Information Supply Chain. The four factors, Maturity, Governance, Performance and AI Momentum, are multiplied. It was developed by The Group of Advisors (TGOA).
Any system. We assess existing systems as well as target architectures, regardless of vendor or whether you operate in the cloud or on-premises.
The Quick-Check takes ten minutes, and the online Deep-Dive takes 90 minutes. The workshop is one day on site; product managers only need to attend their own one- to two-hour session.
Independence. We have no interest in selling additional licences. That means the conclusion may be that your existing system is sufficient, or that a structured selection of a new system is the better approach.
No. AI Momentum measures your starting point, from shadow IT to Agentic AI. The assessment delivers the most value before you commit your first major AI budget.
Tell us briefly about your current situation. We will get in touch personally and recommend the right starting point.

Find out in 3 minutes whether a PIM system could benefit your business and which PIM systems could be right for you!
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