Automatic classification
Models propose categories with a confidence score. The team reviews uncertain assignments.
AI spend analysis means a model assigns your invoices and orders to categories automatically, flags off-contract purchases and shows where volume can be bundled – procurement reviews and decides.
Spend transparency rarely fails for lack of will, but because of inconsistent data: free text, missing categories, several ERP systems. This is where AI is strong – as long as results stay traceable and uncertain cases go to a person.
Models propose categories with a confidence score. The team reviews uncertain assignments.
Flag off-contract purchases automatically – with supplier and demand patterns.
Make volume visible across entities, sites and categories.
An up-to-date spend cube for procurement leadership, category managers and controlling.
For companies with several sites, entities or ERP systems whose spend can only be analysed today with a lot of manual work.
A classified spend cube, a list of concrete bundling and compliance topics, and a process for classifying new data on an ongoing basis.
Invoices, orders and supplier master data.
Your own categories, eCl@ss or UNSPSC.
AI proposals, sample checks, refinement.
Derive bundling and compliance topics.
That depends on data quality and the category taxonomy. We measure accuracy on a reviewed sample of your data instead of promising blanket figures.
Yes. Spend analysis is the English term for what German procurement calls “Ausgabenanalyse”: spend is analysed by supplier, category and organisational unit to reveal bundling potential and off-contract purchases. AI mainly takes over the classification.
Not necessarily. Existing tools and a language model are often enough to start. For ongoing use a specialist vendor can make sense – we clarify that in AI tool selection.
Automation follows fixed rules, for example in workflows or RPA. AI makes probabilistic decisions from data. In practice we combine both: rules for standard cases, AI for classification, enrichment and exceptions.
In a free intro call we look at where your procurement stands on AI and which next step makes sense – readiness check, workshop, tool selection or pilot.