Most Procurement AI Projects Have Already Failed
Executive summary:
4 min read
George Hannaford : July 31, 2026
Executive summary:
Adding alternative suppliers is the standard response to trade volatility, and it is the right one.
It reduces dependency. It creates negotiating options. It protects continuity.
It also does something less obvious.
Every supplier onboarded under time pressure, every new entity in a new jurisdiction, every category segmented by region writes fresh records into systems that were already inconsistent.
Which means the action taken to reduce commercial exposure quietly increases measurement exposure.
Supplier diversification increases resilience.
It also increases the amount of data required to prove you are resilient.
That second part receives far less attention.
The organisation becomes more resilient and less able to describe itself at the same time.
That trade-off is almost never discussed because the cost does not appear anywhere. There is no line item for supplier records created without normalisation.
It surfaces later, when a register cannot be maintained, when a disclosure needs a caveat, or when the next exposure question takes a fortnight to answer instead of an afternoon.
Supplier diversification and supplier data governance are not separate programmes.
Running without a second, the first buys resilience at the expense of visibility.
I wrote recently that tariff exposure is a data question rather than a trade question, and that most organisations cannot answer it quickly because supplier and category information sits inconsistently across systems.
Judging by the responses, which point landed.
Several people told me the same thing:
They already knew.
So let me take it a step further, because there is a second part I did not get to, and it is the part I find more concerning.
The work organisations are doing to reduce their exposure is making that exposure harder to measure.
Supplier diversification increases resilience.
It also makes exposure harder to measure.
That second part receives far less attention.
Supplier diversification is treated, correctly as risk reduction.
If a category depends on one region and that region becomes expensive or unavailable, qualifying alternatives is the obvious defensive move.
Nobody would argue against it.
The assumption underneath, though, is that adding suppliers is neutral to everything else.
It is not.
Because onboarding a supplier is not only a commercial event.
It is a data event.
And when it happens at pace, under commercial pressure, it often happens without the controls that would normally keep a supplier master coherent.
Consider the mechanics rather than the intent.
A supplier record is created under whichever legal name appears on the first invoice because the alternative was a production delay and nobody had time to reconcile it against the existing master.
An existing supplier is engaged through a different entity in another country and now exists twice with nothing linking the records to a common parent.
Categories are adjusted to reflect a new source strategy, but historical transactions remain mapped to previous structures, making comparison increasingly difficult.
Contract information sits in email threads, shared drives, or local repositories rather than alongside supplier and spend records.
Country-of-origin information exists in freight documentation rather than in a structured field anyone can report against.
Each of these decisions is reasonable.
Each is made by competent people solving immediate business problems.
Collectively, however, they leave the organisation with more suppliers, more coverage, more resilience, and a less reliable description of its own supply base.
A single duplicate supplier record is trivial.
The problem is the rate at which they accumulate.
In stable environments, supplier records are created slowly enough that periodic cleansing activities can keep pace.
That has been the implicit governance model in many organisations for years.
Volatility changes the equation.
Supplier records are now being created faster than periodic cleansing processes can normalise them.
At the same time, the people responsible for maintaining data quality are often focused on the sourcing activity that created the need in the first place.
The result is predictable.
The gap widens while everyone is busy.
And because nobody is actively measuring the widening, it often goes unnoticed.
That creates a cycle.
Exposure prompts supplier diversification.
Supplier diversification increases data complexity.
Data complexity makes the next exposure question slower to answer than the last one.
Historically, poor supplier data was a procurement efficiency issue.
That is no longer the case.
Increasingly, organisations are expected to maintain supplier information that supports regulatory reporting, operational resilience requirements, risk assessments, sustainability disclosures, and executive decision-making.
The expectation is no longer simply to produce a report when requested.
It is to maintain information that remains accurate as supplier networks evolve.
At the same time, climate reporting requirements continue to place greater emphasis on supplier and value-chain transparency.
Many organisations begin these exercises using spend-based calculations.
Which means category structures, supplier records and historical mappings suddenly become far more
important than they appeared when they were first created.
Different obligations.
Different stakeholders.
Different reporting requirements.
But the same underlying issue.
The quality of the supplier and procurement data beneath them.
The practical conclusion is straightforward, even if it is inconvenient.
If an organisation is actively reconfiguring its supply base, supplier data governance stops being a background activity.
It becomes part of the reconfiguration itself.
Not something scheduled for later.
At RobobAI, this is the sequence we see repeatedly.
Procurement data must first be consolidated, cleansed, classified, and structured before exposure can be understood with confidence.
Master Data Management then becomes the mechanism that keeps those foundations intact as new suppliers, categories and sourcing models are introduced.
Third-party risk, compliance monitoring, spend analysis and procurement intelligence all depend on that foundation remaining trustworthy.
Because a supplier assessment is only as reliable as the supplier record beneath it.
And a procurement decision is only as reliable as the data informing it.
Cleansing once was never enough.
During periods of active supplier diversification, it becomes irrelevant.
What matters is maintaining quality while change is happening.
Most organisations can tell me how many suppliers they added in the last six months.
Very few can tell me how many suppliers records they created.
Those are not the same number.
And the difference between them is often the visibility that resilience quietly costs.
Procurement leaders routinely measure supplier concentration, geographic concentration, and category concentration.
Far fewer measure record concentration - the number of supplier records required to describe the suppliers they already have.
In a more volatile world, which may become one of the most important metrics of all.
So:
How many supplier records has your organisation created since January, and how many of them describe a supplier from whom you were already buying?
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