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How Data-Driven Procurement Teams Win — Even With Smaller Teams

July 7, 2025
10 min
How Data-Driven Procurement Teams Win — Even With Smaller Teams

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Most procurement teams today share the same set of goals - cut costs, improve cash flow, reduce supply chain risks, manage contracts more efficiently, drive operational efficiency and agility, drive digital transformation and meet ESG targets - all while operating with leaner budgets and smaller teams.

It’s not easy for procurement teams to juggle all these priorities while operating with leaner budgets and small team.

So, here’s the critical question: Why are some organisations consistently hitting these priorities or confident to do so while others struggle, even when they have similar suppliers, budgets, and team sizes?

Any guesses?

Is it because they have better negotiation skills, more dashboards, bigger teams, or high-end technology investments?

Sure, those things can help but they are not the real enabler.

The real driver of procurement success is the quality of your data.

That’s what sets up your best negotiations, keeps costs in check, and makes supplier risks manageable.

Even the most sophisticated ERP systems or AI tools will fail to deliver true value if they’re running on messy, fragmented, or incomplete data.

Why data is the hidden force behind winning procurement teams

Most procurement teams don’t lack data. They are overwhelmed with data — scattered across multiple systems - ERPs, P2P platforms, spreadsheets, emails, and shared drives.

But this data is often unstructured, inconsistent, and incomplete.

Procurement teams typically use whatever data they can access, run analyses, and produce reports and dashboards that are meant to guide decisions.

And that’s where the real problems start. When decisions are made on bad data:

  • You end up spending more than needed — hidden costs, duplicate invoices, missed rebates.
  • You have too many suppliers providing the same product or service and no one even notices - depriving you of volume discounts.
  • Contracts get signed and then forgotten, so rebates slip through the cracks.
  • Tail spend grows unchecked, leading to revenue leakages.
  • Poor visibility into supplier and contract data means increased risks and financial surprises.
  • You’re providing incomplete or misleading insights to the C-suite, leading to sub-optimal procurement strategies that deliver little or no impact.

Meanwhile, the teams that have taken the time to lay their data foundation right have clear visibility and confidence in every decision and action they take.

Having unified and clean data sets helps teams gain accurate insights into their spend, contracts, and suppliers — and make more confident decisions and smarter moves. They can tap into rebate savings and align tighter payment terms with suppliers, improving working capital.

Clean data is the foundation for everything procurement wants to do next — whether it’s creating smarter category strategies, implementing AI solutions that uncover hidden savings or deploying autonomous AI agents that scan thousands of transactions and flag exactly what to fix, why it matters, and how to act.

So how can procurement fix data quality?

Data transformation isn’t easy — and it’s not as simple as it sounds.

It involves several critical steps that need to be followed to ensure that you have 100% good quality data.

It starts with data unification — consolidating all your data, whether it’s spend, supplier, or contract data, in one place.

The next step is data cleansing and enrichment - fixing duplicates, correcting inconsistent fields, mapping relationships like parent-child suppliers, and enriching your data with third-party sources.

Another key step before you even begin meaningful analysis is categorisation. It starts with grouping transactions into categories and subcategories, so you can clearly see where your spend is going. But it also extends to your suppliers and contracts, helping you build smarter strategies for each area, drive more savings, and keep risks under control.

Doing all this manually is slow, painful, and can be prone to mistakes.

Most procurement teams don’t have the resources to keep cleaning, mapping, and categorising thousands of records — and that’s why many are now turning to automated, AI-powered spend analytics solutions that start by getting the data right.

Once your data is clean, unified, and properly structured, it becomes your most valuable strategic asset.

That’s the real enabler behind why some procurement teams keep winning.

They’re building every negotiation strategy, sourcing plan, and supplier decision on a foundation of solid, trustworthy data.

Even the smartest AI solutions or the most advanced dashboards will fail to deliver real impact if they’re operating on bad data.

Ready to build your procurement strategy on a solid data foundation?

That’s exactly where we start at Spendkey — helping you unify, clean, and enrich your data so every decision is sharper, faster, and delivers more impact.

We help procurement teams automatically clean, unify, enrich, and categorise their spend, supplier, and contract data — powered by our AI platform and network of agents.

Because once your data is right, every decision that follows becomes sharper, faster, and delivers greater impact.

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Since implementing Spendkey's tail spend reduction feature, we've been able to save thousands of pounds every month. It's been a game-changer for us!

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Akshay Upadhye
Akshay Upadhye
Co-Founder
Akshay solves the biggest challenges faced by organizations as they digitally transform and establish a reputation for delivery. His contribution enables the business to realize a sustainable market competitive advantage, measured tangibly onto the business bottom line. His reputation is underpinned by a cumulative experience exceeding 22 years where he has been engaged by both small niche businesses to private equity-owned entities and world recognised brands.

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