Supply Chain
August 22, 2025

3 Signs Your Supplier Reliability Metrics Are Lying to You

Discover 3 hidden signs your supplier reliability metrics are misleading you, and learn how to uncover the truth for better supply chain control.
Romain Fayolle

Many supply chain teams judge supplier reliability using a few shiny KPIs, like think On-Time In-Full (OTIF) rates or purchase order (PO) confirmation percentages. These key performance indicators and key metrics are commonly used measures to assess supplier performance. On the surface, these supplier reliability metrics appear to be the ultimate truth. These are discussed repeatedly in the monthly meetings, and gaps are addressed. If 95% of orders arrive on time and 99% of POs get confirmed, you’d assume your suppliers are rock-solid.

The reality?

Those numbers can create a false sense of security and mask deeper problems with suppliers. In fact, industry data indicate that roughly one-third of materials and parts deliveries are delivered late in practice. Relying solely on supplier performance metrics without proper context can obscure hidden costs and potential risks that may impact your supply chain. If your day-to-day experience involves scrambling to deal with delays or surprises despite “excellent” reports, it’s time to take a closer look.

Here are three telltale signs that your supplier reliability metrics might be lying to you, and what deeper issues could be hiding behind those green dashboards. Measuring supplier performance holistically is essential to identify areas that need improvement and ensure long-term supply chain effectiveness.

3 Signs Your Supplier Reliability Metrics Are Lying to You

1. On-Time Delivery Looks Great, But Supplier Performance Means You're Always Firefighting

If your on-time delivery or OTIF metric is consistently high, yet your team spends most days expediting shipments and adjusting schedules, that’s a red flag. On-time delivery is often calculated in ways that obscure the reality of delays. This directly affects the production line and maintaining smooth operations, as any disruption can quickly cascade into broader operational issues.

For example, some companies measure on-time performance against the last promised delivery date instead of the original date. Suppliers can continue to push out deadlines and still meet the metric by adhering to the final revised date. Essentially, they “move the goalposts,” and your KPI doesn’t punish them for it. The result? The scorecard indicates 95% on-time performance, but your planners have had to update the production plan three times this month due to shifting ship dates. Critical factors like lead time, order placement, and delivery schedules are often overlooked in these calculations, even though they are essential for accurate performance measurement.

Aggregated averages make this even more misleading. A monthly report might show a nice high on-time percentage, smoothing out all the mid-month troubles. Many businesses create a monthly average OTD that hides the daily volatility and gives a false sense of security. It’s like saying “Our supplier was on time on average,” which means some orders were very late while others were early. As one consulting analysis noted, managers are often shocked when the true transactional on-time performance is far lower than the 90% they expected. Late deliveries can create a ripple effect throughout the efficient supply chain, making it difficult to maintain smooth operations and meet customer expectations.

If your supplier’s delivery commitments feel like a moving target, your high OTF metric is lying. Reliable suppliers don’t frequently change their schedules. So, if everything appears green in the reports but your inventory team is experiencing stockouts and incurring expedite fees, it’s time to dig deeper. Unreliable delivery and inconsistent lead times can disrupt the production line and undermine your ability to operate efficiently.

2. Perfect PO Confirmations, Surprises in Reality

Another surface-level metric that can mislead is the PO confirmation rate. It is the percentage of purchase orders that suppliers acknowledge (confirm) within a set time. On paper, a high confirmation rate is desirable, as it indicates that suppliers are responsive and agree to your orders. Many teams celebrate when they achieve 95% or 100% PO acknowledgement within 48 hours. But ask yourself: what happens after the confirmation? A troubling sign that this metric is lying to you is when everything is “confirmed,” yet you still get blindsided by changes or delays. Equally important is order accuracy, which reflects whether suppliers deliver the correct items, quantities, and specifications as promised. High order accuracy is essential for efficient supply chain operations and maintaining strong supplier relationships.

Suppliers might confirm a PO just to tick the box, but that confirmation can be wildly inaccurate. For example, a supplier could confirm, “Yes, we will ship 100 units by the 15th,” thereby satisfying your system’s requirements. A week later, you are quietly informed (or discover) that only 50 units will ship, or the date has been pushed back to the 22nd. How quickly a supplier responds to these changes or issues is critical for minimizing disruption and maintaining trust. Your metric won’t reflect that U-turn if it only tracks the initial confirmation. In practice, this leaves you scrambling. You thought you had coverage for demand, only to find out too late that half the order is missing. The KPI dashboard stayed green (after all, the PO was acknowledged on time), but reality was red.

A confirmation should mean that a supplier commits to a quantity, date, and terms, and adheres to them. When suppliers treat confirmations as tentative, your metric becomes meaningless. If you can’t trust that a confirmed PO will actually arrive as promised, then a 100% confirmation rate is just a number. One that may lull you into a false sense of security until a nasty surprise hits.

To fix this, start tracking what happens after confirmation. Measure how often the “confirmed” promise is revised or broken. Use supplier scorecards and performance reviews to track progress on key metrics like order accuracy and responsiveness, and provide regular feedback to suppliers. Those secondary supplier reliability metrics will reveal the gap between what the supplier says and what they do. If that gap is large, it’s a clear sign that your current supplier reliability metrics have been lying, and you need better visibility into order status changes. It’s also important to identify suppliers who consistently meet commitments, so you can focus on building stronger relationships with your most reliable partners.

3. All Compliance Checkboxes Ticked, Until a Hidden Issue Blows Up

Sometimes the lies lurk in what you aren't measuring. Your supplier scorecard may show all green in categories such as "Compliance", "Quality", and "Ethical Sourcing". No late deliveries have been reported, and no quality complaints are on record. All certificates have been submitted, and they are reliable on paper. Yet you might have a gut feeling that things are too perfect. If no risks ever show up in your supplier's reports, but then suddenly a serious issue emerges out of nowhere, you've encountered the third sign: your supplier reliability metrics were glossing over a hidden compliance or reliability lapse.

Consider an example of a hidden issue: A company sourcing specialty chemicals from overseas always received on-time shipments with proper paperwork. The supplier reliability metrics were excellent. They hit every date and met all specs, and their compliance documents (like certificates of origin) were in order. One day, a shipment was held up by customs. It turned out that the supplier had been quietly sourcing part of the order from a third country, in violation of trade restrictions, and falsifying the country-of-origin labels. This practice, known as “origin washing,” involves routing products through a third country and mislabeling the origin. The supplier did it to avoid tariffs and never told the buyer. While every internal KPI indicated 100% compliance and reliability, the reality was a ticking time bomb. When it blew up, the buying company faced legal headaches, potential fines, and a scramble to find alternate sources, classic planning chaos caused by a supplier's deceit.

Even less dramatic compliance lapses can be damaging in the long term, such as when a supplier uses unapproved sub-suppliers, skimps on safety checks, or fails to meet regulatory standards behind the scenes.

A supplier might be meeting your on-time and quantity targets while quietly neglecting aspects such as material safety compliance or labor standards. You only find out when a crisis erupts, such as a factory audit uncovering violations or a batch failing quality testing due to the use of substituted material.

Firefighting, labor inefficiencies, stockouts, and planning nightmares are often the downstream effects of these hidden issues. When a supplier isn't actually reliable (even if the KPI indicates they are), your team ends up in a perpetual reactive mode. They are chasing down answers, reallocating inventory, expediting shipments, and appeasing unhappy customers. It's exhausting and expensive.

The lesson? Don't let a green dashboard blind you to reality. Sometimes the absence of reported problems is the problem; it might mean you're not looking closely enough.

Ditch the Rose-Tinted Metrics & Get Real Visibility with Holocene

Ready to stop being fooled by pretty supplier reliability metrics?

It might be time to invest in better visibility and real accountability from suppliers. Holocene can help with exactly that.

Book a demo with Holocene to see how real-time supplier visibility and performance tracking can uncover hidden risks for your business. Go beyond KPIs to next-generation data-driven insights for your supply chain. Upgrade from being misled by unreliable supplier reliability metrics to a smoother, smarter inventory planning, and build long-term relations with suppliers who can become your long-term supply chain and business partners.

Ready to stop being fooled by pretty supplier reliability metrics?

Frequently Asked Questions (FAQs)

1. Why does supplier reliability matter so much in supply chains?

Supplier reliability is the foundation of smooth operations. A reliable supplier ensures timely deliveries, consistent quality standards, and fewer surprises, directly impacting customer satisfaction. When supplier performance matters, even small lapses can ripple through production, driving up actual costs in firefighting, expedited freight, or lost sales.

2. How do companies evaluate supplier performance effectively?

To evaluate supplier performance, companies must go beyond basic key supplier performance metrics like OTIF or PO confirmations. True assessment includes measuring a supplier’s ability to meet delivery commitments, maintain quality standards, and control cost related metrics. Combining service, quality, and cost performance gives a more accurate picture of supplier relationships.

3. What are the most important key supplier performance metrics to track?

The most useful metrics include on-time delivery, order accuracy, quality standards, responsiveness, and cost performance. Tracking both cost related metrics (e.g., price stability, actual costs vs. quoted costs) and service metrics ensures you’re not misled by surface-level KPIs. Key supplier performance metrics should highlight where suppliers are supporting—or undermining—your long-term success.

4. How can businesses improve supplier performance once gaps are found?

Improving supplier performance starts with transparency. Share scorecards that highlight weaknesses, align on quality standards, and set clear goals for cost performance and reliability. Joint improvement plans, regular reviews, and closer collaboration often strengthen supplier relationships. By managing supplier performance with both accountability and partnership, you can turn problem suppliers into dependable long-term partners.

5. What role do supplier relationships play in managing supplier performance?
Strong supplier relationships create a foundation for solving issues before they escalate. When both sides value collaboration, suppliers are more willing to adapt, meet quality standards, and control actual costs. Managing supplier performance is not only about enforcing rules—it’s about building trust that balances cost related metrics with service and customer satisfaction.