The Hidden Cost of Disconnected Fleet Data and How to Fix It

AIData & AnalyticsArtificial IntelligenceInsight
Sparq
Insights from Sparq
november 17, 2025 — 3 minute read

In transportation and logistics, margins are measured in single digit percentages — sometimes tenths of a percent. A missed alert, a delayed repair, or a disconnected system can quietly erode profit across every mile. Yet for many fleets, the true cost of disconnection is hiding in plain sight.

The Cost of Disconnection

Fleet operators have invested heavily in telematics, ELDs, TMS platforms, and maintenance systems. But in most operations, these tools don’t actually talk to each other. Data sits in silos, scattered across systems and spreadsheets, making it nearly impossible to get one clean, real-time view.

The result? Lost time, higher costs, and constant firefighting.

“Fleet leaders aren’t short on information — they’re short on usable insight,” says John E. Kosar III, who leads Transportation and Logistics at Sparq. “Most have the right tools. What’s missing is the connection that brings it all together.”

Learn how Sparq helps leaders solve this exact challenge in our Fleet Data Connectivity Overview.

What Disconnected Data Looks Like

In most fleets, the symptoms are easy to spot:

  • Maintenance alerts go unseen because TMS and telematics don’t integrate.
  • Operations and dispatch teams rely on texts and calls to connect the dots.
  • Finance can’t trace warranty claims or cost per mile with confidence.
  • Analysts build reports that are outdated before they’re even opened.
“Teams are forced into reactive mode — finding out about problems only after they hit the road,” notes Chris McRae, who manages a portfolio of clients within the sector. “Disconnected data keeps domain experts from making the best decisions consistently. It slows everything down.”

This fragmentation doesn’t just create frustration. It compounds risk. Maintenance issues turn into roadside breakdowns. Missed compliance data leads to fines. Customers lose trust in service reliability. Every inefficiency eats into already-compressed margins.

A McKinsey & Company study found that fleets leveraging connected telematics and predictive maintenance reduced unplanned downtime by up to 30% (McKinsey, “Driving Value from Fleet Telematics,” May 2023).

The Missed Opportunity

The irony is that most fleets already have the data they need to solve these problems — it’s just trapped in systems that weren’t designed to work together. Instead of fueling insights and automation, that data becomes a liability.

When telematics, TMS, and maintenance data flow through one unified foundation, it opens the door to a new level of visibility and control. Predictive maintenance, proactive compliance monitoring, and automated reporting all become achievable realities.

“AI is only as strong as the data that powers it,” explains Kenneth Cavner, Principal Consultant for AI and Data at Sparq. “We help fleets build the integration layer that connects those systems — turning fragmented data into intelligence that learns, adapts, and proves its worth.”

That integration layer is what Sparq delivers through its Fleet Data Connectivity Framework: connecting the data you already have to create actionable intelligence that drives uptime, safety, and efficiency.

How to Fix It

You don’t need to overhaul your entire tech stack to fix disconnected data — you just need to connect it. Here’s where to start:

  1. Diagnose the Disconnects.
    Map where your data lives — TMS, ELD, maintenance, telematics, finance — and where handoffs break down.
  2. Prioritize Business Outcomes.
    Focus integration on metrics that matter: uptime, cost per mile, and customer satisfaction.
  3. Unify Through Integration, Not Replacement.
    Build the connective tissue between systems using APIs and modern data tools, creating a single, trusted source of truth.
  4. Layer in Analytics and AI.
    Once connected, leverage analytics and AI to predict issues before they happen and automate routine workflows.

The ROI of Connection

For most fleets, even a 1% improvement in efficiency can translate to millions in annual margin. Connected data compounds small wins into measurable, lasting advantage — reducing downtime, optimizing routes, and keeping assets and teams performing at their best.

Fleets that fully integrate their data see measurable results:

Sparq helps transportation and logistics leaders build the integration layer their operations are missing — uniting systems, eliminating silos, and turning operational data into actionable intelligence.

Because when your data works together, so does your business.

Ready to turn disconnected data into measurable ROI?

Book a consultation

Sparq

Sparq is an AI-accelerated product engineering firm that drives business results for clients in industries including transportation & logistics and financial services.