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Without Reliable DAQ Data, Your PoC Is Just a Guess

In any innovation lifecycle, the Proof of Concept (PoC) phase is a pivotal moment. It’s where bold ideas meet real-world conditions and either break through or break down. But there’s one universal truth we’ve learned through years of working with engineering teams across sectors: without reliable data, your PoC is little more than an expensive experiment.

At ODOSOLUTIONS, we believe PoC trials should be treated with the same rigour as production-grade systems, because the decisions made at this stage will shape the entire future of your product. That belief reinforced our recent collaboration with pulse charging technology leader TAE Power Solutions, where we helped accelerate next-generation battery charging innovation through data integrity, system resilience and real-time insight.

Proving pioneering tech under pressure

TAE Power Solutions, a division of TAE Technologies, is redefining pulse charging technology to boost lithium-ion charging efficiency across chemistries. But at the PoC stage, even breakthrough ideas are just potential. To prove viability, TAE needed a robust, round-the-clock test environment; one capable of delivering continuous 24/7 remote access, resilient data logging (even during network outages), and real-time alerting and control to mitigate risk.

Its test rigs had to run autonomously, without bottlenecks or the safety net of manual oversight. Without remote monitoring and live alerting, the risk wasn’t just to equipment or facilities, it was to progress itself. Missing or corrupted data at this stage could have meant weeks of lost work and revalidation.

Decalog connected for DAQ data logging
The versatile Decalog connected for Data logging

Data-led validation with Decalog

When TAE set out to strengthen its PoC operations, the team knew that fast iteration alone wasn’t enough, they needed confidence in the data behind every decision. To support that, they turned to our Decalog series, built for high-integrity engineering environments.

The shift was immediate. Real-time alerting meant anomalies were flagged as they happened, giving engineers the chance to respond before issues escalated. With remote control capabilities, teams could monitor and adjust systems around the clock, from anywhere in the world.  A significant advantage for globally distributed operations.

Even when connectivity dropped, standalone logging and auto-sync features ensured that data remained complete and traceable. And with customisable dashboards in place, everyone, from frontline engineers to senior leaders, had a clear view of how systems were performing all in one place.

Why PoC demands better data

The PoC phase is often underestimated, yet it’s one of the most critical moments in the product development lifecycle. This is the stage where ideas transition into viable candidates for scale and where engineering leaders are faced with high-stakes decisions about investment and future direction. Without access to real, reliable data, these decisions become guesswork.

Poor data practices during a PoC can have serious consequences. They can lead to misdiagnosed technical issues or overlooked performance limitations, ultimately slowing down progress. 

Innovation cycles may be delayed because datasets are incomplete, inconsistent, or unreliable. In certain sectors, failing to monitor key thresholds in real time can also raise serious safety concerns. And as the product scales, poor data foundations can make future growth more costly and complex.

In contrast, a PoC environment that’s properly instrumented sets projects up for success from the outset. It allows teams to validate ideas more quickly through rapid iteration cycles. Design decisions are more accurate because they’re based on real usage conditions rather than assumptions. The underlying data infrastructure is built to scale alongside the product, avoiding rework later on. Just as importantly, stakeholders gain early visibility into performance, helping build confidence and alignment across the organisation.

Lessons for engineering leaders

Our experience with TAE reinforces a key message: if you want your innovation to succeed, start with a data system built for scale, resilience and transparency. You wouldn’t build a prototype without considering safety or cost-efficiency, so why treat data differently? Engineering R&D environments that prioritise automated monitoring, remote access and real-time alerts, dramatically accelerate progress.

As TAE’s team put it: “We’re only using a fraction of what the ODOS system can do, but it’s already giving us everything we need to move faster with confidence.” We don’t believe in minimum viable monitoring at ODOSOLUTIONS and PoC shouldn’t be a shortcut, but a blueprint. Get the data right here and everything that follows will be clearer, faster and ready to scale.

For engineering leaders navigating the high-stakes world of R&D, PoC success hinges on more than the brilliance of your idea. It depends on generating data you can trust and that stakeholders can confidently sign off on.

In most organisations, progress is a team effort across engineering, finance, safety and strategy. And to pass each decision gate with confidence, you need more than potential – you need proof.

As the proverb goes: If you want to go fast, go alone. If you want to go far, take others with you. Robust data brings everyone along. It aligns teams, secures buy-in and builds the momentum to move from PoC to production.

Find out how ODOS can make a difference in your work. Reach out today, and let’s talk about it.