Making commercial decisions with digital evidence

Published on
September 11, 2025
Read time
3 min
https://www.visfo.health/resource/making-commercial-decisions-with-digital-evidence
Contributors
Dr Max Noble
Chief Executive Officer
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One of the toughest balancing acts for any commercial leader is this: how do you move quickly enough to capture opportunity, without taking on risks that could damage your brand for years to come?

It’s tempting to think of speed and certainty as opposites: you can have one or the other, but not both. In reality, that is a false choice. The key is not slowing down, but finding smarter ways to de-risk decisions. And increasingly, the smartest way is by turning to structured digital evidence.

Why speed and risk often collide

Expansion decisions rarely come with perfect information. A product may look promising, the market might be buzzing, and the numbers might add up. But beneath the surface, there are always questions: What do patients actually think? Are there hidden safety signals? How would this product sit with our brand promise?

Traditionally, companies have leaned heavily on partner reports or commissioned surveys. These methods can be useful, but they are often slow, partial, and sometimes biased. By the time the results arrive, the market may have shifted.

That tension between acting boldly and protecting reputation is one I’ve seen time and again in conversations with commercial teams. Everyone wants to grow, but nobody wants to be the executive remembered for backing the wrong horse.

What digital evidence adds to the picture

Digital channels hold a wealth of signals that were invisible a decade ago. Patients leave detailed reviews on e-commerce platforms. Clinicians share their experiences in forums. Communities flag problems long before they make their way into official reports.

With the right tools, we can analyze these signals at scale and in real time. Natural language processing helps extract themes from thousands of reviews. Statistical benchmarks compare one product’s performance against competitors. Sentiment analysis highlights shifts in perception over time.

The result is not just a list of complaints, but a structured picture of risk. We can see which issues recur, how severe they are, and what they mean for brand alignment. Suddenly, commercial teams have a compass to navigate unfamiliar territory, without relying solely on a partner’s version of the story.

A client example

Take one of our clients, a global consumer health company exploring a white-label opportunity in a new international market. On paper, the product looked strong: widely used, well marketed, seemingly ready to slot into their portfolio. But they held themselves to high pharmacovigilance standards and were uneasy about relying solely on the manufacturer’s reports.

We stepped in with a digital evidence review. Our team scraped thousands of online reviews across foreign e-commerce platforms, capturing not only their product of interest but also several direct competitors. We clustered issues ranging from packaging faults to suspected side effects, then benchmarked sentiment, frequency, and severity.

What emerged was an unbiased, comparative risk profile. It identified unreported concerns, contextualized the product against the competitive set, and offered a clear recommendation on whether it met the brand’s standards. Armed with this, the client could make an informed decision that balanced speed and caution. They protected their reputation while still moving forward with confidence.

The bigger lesson for commercial leaders

The lesson here is that digital evidence does not slow you down. Done well, it accelerates decisions by removing uncertainty. It allows commercial teams to take bold steps into new markets, knowing that their choices are backed by real-world data rather than gut feel or selective reporting.

At VISFO, this is where we see our role: helping brilliant teams act decisively, but wisely. By combining consultancy with prototyped tools and live monitoring, we give clients both the speed to seize opportunities and the assurance that their brand is protected.

Because in the end, the real risk is not moving fast. The real risk is moving blind.

Click here to read the full success story.