
Seeing What Others Miss
Why Pharma Needs an InsightFull™ Approach to Strategic Intelligence
Creado por Mark Watson, MSc, MA; Samson Bakos, MSc
What you’ll learn:
Pharma teams are surrounded by vast, unstructured data that holds early signals of scientific and market change, but these insights often remain hidden without proper integration.
Klick’s InsightFull™ AI-powered engine combines AI scale with human expertise to transform complex, unstructured information into validated, actionable intelligence.
By uniting data streams across scientific, regulatory, and patient domains, a hybrid intelligence model enables pharmaceutical companies to anticipate shifts and make more informed, strategic decisions.
Every day, pharma teams face an expanding universe of unstructured data: social media posts, clinical trial abstracts, patent filings, investigator reports, regulatory submissions, market research, and public or professional discourse. Hidden deep within these sources are the earliest indicators of market shifts and scientific breakthroughs.
A subtle change in trial enrollment criteria, a small adjustment in a patent claim or a recurring patient concern are more than isolated details, they’re early markers of where markets, science, and sentiment are moving. When these signals are captured and connected, they provide the foresight needed to shape brand positioning and enterprise strategy with confidence.

The Unfinished Puzzle of Unstructured Data
Data is more than a record of the past; it reflects the present while offering a window into the future. Pharma teams rely on it to answer critical, time-sensitive questions:
Are there early indications of safety concerns that could affect adoption?
Which competitors are preparing to enter an adjacent therapeutic space?
How is patient sentiment evolving around a treatment category?
Which scientific pathways are gaining momentum in conference proceedings or patent activity?
These questions shape decisions about R&D investment, regulatory strategy, and market positioning. Yet, too often, the answers are obscured.
This is where blind spots emerge. Each function tends to monitor its own domain: scientific teams track mechanisms and endpoints, regulatory groups follow filings, and commercial teams listen for sentiment. Without integration, critical context is lost. A subtle change in trial design may never be linked to movement in patents and a surge in patient concerns may not reach the team best positioned to adapt strategy.

From Signals to Strategy
Closing these gaps requires more than traditional methods. Manual review captures nuance but collapses under scale. Pure automation handles volume but strips away meaning.
InsightFull is Klick’s answer to this problem. It’s an AI-powered engine that deciphers millions of unstructured documents and turns them into structured, decision-ready insights.
By blending machine intelligence with strategist oversight, InsightFull surfaces patterns, sentiment shifts, and competitive moves that traditional methods miss. Every output is validated by experts, compliance-ready, and delivered with the rigor pharma demands.
Instead of generic dashboards, word clouds, or prepackaged insights, teams receive tailored, evidence-backed answers that are both responsive and versatile, built around their specific business questions rather than assumptions. We deliver clear, actionable intelligence that enables them to make confident, informed decisions more quickly.

Closing the Gap
In a landscape where clinical, regulatory, patient, and competitive signals converge across unstructured data, the challenge is uncovering insights. By adopting a hybrid model that combines the scale of AI with the judgment of experts, organizations can unify fragmented data streams, accelerate early detection, and act with foresight rather than hindsight.
This hybrid intelligence empowers pharma teams to anticipate shifts in science, sentiment, and strategy long before they become obvious. It creates a competitive advantage rooted in agility, clarity, and confidence.
Learn more about InsightFull.
Klick Health is the world’s largest independent commercialization partner for life sciences and a leading full-service pharma marketing partner, serving as agency of record for leading pharma, biotech, and healthcare brands. Klick’s specialized offerings are rooted in deep medical and scientific understanding, including market insights, award-winning creative, and proprietary AI and data models to craft impactful brand narratives and seamless customer journeys. Backed by nearly 250 medical experts and advanced healthcare analytics, Klick delivers integrated marketing strategy and communications, from new product launch strategy to MLR review with real-world evidence, helping brands thrive in today’s complex healthcare landscape. Learn more at Klick.com.
Etiquetas
Autores

Mark Watson, MSc, MA
SVP, Innovation Consulting
Mark brings over 15 years of experience at the intersection of technology and design, helping healthcare organizations grow through innovation and data-driven strategy. He leads Klick Consulting’s Data Science pillar. Previously, he served as Creative Director at an award-winning communications agency, supporting the life sciences industry and at a major global consultancy’s Canadian analytics innovation center of excellence. Mark holds a BSc and MSc in Computer Science and an MA in Interdisciplinary Design Strategy, and has published work spanning algorithms, Human-Computer Interaction, and psychology.

Samson Bakos, MSc
Applied AI Developer
Samson Bakos is the principal technical architect of InsightFull™, Klick’s AI-powered engine. With an MSc in data science from UBC, he specializes in unifying classical data-science methodologies with cutting-edge generative AI techniques. His expertise spans generative AI, data analytics, machine learning, and software engineering, which enables him to create robust AI systems that maintain the rigor of traditional data science while leveraging modern AI for enhanced efficiency. He focuses on developing practical and secure AI solutions that deliver quantifiable business intelligence at scale.
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