March 16, 2026
8:00 PM - IST
Pipeline visibility has long been a persistent promise across CRM, revenue intelligence, and forecasting platforms, yet predictable revenue outcomes have remained elusive for most enterprises. Over the past decade, CRM platforms delivered unprecedented visibility into pipeline, activity, and deal progression. However, CROs have continued to face inaccurate projections, late-stage deal surprises, stalled pipelines, and misaligned go-to-market execution.
The discussion highlighted that the challenge is no longer data availability, analytics sophistication, or dashboard maturity. It is the growing disconnect between pipeline visibility and execution discipline.
It was clearly established that CRO technology strategy in 2026 will be judged not by license cost or seat count, but by revenue resilience, seller effectiveness, and forecast accuracy.
In this research-led CRO briefing, QKS Group analysts examined why pipeline transparency has failed to translate into predictable revenue outcomes, where CRM-led execution breaks down in practice, and what CROs must fix in sales operating models, governance structures, and revenue workflows in 2026. Drawing from SPARK Plus Buyer Intelligence, the session translated market signals, deal-level patterns, and execution gaps into actionable guidance for revenue leaders navigating tighter growth expectations and heightened forecast scrutiny.
This session cut through the noise around pipeline metrics and explained why a full pipeline does not always translate into predictable revenue. Attendees saw how real buyer behavior often diverges from what sellers report, where AI-based forecasts can mislead, and what CROs can do differently to regain confidence.
The session also provided clarity on how execution friction emerges across the revenue lifecycle, why traditional usage patterns reinforce observation rather than control, and how CROs must recalibrate systems, incentives, and governance to drive consistency at scale.
Attendees walked away with practical guidance on rethinking pipeline governance, inspection, and decision-making.
Why Pipeline Visibility Still Breaks
CRM-centric pipeline views reflect seller activity, not buyer intent or commitment
Forecasting models overweight historical close rates and underweight real-time deal risk
Stage-based pipelines mask deal stagnation, multi-threading gaps, and decision friction
Sales, pricing, legal, and finance continued to operate in silos despite shared revenue accountability
What Caused Revenue Surprises
'Healthy' pipelines were often inflated by dormant or low-intent opportunities
Stage-based forecasting masked actual buyer reality
Revenue systems tracked seller motion rather than buyer commitment
How Buyer Behavior Has Changed
Buying became collective, not linear, making traditional funnel models less effective
Increased deal scrutiny, longer consensus cycles, and hidden decision-makers impacted deal velocity
QKS Group analysts shared actionable guidance on:
Transitioning from activity-based pipeline inspection to buyer-intent-driven visibility
Strategically leveraging AI and predictive analytics
Aligning revenue operations, sales leadership, and go-to-market execution
Investing in tools that deliver real-time, actionable insights
Aligning incentives, process design, and CRM workflows around measurable execution outcomes
This session was attended by senior leaders accountable for revenue predictability and growth, including:
Chief Revenue Officers (CROs)
Heads of Sales, Revenue Operations, and GTM Strategy
Sales Enablement and Forecasting Leaders
Marketing and Customer Growth Executives
Watch the session on demand to gain access to QKS Group's SPARK Plus buyer intelligence and forward-looking revenue research. The session provides a clear understanding of why pipeline visibility alone fails, along with the concrete actions required to deliver predictable, defensible revenue outcomes in 2026.
Vice President - Research & Consulting
Umang Thakur serves as the Vice President of Research & Principal Analyst – Retail and E-Commerce at QKS Group, where he leads end-to-end research and consulting projects, utilizing QKS Group’s established research methodologies. In his role, Umang conducts briefings with executives and industry experts to identify key challenges, uncover best practices, and develop research products focused on pressing issues within the Retail and E-commerce sectors. Drawing on his extensive experience working closely with users, Umang leverages his expertise to analyze and predict both expected and unforeseen shifts in the Retail and E-commerce landscape, providing vendors and users with actionable insights to navigate these changes. His work involves transforming both quantitative and qualitative data into clear, actionable insights that guide business leaders in making informed decisions and strategic moves. With a strong combination of business acumen and intellectual curiosity, Umang excels in understanding the strategies, drivers, and goals of large, global clients, and translating these into valuable collaboration opportunities within the Retail and E-commerce space.
Associate Director, Customer Engagement Systems
Aaron Andrews is a strategic technology and content executive with more than 25 years of experience helping organizations navigate digital transformation, modernize operations, and unlock the value of data. He brings a rare blend of technical depth, business strategy, and executive storytelling?translating complex concepts in AI, cloud, cybersecurity, and enterprise systems into clear, actionable insights that drive measurable outcomes. Throughout his career,?Aaron?has led global teams across strategy, research, content, and technology initiatives. He has built and scaled digital communities serving thousands of executives and practitioners, produced high-impact multimedia thought leadership, and curated large-scale industry events designed to educate and inspire business and technology leaders. His work consistently bridges the gap between executive priorities and hands-on execution, enabling smarter decisions and stronger organizational performance. Aaron?has guided organizations through enterprise system transformations, business intelligence modernization, automation initiatives, and governance frameworks that strengthen compliance and data integrity. Known for aligning cross-functional stakeholders and mentoring high-performing teams, he implements scalable strategies that enhance customer experience, improve operational efficiency, and support revenue growth. A recognized industry thought leader and frequent conference speaker,?Aaron?has spent more than a decade cultivating collaborative professional networks that promote knowledge sharing, innovation, and inclusive leadership. His ability to foster community while driving strategic outcomes distinguishes his leadership style. At his core,?Aaron?is a connector?bringing together people, technology, and strategy to create clarity in complex environments. His client-first mindset, intellectual curiosity, and commitment to continuous learning define his approach and fuel his passion for helping organizations thrive in a rapidly evolving digital landscape.
