You have seen this in every organization. A project starts with clear intent, but by the time it reaches the third team or the second automated system, the original goal is a ghost. This is not just a communication error. It is a structural failure where the friction of moving work between silos strips away the nuance required to execute it correctly.
In an era of agentic workflows, this entropy is becoming a silent tax on your speed. When you hand a task from a human to an AI, or from one agent to another, the loss of context forces the receiver to guess, hallucinate, or stall. You are not just moving work. You are losing energy at every junction. The goal is to minimize the number of handoffs and maximize the fidelity of the information that survives the transition.
Industry case01
The Marketing-to-Sales Data Leak
SaaS · CMO
A marketing team generated high-intent leads with rich behavioral context, but the CRM integration stripped the metadata before the sales team received the notification. Sales reps treated these as cold calls, leading to a 40% drop in conversion rates despite high lead volume.
Takeaway: Standardize the data schema across the entire funnel to ensure context survives the handoff.
Executive perspective02
The Agentic Procurement Gap
Manufacturing · CxO
I watched our procurement agents fail because the upstream inventory system provided raw numbers without the 'urgency' flag attached to the original request. The agents optimized for cost instead of speed, causing a production line stoppage.
Takeaway: Ensure your orchestration layer carries intent, not just raw data, across every automated handoff.
Before and after03
From Manual to Automated Handoffs
FinTech · PMO
We previously relied on email threads to move compliance checks between teams, resulting in constant 'what is the status' follow-ups. We moved to a unified state-machine where every handoff includes a mandatory context-summary block, reducing cycle time by 60%.
Takeaway: Replace informal communication with structured, state-aware handoffs.
Cautionary tale04
The Over-Engineered Approval Chain
Healthcare · CPO
A product team added four layers of automated 'quality checks' between design and engineering. Each layer stripped away the original design intent, resulting in a final product that was technically compliant but functionally useless to the end user.
Takeaway: Complexity in handoffs often masks a lack of trust, and it almost always destroys the original vision.