HubSpot’s new AI-powered workflow documentation is a promising feature. With just a click, it can generate a plain-language summary of what a workflow does. For RevOps teams managing dozens or hundreds of automations, this type of functionality is a welcome addition.
But documentation is not a task to defer. And backfilling what should have been defined up front is rarely a substitute for strategic clarity.
When workflow strategy is lacking, AI-generated summaries can simply reflect that confusion. At best, they provide breadcrumbs. At worst, they reinforce existing misalignment.
In fast-paced environments, it’s not unusual for workflows to be built in response to urgent needs. While this agility can create short-term efficiency, it often introduces long-term complexity. Over time, layers of undocumented or duplicative workflows can create friction points that are difficult to diagnose and even harder to scale.
In our experience, automations that lack clear documentation or defined ownership tend to:
What initially saves time can eventually become a barrier to collaboration and adaptability. This doesn’t mean every automation needs to be perfect from day one but a proactive approach to documentation can prevent the need for reactive cleanups down the line.
1. Backfilling is not a substitute for documentation.
While AI-generated summaries can offer useful context, they don’t evaluate whether the workflow is still relevant, strategically sound, or well-integrated. Human insight remains essential.
2. Workflow summaries are not strategy artifacts.
These summaries describe what exists today, not the intent behind it or the broader revenue mission it supports. It can’t capture the business logic that should guide automation decisions.
3. Documentation is a starting point, not a safety net.
When teams take the time to articulate what a workflow is meant to achieve, they create alignment. When that clarity is missing, automation often becomes an isolated fix rather than a connected solution.
At HarvestROI, we view automation as an extension of operational clarity, not just a convenience. Our approach is designed to support long-term scalability and cross-functional transparency. That includes:
Conducting regular automation audits to proactively address technical debt
We do leverage AI tools to streamline and support these practices, but we treat them as part of a larger framework rooted in strategic design.
If you're looking to bring more structure to your HubSpot automation, here are a few questions worth asking:
These are often the indicators of automation that can grow with your business, or become a bottleneck when scale hits. If any of these give you pause, this is the kind of clarity HarvestROI was built to help deliver.
HubSpot’s AI-powered documentation can be a helpful tool, particularly for uncovering legacy logic and reducing onboarding friction. But it doesn’t replace the strategic intent that makes automation work across teams.
For RevOps teams looking to scale automation without scaling confusion, the foundation is still the same: clarity of purpose, defined ownership, and shared context.
When those elements are in place, automation becomes an enabler, not a liability.
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