Most CEOs start their AI planning in the wrong place. They start with a tool. A demo catches their eye, a peer recommends a platform, or a vendor makes a compelling pitch, and suddenly the conversation is about which AI product to buy instead of what the business actually needs it to do.
That instinct is understandable. AI moves fast, the coverage is everywhere, and standing still feels risky. But in a recent Chief Outsiders webinar on the highest-value ways AI can transform marketing and sales, fractional CMO Gokce Sezgin named that instinct as the single biggest mistake she sees organizations make right now: starting with the technology instead of the business problem.
Before any AI conversation gets useful, there's a more basic one to answer: what's actually broken?
Sezgin points to a short list of commercial constraints that tend to be the real story behind an "we need AI" conversation:
None of these are AI questions. They're business questions. And that's the point. Once you know which one is actually costing you, AI stops being a category you're shopping in and becomes a specific answer to a specific problem.
This is where the mapping gets practical. A lead conversion problem points toward AI that can analyze funnel performance, improve lead scoring, and personalize prospect engagement. A retention problem points toward AI that can flag churn signals early enough to act on them. A sales productivity problem points toward AI that automates research, content creation, and the administrative work that eats into actual selling time.
The tool follows the constraint. Not the other way around.
Sajal Sahay, another fractional CMO at Chief Outsiders on the panel, sees a related pattern across nearly every SMB engagement he takes on: teams are already sitting on more software than they use well.
In his experience, most companies are only tapping into a fraction of what their existing tech stack can do, even before AI enters the picture. Layering on another subscription without fixing that underuse doesn't solve anything. It just adds another line item.
The companies getting real value from AI right now aren't treating it as a standalone initiative with its own budget line and its own committee. They're treating it as an accelerant for growth work they were already doing. It doesn't replace a strategy. It removes friction from executing one.
That distinction shows up clearly in how AI actually gets used well: faster decisions, more productive teams, stronger customer relationships. Not AI for AI's sake, but AI in service of a business outcome someone can actually point to.
If you're a CEO weighing your next AI move, skip the platform comparison for a minute. Name the constraint first. Is it conversion? Retention? Cycle time? Visibility? Pick the one costing you the most right now, and let that answer determine what you go looking for, if you need to go looking at all.
Executive takeaway: The tool isn't the strategy. The constraint is.
This is just one piece of a much longer conversation. Watch the full webinar, Highest-Value Ways AI Can Transform Marketing & Sales below, for the complete discussion with Sajal Sahay, Gokce Sezgin and Angela Hill.
Watch the full video:
| Sajal Sahay Partner & CMO Chief Outsiders |
Gokce Sezgin CMO Chief Outsiders |
Angela Hill Partner & CMO Chief Outsiders |