The AI Aftertaste

What’s leaving so many founders quietly unconvinced? And, how to reintroduce good taste.
You've seen it. Most likely sitting in a meeting. Someone shares “their” AI-generated strategy, the brand concepts, or the innovative eight-point marketing plan. It looks well organized and it sure sounds smart. Everyone nods. Then the room goes flat, not even the founder can say why.
That feeling is the aftertaste.
A brand is what resonates with someone after they experience a company. AI, while good in areas, the output leaves a little something behind. That faint metallic finish: plausible, polished, and yet, forgettable.
Founders aren't resisting technology. They're noticing something’s missing
Founders we find aren't necessarily afraid of AI. They're underwhelmed by it. They’re reading the recommendations on LinkedIn, and see advice that could apply to almost any company in their category. That's because it was written for almost any company in their category.
AI is remarkably good at producing the most likely answer. But, your business was never built to be the most likely answer. Perhaps it exists because someone made unlikely choices, noticed what all the others missed, and built something with a particular character. One that stands apart. When a recommendation leaves all of that out, the founder senses it before they can explain it. The advice may be confident, but it doesn't know them or the company well enough..
In design, the most probable idea is RARELY the best one
The very same thing happens in creative direction. You can ask an AI tool to build you a brand and you'll get a competent compilation on what already exists. It’s clean, coherent, current, and just like the others.
For one of our clients, one defining brand element was a custom script built from her grandmother's handwriting. We legitimately were mailed manuscripts of recipes in her personal cursive script. That idea didn't come from a prompt, and it won’t. It came from a conversation. It came from listening long enough to hear what mattered. The ideas that give a brand its unique flavor lives in stories, in histories, and small human moments that never reach the AI prompt.
More options have created noise
AI makes it super easy to generate ten directions in mere minutes. That’s productive, right? But companies are rarely short on creating ideas. They were short on defining specifics about who they are, who they serve, and what should guide the next direction.
AI amplifies whatever you give it and praise you for it. Plain and simple. If you give it clarity, it can speed you up. If you give it a confused list of constructs, it hands the confusion back at speed, usually with better formatting, and it’s hard to argue with. That's exactly why some teams feel busier and still remain less certain at the same time.
So, what's actually missing?
Taste. Context. Judgment. Someone in the conversation with enough experience to say, "not that one," and enough stake in the outcome to care. AI models can suggest. It doesn’t sit across the table and help the founder decide what their company should stand for, or what it should refuse to be.
Getting to a better palate
The answer isn’t necessarily less AI or more AI. The answer is putting it in the right context. Here's how we approach it.
Clarity comes before tools. AI can't repair a story you haven't spent time working through. We start by building an understanding of what the business believes, who it serves, what element deserves protecting, and what hurdles are getting in the way. Once that's clear, every tool, human or machine, has something real to build from.
Automate the ordinary. Humanize the important. Let technology handle reminders, routing, follow-ups, and all the busywork that eats a team's calendar. Keep people engaged at the moments where judgment, empathy, and hospitality decide how a customer remembers you. Put AI on the dishes, not the dinner.
Use AI as the sketchbook, not the signature. Its power is for exploring, pressure-testing, and getting to a rough idea faster. The final call should always be a human who knows the business and has taste worth trusting.
Help people get better at being human. One of the most promising uses we've found is rehearsal. AI role-play lets employees practice difficult conversations before a real customer is standing in front of them. Technology doesn't replace the person. It prepares them.
Measure the finish. Beyond efficiency, ask harder questions. Do the customers walk away feeling better with the service? Does the team feel more capable or replaceable? Does the business still feel like it’s yours? Those answers don't show up on the ledger, but they help refine the shape whether people are glad you exist.
A clean finish
When you encounter good food, the dish leaves you wanting more. Good brands do the same. Technology can, and should, make that easier. It shouldn't leave everyone with a taste they can't wash out.
If your AI efforts have left a trail of noise rather than momentum, it might be time to take a step back, reinforce what good looks like, and decide what tools need tuning. Talk Through What's Next.