Most people do their research before joining a company. They read the about page. They look at the leadership team. They check Glassdoor — most recent first, lowest rated second — and scroll through LinkedIn posts about culture and values and building something meaningful. They build a picture from the outside.
Then they spend the first six months discovering the actual company.
Not the bad version. Just the real one. The one where design is respected but engineering makes the calls. Where sales closes everything and product cleans it up. Where the company says product-led but the roadmap is whatever enterprise asked for last quarter. The story they told wasn’t wrong. It just wasn’t complete.
And here’s the part nobody says out loud: the gap isn’t always on the company. Sometimes you walked in with the wrong read on where you were in your career. Sometimes the role fit but the function didn’t. Sometimes you needed more room than you knew how to ask for. The mismatch is almost never just one-sided. I’ve been there. Walked into a company convinced, based on the interviews, the brief from my manager, every signal I had, that I was there to drive change. A year later, political capital spent, I started seeing the pattern. There had been people before me with the same mandate. Same title, same charge, same wall. The door wasn’t going to open. Not because of me, not because of them. Because the function I was trying to move was the power center of the company. I was coming at it from the wrong side of the org chart. Nobody moves that from the outside. I just didn’t know that going in.
The story a company tells is aspirational. The function it runs on is structural. Knowing both, and knowing which one you need, is the actual career skill.
That’s what the Career Decoder is trying to get at.
The tool asks for the company and your context, whether you’re inside it or evaluating it, what you’re trying to figure out. Then it looks at three things at once: what the company says versus what it does, whether your function actually has leverage there, and how mature they are with AI. Not whether they have an AI strategy slide in the all-hands. Whether AI is changing how work actually gets done, where they’re investing in people, and what they value versus what the job description still says.
The story a company tells is aspirational. The function it runs on is structural. Knowing both, and knowing which one you need, is the actual career skill.
This is the third experiment I’ve built around AI, work, and people. The Symposium used AI to sustain disagreement instead of flatten it. What Companies Value used it to read the gap between what organizations say about people and what their actions show. Career Decoder is the same instinct one level down. Use AI not to hand someone an answer, but to surface something that’s genuinely hard to see from inside a career or outside a company you haven’t joined yet.
The AI maturity piece is the newest part, and the part I find most interesting. Most career advice treats AI like a checkbox. Does the company use it? But that’s the wrong question. The real one is structural: is AI changing what they actually value in people? Which functions are gaining ground and which are being quietly automated away? Companies moving fast on this often look strange from the outside right now. The job descriptions haven’t caught up. The org chart doesn’t reflect where work is actually happening. That gap is worth reading before you walk in.
Because what nobody is really talking about, past “use AI or get left behind,” is what this transition means for a specific person, in a specific role, at a specific company right now. AI is reshaping which skills compound and which ones quietly stop mattering. It’s changing who has leverage inside organizations faster than the titles and teams have updated. For a lot of people that’s disorienting in ways that are hard to name, let alone navigate. The advice on offer is broad by design. Upskill. Adapt. Stay curious. None of that is wrong. It’s just not a map.
Career navigation has always been pattern-matching against invisible structure. People move to get more autonomy and land somewhere with the same dynamics under a different brand. The new place says the right things. But saying it and running on it are different. And often the person taking the role had some sense of that going in. They just didn’t have a clean way to think it through before they signed.
That’s the gap I’m interested in. Not telling people what to do. Giving them a sharper read before they decide.
The Career Decoder is an experiment. I don’t know yet what it’s becoming. But the question it starts from — what does this place actually run on, what do you actually need, and how is AI changing both of those answers right now — might be the cluster of questions nobody is asking together.
Ian Alexander
VP of Design — writing on leadership, AI product strategy, and building teams that ship.