It's Not the AI They're Side-Eyeing

When you start turning out sharper work in half the time, you brace for praise. What you get is the side-eye. And the resentment usually isn't about the tool in your hand — it's about what your speed says about everyone who isn't moving that fast yet.

I use AI to do real work, and it shows — more focused output, faster turnaround. In the rooms I sit in, including volunteer and committee work that has nothing to do with my day job, that's started to draw a particular kind of look. Not "how'd you do that." More like "who do you think you are." And almost none of it is a critique of how I use the tools — most of the people giving the look couldn't tell you what the tool even is. So if it's not about the work, what's it about?

it's not about the tool

There's a name for the reflex: tall poppy syndrome — the urge to cut down whoever's standing taller than the field (HRDQ-U). The research on it is almost reassuring: it rarely comes from malice. It comes from insecurity and comparison. When one person's output jumps, it doesn't read as "good for them." It reads as a threat to everyone measuring themselves against the old pace.

Stack AI on top of that and it sharpens, because there's a second fear underneath. More than three-quarters of workers say they've watched senior colleagues push back on new tech (CFO.com). And the studies are consistent that the pushback isn't really about being old or stubborn — it's fear: of being made obsolete, of losing control, of a skill someone spent thirty years building suddenly mattering less (why teams resist AI). When they look at your speed, they're not seeing a tool. They're seeing the clock on their own relevance.

the knowledge gap makes it worse, not better

Here's the part I've personally gotten wrong. When someone judges your tech use without understanding the tech, the tempting move is contempt — they just don't get it. That instinct is a trap. It's true, and it's useless, and it turns you into exactly the arrogant figure their fear already cast you as. The gap is real — most people side-eyeing AI couldn't define it — but "they're ignorant" isn't a strategy. It's just a way to feel right while the room turns against you.

what actually helps

Most of it is counterintuitive, because it's about them, not the work:

1. Lead with their concern, not your competence. There's a Chris Voss idea I keep in my notes: in a tense room, people don't care about your credentials — they care whether you understand their situation. The fastest way to lower the temperature isn't proving you're good with AI; it's naming, out loud, the thing they're actually worried about — that this changes the game they're good at. Aim for "that's right," not "yes."
2. Make the win shared and visible, not personal and mysterious. The data on AI productivity is blunt: individual gains breed resentment when the work is invisible and the benefit is one person's (UC Today, 2026). The fix is coordination — show the workflow, hand people the time you saved, quantify it, make it theirs. A gain nobody else can see or use is just a reason to resent you.
3. Know when to retreat. Another one from my notes — a chess habit: the hardest move to find is the one backward. Sometimes the strongest play in a room that isn't ready is to do less visibly, build the position, and let the result speak later. Position before submission. You don't have to win every room the day you walk into it.
4. Bring people along instead of leaving them behind. Nearly half of workers say the single most effective thing for adoption is better training for everyone (CFO.com). Resentment drops the moment "the thing he does" becomes "the thing we can all do." You go from threat to on-ramp.

and if you're the one feeling behind

If you're on the other side of this — watching someone move fast and quietly deciding the whole thing is hype or cheating — here's the part nobody's bothered to offer you: a way in that doesn't require becoming a "tech person." You don't have to understand how an engine works to drive the car. Start here.

• Pick one annoying task, not "AI." Don't try to learn the field. Take one thing you do every week that you can't stand — drafting the same kind of email, summarizing a long document, cleaning up messy notes — and hand just that to a tool like ChatGPT, Claude, or Copilot. One task. See what happens.
• Talk to it like a new coworker, not a search box. Give it the context a person would need: what you're doing, who it's for, what you want, what you don't want. The more you'd have to tell a sharp new intern, the more you tell the AI. Vague in, vague out.
• Ask for a draft, never the final word. You stay the editor. Its job is to get you to 70% in two minutes so your time goes to the 30% that actually needs you. The judgment stays yours — that's the part that doesn't automate.
• Make it meet you at your level. This is the cheat code for the "I don't get tech" feeling: tell it "explain this like I've never seen it before" or "what am I missing here?" It will, every time, and nobody's watching you ask. That one habit closes most of the gap by itself.
• Don't trust it blindly — it's confident even when it's wrong. Treat every answer like a fast intern's first draft: useful, and unverified. Check anything that matters. Your skepticism is an asset here, not a reason to stay out.
• Keep the sensitive stuff out. Don't paste anything private, confidential, or regulated into a public AI tool — same rule as not emailing it to a stranger. Learn on low-stakes work first.

That's the whole on-ramp. Not a course, not a certification — one task, a real conversation, and the habit of checking the output. The people moving fast didn't find a secret. They just started.

from my own bench

Straight about my own slip: my first instinct when I catch the side-eye is to get quietly smug. I understand the thing they're scared of. And every time I let that show — even a little — it confirms exactly what they already believed about the guy with the AI. The work earns me nothing in that room; the posture costs me. What actually works is boring: stay useful, stay humble about the tool, share the win, and let people arrive at their own pace. The speed is mine. The patience is the part I have to keep choosing.

the bottom line

The resentment isn't a referendum on your tools. It's fear wearing a skeptical face — fear that the ground moved and nobody asked first. You can be dead right about the technology and still lose the room, and being right won't save you.

The move isn't to hide what you can do, and it isn't to lord it over anyone. It's to make your speed feel like something that's for them — and then actually hand them the ladder. Everything under "feeling behind" up there is the ladder. Use it, or pass it to someone who's been giving you the side-eye. Either beats being right alone.

— Dru Edwards