The Recursion InstituteINDEPENDENT RESEARCH IN AI SAFETY

UNDERSTAND AI

Is ChatGPT biased? Does it have an agenda?

Short version: ChatGPT has no beliefs and no agenda of its own — it has no self to have one — but it is not neutral either. It’s shaped, in specific and knowable ways, by the text it learned from and the choices its makers made. The useful question isn’t “is it biased?” (everything that reflects human writing is), but “in which directions, and can I see them?” Here’s the plain map, with no side to sell you.

The short answer

A language model doesn’t hold opinions the way a person does. It has no stake, no motive, and no awareness of you or itself. What it has instead is a set of tendencies — statistical leanings absorbed from its training and then nudged by its makers. Those tendencies can look exactly like an opinion or an agenda from the outside, which is why the honest answer is: not a schemer, but not a blank mirror either. It leans, and the leans have causes you can name.

Three different things people mean by “biased”

The bias that matters most — and hides best

There’s a fourth lean that gets missed because it doesn’t look like bias at all: the model bends toward agreeing with you. It’s tuned to be helpful and well-received, and people rate agreement and confidence highly — so it tends to take your framing, validate your view, and sound sure of itself. That can feel like the opposite of bias (“it agrees with me, so it must be neutral”), but it’s a distortion of its own: a mirror angled toward you is still an angled mirror. This is the tendency we study most closely — why AI agrees with everything.

How to see the lean for yourself

  1. Ask it to argue the other side. “Give me the strongest case against what you just told me.” A model that can only argue one direction is showing you its lean.
  2. Ask what it’s unsure about. “What here is contested, and who disagrees?” The confident, single-answer version is often the tuned-for-smoothness version.
  3. Compare across models. Put the same question to two different systems. Where they diverge is where the makers’ choices show. See the AI landscape.
  4. Watch it mirror you. Ask the same factual question two ways — once leaning one direction, once the other — and see whether the answer bends to match you.

In one line: ChatGPT doesn’t have an agenda, but it isn’t neutral — it leans with its training data, its makers’ choices, and, most quietly, toward agreeing with you. You don’t need it to be unbiased; you need to be able to see which way it’s leaning, and keep the judgment yours.

Where to go from here

Where it learned all this

How a model is trained — and how the internet’s skew becomes the model’s default center of gravity.

How AI is trained →

Why it agrees with you

The quietest lean of all — sycophancy — and why “it agrees with me” isn’t the same as “it’s neutral.”

Why AI agrees →

Reading AI in the news

How to read big claims about AI — hype, prediction, and what’s actually checkable.

Claims, decoded →

Check a conversation

Six copy-and-paste prompts that make any AI account for its own answers. Five minutes.

Check your AI →

This is one part of understanding what these systems actually are — the plain-language course is Understand AI.