Imagine a fictional thought experiment: A portrait appears on your screen against a pale wall. The face is evenly lit, the colors look soft, and the skin is very smooth. Beneath the image is just a short sentence: “My new favorite look.” What does this image actually tell us? Perhaps something about style, lighting and the mood it aims to convey. What it does not automatically reveal is which parts are unchanged, edited or digitally added.
The example is fictional and is not intended to describe a specific person. It illustrates a useful basic principle of visual literacy: A photograph is a representation shaped by choices—not a complete account of the situation in which it was created.
Lighting and perspective are already part of the composition
Even before a filter comes into play, the way a picture is taken changes what we see. A window to one side casts different shadows than even light from the front. A camera can be close or farther away; the frame can include a background or leave it out. Posture, distance and camera angle also shape the impression.
This does not mean that every carefully made image is deceptive. It means that every photograph presents a perspective. When looking at one, ask yourself: Where is the light coming from? What is outside the frame? Is this a spontaneous moment, a posed shot, or an image whose purpose I do not yet know? These questions help you notice a strong visual effect without mistaking it for the whole reality.
Not all filters are the same
“Filter” can refer to very different things. Color correction, for instance, changes an image’s mood; a soft-focus effect makes details less distinct; digital retouching can alter individual areas of an image. There are also generative tools that can create or add image content. These interventions differ in kind and extent. So the single catch-all term tells us little about what actually happened.
Often, a more helpful question than “Has this been edited?” is: “What kind of editing might be involved here—and how could I tell?” Sometimes there are visible clues; sometimes there are not. A smooth result alone proves neither a particular technique nor a particular workflow. If you did not edit the image yourself and cannot find reliable information about it, label your assumptions as assumptions.
Context adds another layer to the image
A portrait in an advertisement, a private snapshot and an illustration do not serve the same purpose. Context helps us understand whether we are looking at an everyday situation, a deliberately crafted aesthetic or a commercial depiction. The caption matters, too: It may explain that an effect was used, or leave open how the image was created.
Transparency is especially helpful when images are generated or substantially altered using AI. The European Commission explains the transparency obligations under Article 50 of the AI Act; its Article 50 FAQ provides an official overview. This does not mean that every edited portrait requires the same kind of label. Which requirements apply depends on the specific circumstances and the rules in force. When viewing an image, one simple question remains useful: Is the use of AI clearly disclosed?
A quick reading test for your feed
When a beauty image seems especially convincing, you can assess it with four questions:
- What can I be sure I see? For example, a tight crop, bright lighting or a particular pose.
- What am I only assuming? For instance, retouching or a digital effect for which there is no verified evidence.
- What context do I know? Who shared the image, with what accompanying text and for what purpose?
- What remains unknown? For example, the conditions in which it was taken, the editing steps or whether the use of AI was disclosed.
This test does not ask you to reject every image with suspicion. It helps you distinguish observation from inference. That way, you can enjoy a striking style while recognizing that the image does not supply every answer.
More curiosity, fewer snap judgments
Digital images can inspire, unsettle or simply entertain. Viewing them becomes problematic mainly when a carefully crafted image is silently treated as the standard for real, ever-changing everyday situations. A feed shows selected moments; it is not a complete collection of how people look or present themselves.
So, the next time you see a portrait, try putting two sentences side by side: “The image makes me feel …” and “What I know about how it was made is …”. The first can be personal and spontaneous. The second should be limited to what is actually known. The space between these sentences is a useful one: enough to read images attentively without turning an impression into a certainty.
