How to Spot AI-Generated Content: A Practical Detection Guide

The ability to identify AI-generated content is becoming as important as basic media literacy. Here's what to look for.

AI-Generated Text

Red Flags - **Excessive hedging.** "It's important to note that..." and "While there are many perspectives..." appearing repeatedly. - **Perfect structure, empty substance.** Well-organized paragraphs that say very little when you read closely. - **Generic examples.** AI tends to use the same illustrative examples ("For instance, a small business owner might..." or "Consider a teacher who..."). - **Confident claims without sources.** Specific-sounding statistics or facts with no attribution. - **Unnaturally even tone.** Human writing has personality, inconsistency, and voice. AI writing is often smoothly, blandly competent.

Detection Tools Tools like Hive Moderation can help detect AI-generated text, but they're imperfect. False positives are common, especially for well-edited text. Use them as one signal, not a definitive answer.

AI-Generated Images

Red Flags - **Hands and fingers.** AI still struggles with hands — look for extra fingers, impossible joint angles, or blurred hand areas. - **Text in images.** AI-generated text within images is often garbled or nonsensical. - **Background inconsistencies.** Objects that merge into each other, architecture that doesn't make physical sense. - **Skin texture.** AI-generated faces often have unnaturally smooth or waxy skin. - **Symmetry.** AI faces tend to be more symmetrical than real faces.

Deepfake Video and Audio

Red Flags - **Lip sync issues.** The mouth movements don't quite match the audio. - **Lighting inconsistencies.** Shadows that don't match the apparent light source. - **Edge artifacts.** Blurring or distortion around the edges of faces, especially when the person moves. - **Unnatural blinking.** Earlier deepfakes had issues with blinking patterns, though this has improved.

The Meta-Skill

The most important detection skill isn't technical — it's skepticism. In a world where any image, text, or video could be AI-generated, the question to ask isn't "Is this AI-generated?" but "Do I have reason to trust this source?"

Source verification, contextual evaluation, and healthy skepticism are the foundations of AI-era media literacy.