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Glossary Term

Prompt Engineering.

Learn what Prompt Engineering means in modern search and SEO.

Part of speechnounOriginLatin: promptus (ready, brought forth) + Greek: enginon (device, machine)

The practice of crafting inputs to AI language models to produce desired outputs reliably and accurately.

Prompt engineering is the art and science of designing inputs—prompts—to elicit optimal outputs from AI language models. Because LLMs are sensitive to how instructions are phrased, small changes in wording, structure, or context can produce dramatically different results. Skilled prompt engineers consistently produce high-quality, reliable outputs from the same model.

Core Techniques

Key prompt engineering techniques include few-shot prompting (providing examples in the prompt), chain-of-thought prompting (asking the model to reason step by step), system prompts (setting context and role), output format specification (requesting JSON, bullet points, etc.), and iterative refinement (testing and improving prompts based on outputs).

Prompt Engineering for Marketing

Marketers use prompt engineering to generate keyword-optimised content, create consistent brand voice across AI outputs, produce structured briefs, analyse competitor content, and scale content operations. A well-engineered prompt for SEO content generation includes target keyword, audience, desired length, tone, and structural requirements.

Articles about Prompt Engineering

Read more on the Aergos blog.

Hugging Face Models Used to Generate Deepfake Nudes of Women and Children
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Hugging Face Models Used to Generate Deepfake Nudes of Women and Children

A European nonprofit found that seven out of nine top image editing models on Hugging Face will strip clothing from photos of women and children using simple, unmodified prompts. The platform has policies against this content — but no platform-level enforcement to back them up. Here's what happened and what it means for AI trust and safety.

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Google Gemini Now Generates Personalized Images Using Your Photos and Gmail
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Google Gemini Now Generates Personalized Images Using Your Photos and Gmail

Google has expanded its Personal Intelligence feature in the Gemini app, letting eligible U.S. users generate deeply personalized images for free using context pulled from Gmail, Google Photos, YouTube, and Search. The update connects Personal Intelligence with Nano Banana and Google Photos, so users can prompt simple requests like 'design my dream house' without manually explaining their preferences. Here's what it means for your content strategy.

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Google Search Stayed Online During the Gemini Outage
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Google Search Stayed Online During the Gemini Outage

Google's Gemini AI product experienced several outages on June 11, 2026, but Search Engine Roundtable's Barry Schwartz confirmed directly with Google's VP of Search Engineering that AI Mode and AI Overviews were completely unaffected. It's a small but telling sign of how Google has architected its AI search features.

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AI Visibility Tools Compared: What Actually Works in 2026
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AI Visibility Tools Compared: What Actually Works in 2026

AI visibility tools are multiplying fast, and the differences between them matter more than the marketing copy suggests. Here's an honest, practitioner-level breakdown of what each platform actually measures, what it misses, and how to choose the right one for your stage and size.

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Should You Trust ChatGPT to Audit Your Website? An Honest Answer
AI SearchJune 1, 2026

Should You Trust ChatGPT to Audit Your Website? An Honest Answer

ChatGPT can do a lot of things. Auditing your website's technical health is not really one of them. Here's where it genuinely helps, where it will get you in trouble, and which tools to use instead.

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