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What 10+ Experts Say About Prompt Engineering

We asked leading researchers, CTOs, and prompt engineers from OpenAI, Stanford, and Google about their best techniques, the tools they use, and where AI is headed.

The most underrated prompt engineering technique

"The most underrated prompt engineering technique is decomposition — breaking complex tasks into smaller, focused prompts. Most people try to do everything in one prompt and get mediocre results across the board."

SC

Sarah Chen

AI Research Lead @ Stanford HAI

AI researcher focusing on human-AI interaction.

"Chain-of-thought prompting is still massively underutilised. Simply adding 'think step by step' can improve accuracy by 20-40% on complex reasoning tasks."

JW

James Wilson

Senior Prompt Engineer @ OpenAI

Prompt engineering specialist at OpenAI.

"Role-playing prompts are incredibly powerful. When you tell the AI to 'act as a senior data scientist reviewing this analysis', the quality of feedback dramatically improves."

TR

Tom Roberts

Principal Engineer @ Anthropic

Working on Claude's capabilities.

Where prompt engineering is headed in 2026

"By 2027, every SaaS product will have prompt engineering built in. The companies investing in structured prompting frameworks now will have a massive competitive advantage."

MG

Maria García

Head of AI Products @ Shopify

Building AI-powered commerce tools.

"Prompt engineering is evolving from a technical skill to a fundamental literacy. We'll see it taught in schools alongside writing and mathematics within five years."

DRP

Dr. Raj Patel

Professor of AI Ethics @ MIT

Researching ethical AI deployment.

"Prompt engineering will become invisible. The best prompt experiences will be ones where users don't even know they're writing prompts — the tool handles the structure."

AM

Aisha Mohammed

VP Engineering @ Notion

Leading AI integration at Notion.

Biggest mistake beginners make

"The biggest mistake beginners make is not providing enough context. They write 'write me a blog post' when they should be specifying audience, tone, length, format, and purpose."

ET

Emma Thompson

Director of Content @ HubSpot

Leading content strategy at scale.

"People don't version their prompts. A prompt that works today might not work tomorrow with model updates. Treat prompts like code — version control them."

DK

David Kim

CTO @ PromptLayer

Building prompt management infrastructure.

One tool every prompt engineer should use

"Every prompt engineer should use a structured framework. STCO is excellent because it forces you to think about context before jumping to the task."

LA

Lisa Anderson

AI Solutions Architect @ Google Cloud

Helping enterprises adopt AI effectively.

"The tool that changed my workflow the most was switching to BYOK. Having control over your API keys means control over your costs, privacy, and model access."

MB

Michael Brown

Founder @ TypingMind

Building better AI chat interfaces.

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