5 Ways I Help Biomedical Pros Use AI to Solve Real Problems

From workflow automation to prompt design, here’s how I support researchers and healthcare professionals with practical, no-code AI solutions.

If you’ve been following my Medium for a while, you’ll notice a recurring theme: I’m constantly experimenting with the intersection of biomedical expertise and AI-powered automation.

But here’s the important part — I’m not just learning new tools for the sake of learning them. I’m always asking myself:

As someone without an engineering background, how can I actually use AI to solve real problems in research or work?

If you’re a researcher, a medical professional, or someone curious about integrating AI into your daily workflow, this article is for you. I want to break down the areas where I can help - based on what I’ve learned, tested, and deployed myself.

Designing Research Automation Workflows

If you deal with large volumes of academic papers or repetitive research tasks, you’ve probably asked questions below:

• How can I automate my literature searches?
• Can I generate reports from findings without doing everything manually?

I’ve built workflows that do exactly this using tools like n8n, Gemini, and PubMed. Here’s what I can help you with:

• Set up automated pipelines that pull new papers from PubMed based on custom queries
• Run multiple layers of prompts to generate high-quality biomedical summaries
• Format the results into structured formats (like Excel or Google Sheets)
• Design user-friendly interfaces (even chatbots) for interacting with your research automation tools

This is more than just tool usage - it’s about knowing how to ask the right question so your AI can give you a usable answer.

Choosing the Right AI Tools and Integrations

With so many AI tools available, choosing the wrong one can waste hours or even weeks of your time.

I can help you quickly assess your situation and select the most effective setup:

• For beginners: Build workflows with tools like Make or simple n8n templates
• For intermediate to advanced users: Use custom-built nodes in n8n, integrated with Google Apps Script, OpenRouter APIs, or even Node.js servers
• Understand how API calls and webhooks work
• Deploy your solution on cloud services like Zeabur — no DevOps team required
• Use other online tools such as STORM (see introduction here) to quickly summarize your ideas

Whether you’re automating your lab report workflow or building a MVP demo, I can guide you through from prototype to deployment.

Prompt Engineering for Biomedical Use Cases

If you’ve been using ChatGPT or Gemini but find the answers too general or not rigorous enough, you’re not alone. Prompt engineering is critical - especially in a field like biomedicine where precision matters. I specialize in creating prompt structures that improve the depth, accuracy, and usability of AI-generated content for scientific work. Here’s how I can help:

• Refine your prompts so that models produce responses suited for scientific reporting
• Design multi-step prompt chains that simulate a researcher’s thought process
• Troubleshoot low-quality output and iterate toward more meaningful results
• Share real lessons learned from building DeepMed AI (read my article here and here) my own AI-powered research assistant

This is not about crafting fancy prompts — it’s about building prompts that deliver useful, repeatable results.

Personalized Learning Paths for Non-Engineers

I understand what it’s like to come from a wet-lab background and suddenly face terms like API, JSON, or webhook. It’s overwhelming — but it doesn’t have to be.

If you want to start learning AI integration or automation but don’t know where to begin, I can help you chart a learning path that’s practical and tailored to your current skills. I’ll help you:

• Choose between no-code vs. low-code approaches
• Prioritize foundational tools like n8n, Make, or Python
• Find the best resources - free courses, community forums, and beginner-friendly projects
• Build confidence through small, achievable projects instead of aimless trial and error

Summary: What You’ll Gain From Working With Me

If you’re in biomedical research, clinical work, or academic publishing, and you want to bring AI automation into your work, here’s what I offer:

• Practical, experience-based guidance - no theory, just real applications
• Solutions for real-life tasks, like paper summaries, data formatting, and internal tool building
• Non-coding alternatives for busy professionals who don’t want to become full-time developers
• Technical translation — I’ll explain APIs and workflows in ways that make sense to biomedical minds

Final Thoughts

My mission is simple:

Help people in biomedical and healthcare fields use AI tools in ways that actually solve problems.

You don’t need to become a prompt engineer or software developer. But in this era of rapid AI transformation, you do need someone who can help you bridge the gap.

If you’re feeling stuck, unsure where to start, or want help automating a workflow - I’d love to hear from you.

Feel free to leave a comment, DM me, or drop a message on LinkedIn or email. Let’s discuss your current challenges - and maybe, just maybe, I can help you turn them into opportunities.