About Fitness Test Lab
Evidence-based home fitness guidance from someone who understands optimization.
I'm Mario Guerra, a product engineer and founder of IgnitionAI, an AI and automation consulting business. My background in data-driven optimization informs how I approach fitness—cutting through marketing hype to find what actually delivers results.
Fitness Test Lab provides hands-on equipment reviews and evidence-based training advice. I test gear in real-world conditions and base recommendations on scientific research, not trends. Whether you're building a home gym or optimizing your training, I focus on practical solutions that work.

What I Do
Practical fitness guidance backed by science and real-world testing.
Evidence-Based Reviews
Fitness advice backed by peer-reviewed research and tested in real-world conditions to ensure effectiveness and safety.
Hands-On Equipment Testing
First-party reviews of home gym equipment put through rigorous use to verify quality, durability, and value.
Sustainable Strategies
Training approaches and habits designed for long-term consistency, not short-term fixes that don't last.
Optimized Results
Maximize your results with efficient strategies that respect your time and resources.
My Approach
How I evaluate equipment and develop training recommendations.
Research-Driven
All recommendations are based on peer-reviewed studies and established principles from exercise science and sports medicine.
Practical Testing
Equipment is tested over extended periods in real home gym conditions to assess durability, functionality, and value.
Adaptable Guidance
Training advice is designed to scale across different goals, experience levels, and equipment availability.
Transparent Reviews
Honest assessments that cite sources, acknowledge research limitations, and disclose affiliate relationships.
Explore the Content
Read equipment reviews and training guidance.