James Kowalski

James Kowalski

AI Benchmarks & Tools Analyst

James is a software engineer turned tech writer who spent six years building backend systems at a fintech startup in Chicago before pivoting to full-time analysis of AI tools and infrastructure. His engineering background means he doesn't just read the spec sheet - he runs the benchmarks, profiles the latency, and checks whether the marketing claims hold up under real workloads.

He studied Computer Science at the University of Illinois at Urbana-Champaign, where he first got hooked on natural language processing during a senior research project on sentiment analysis. He later completed a certificate in data journalism from Northwestern's Medill School.

At Awesome Agents, James owns the leaderboards and tool comparison coverage. He maintains the site's benchmark tracking methodology and is the person who actually runs the numbers before publishing any ranking. He is also an open-source advocate and contributes to several projects in the LLM inference space.

Based in Chicago, IL.

Articles by James Kowalski
Best AI Cold Email Tools for Outreach in 2026

Best AI Cold Email Tools for Outreach in 2026

The best AI cold email tools in 2026 - comparing Instantly, Smartlead, Lemlist, Apollo, and Reply.io on deliverability, AI personalization, pricing, and which use case each one fits.

Best AI Coding Tools with Real Free Tiers in 2026

Best AI Coding Tools with Real Free Tiers in 2026

Which AI coding assistants offer genuinely usable free tiers in 2026 - comparing Windsurf, GitHub Copilot, Cursor, Antigravity CLI, and Continue.dev on limits, features, and where each one runs out.

Best Free AI Writing Tools in 2026

Best Free AI Writing Tools in 2026

The best free AI writing tools in 2026 - covering general LLMs, dedicated writing tools, and grammar editors with real daily and monthly limits.