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 Research Assistants in 2026 - 6 Tools

Best AI Research Assistants in 2026 - 6 Tools

Hands-on comparison of Elicit, Consensus, Perplexity, SciSpace, Anara, and Semantic Scholar - six AI research assistants with verified pricing, honest strengths, and specific use-case guidance.

Best AI Legal Tools in 2026 - Contract Analysis

Best AI Legal Tools in 2026 - Contract Analysis

Detailed comparison of Harvey AI, Clio Duo, Lexion, Ironclad, and Spellbook - five AI legal tools covering contract analysis, drafting, and review with verified pricing and honest assessments.

Best AI Tools for Financial Advisors in 2026

Best AI Tools for Financial Advisors in 2026

Detailed comparison of Jump, Holistiplan, Nitrogen, MoneyGuidePro, and Orion Denali AI - the tools reshaping how advisors handle meetings, tax planning, risk, and client reporting.

Best AI Sales Automation Tools in 2026 - 6 Tested

Best AI Sales Automation Tools in 2026 - 6 Tested

A hands-on comparison of the six best AI sales automation tools in 2026 - covering Instantly, Smartlead, Lemlist, Clay, Apollo, and Outreach on pricing, deliverability, AI features, and the use cases where each actually wins.