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
Search API Pricing Compared 2026

Search API Pricing Compared 2026

Per-query pricing for search APIs used in AI agents and RAG pipelines - Brave, Tavily, Exa, SerpAPI, Serper, Perplexity Sonar, You.com, Jina Reader, Firecrawl, and more compared at 10k, 100k, and 1M queries.

Speech-to-Text API Pricing Compared - 2026

Speech-to-Text API Pricing Compared - 2026

Per-minute and per-1000-minute transcription API pricing across OpenAI Whisper, Deepgram Nova-3, AssemblyAI, Google Chirp 2, Azure, AWS Transcribe, Groq, ElevenLabs Scribe, and more.

Structured Output JSON Schema Leaderboard 2026

Structured Output JSON Schema Leaderboard 2026

Rankings of LLMs and constrained decoding frameworks on JSON schema adherence benchmarks including JSONSchemaBench and BFCL v3, covering native APIs and open-source constraint engines.