AI Tool Reviews
I test AI products on real writing, coding, research, and content workflows, then explain where each tool is actually useful and where it still falls short.
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SEO · Blogging · AI Tools
SEO Expert
Helping bloggers and businesses grow with SEO, content strategies, and AI-powered tools.
This site is a working notebook for AI tools, SEO experiments, blogging systems, and small web utilities I build or use myself.
I test AI products on real writing, coding, research, and content workflows, then explain where each tool is actually useful and where it still falls short.
Explore section →The blog focuses on practical content strategy: search intent, article structure, answer-friendly sections, and updates that help pages become more useful over time.
Explore section →I build small utilities for writers, students, developers, and job seekers. Most tools run in the browser and avoid sign-up friction or unnecessary data collection.
Explore section →In-depth articles on SEO, blogging, and AI

Google's Gemini 2.5 Pro topped every benchmark this month. I forced myself to switch from Claude for 5 full days on real work. Some things genuinely impressed me. One thing annoyed me every single day.

Vibe coding means describing what you want and letting AI write the code while you barely read it. I tested this seriously on real projects for two weeks. Built some things fast. Also broke something in production. Honest account.

Meta dropped Llama 4 this month — open weights, free to use, better than Llama 3 by a real margin. I've tried it on meta.ai, through Groq, and locally on my machine. Here's the honest experience of each.
Lightweight tools for checking drafts, SEO readiness, resume gaps, and writing length without creating an account.
I use this website to publish the kind of notes I wish I had while testing AI products, building small tools, and improving content workflows. The goal is not to list every new app that launches. The goal is to explain what worked in real projects, what wasted time, and what I would change before recommending it.
I also keep core pages public and easy to reach: about, contact, privacy policy, terms, blog, and tools. That makes the site easier for readers to understand and easier for crawlers to evaluate as a real publication instead of a thin template.
Most articles start from something I have personally tried: an AI coding editor, a research workflow, a content creation tool, or a practical SEO problem. When I write a review or comparison, I try to include the use case, the tradeoffs, and the kind of user who should avoid the tool.