One model was cheaper. Helm found the bug it missed.
A controlled SmartRewrite benchmark gave Helm an awkward result: fixed GPT-6.1-Sol High was far more efficient, but Helm's independent verifier found and repaired a real concurrency defect the single-model run missed. That evidence reshaped Helm v0.8.1.
Search Has Moved From Ranking to Recommendation
SEO still matters, but search visibility now has to account for answer engines, generative systems, language models and agents. The work has moved from ranking alone to recommendation confidence.
I named the problem. Then I built the fix.
AI models do not fail on your schedule. They change state, get deprecated and quietly put your product at risk. I gave that risk a name, then built Zombify to catch it before users do.
TEO: Tell Engine Optimisation — Why Brands Must Optimise for Answers, Not Searches
For more than two decades, search shaped how we designed, wrote, and explained our businesses online. We chased rankings. We structured content for algorithms. We celebrated every small climb up the ladder. But that beha
Your Website Might Already Be Invisible
AI Visibility for Websites: Why Your Site Might Already Be Invisible Most websites look great. Yet to AI assistants, many are completely invisible. That’s why AI visibility for websites is now critical for brands that wa
Learn why primary research should qualify direction, not define it.
What if we’ve been using research the wrong way all along? During my Bachelor of Communication Design, I stumbled upon a simple shift that changed how I work. It still guides Pixelhatch today: strategy first, creative wi
