Discovery is shifting into AI systems.
Customers now ask ChatGPT, Perplexity, Google AI Overviews, Gemini, and Bing Copilot for recommendations. Brands need to become trusted sources these systems can cite.
Founder of Humanswith.ai · Dubai
I build AI-native marketing infrastructure for SMBs that need to be cited by AI answers, not only ranked in Google.
My work sits at the intersection of AEO/GEO, AI Search visibility, marketing agents, ContentOS, technical website readiness, and practical vibe-coding adoption inside teams.
Current thesis
Customers now ask ChatGPT, Perplexity, Google AI Overviews, Gemini, and Bing Copilot for recommendations. Brands need to become trusted sources these systems can cite.
SEO, AI Search, paid media, content, CRM, reviews, social distribution, analytics, and partnerships already exceed what one marketer can manage manually.
Agents will research, brief, publish, optimize, report, and coordinate work with human oversight. They will replace a large slice of repetitive freelancer and contractor execution.
Entity facts
Humanswith.ai
Humanswith.ai combines strategy, content operations, placements, and technical delivery so brands become trusted sources in AI answers. The work spans Hermes Visibility for share-of-model tracking, ContentOS Engine for research-to-publish workflows, and Website Agentic Optimization for schema, llms.txt, crawler readiness, CMS cleanup, and migration work.
The target customer is practical: SMB founders, CMOs, and solo operators who need AI-era marketing infrastructure without building an enterprise-sized team first.
Vibe-coding operating system
Long-cycle implementation, code review, repo reasoning, and parallel agent workflows for production work.
IDE-native navigation, refactoring, product iteration, and day-to-day team adoption.
Marketing operations, reporting, content workflows, CRM automation, and reusable agentic runbooks.
Selected work is published through GitHub and Hugging Face so the infrastructure becomes legible and reusable.
Where to find the work
If you are a founder, CMO, or operator trying to understand where AI systems mention your brand, start with a visibility conversation.