services
AI generates content. I provide human judgment.
I will review, validate, and reality-check AI outputs that require human context, ethics, cultural understanding, or strategic thinking.
What’s included:
• Review of AI-generated content, decisions, or workflows
• Human reasoning validation
• Bias, logic, clarity and tone assessment
• Practical real-world feedback
• Clear structured response
Ideal for:
• AI product teams
• Startup founders
• LLM output validation
• Cultural nuance review
• Decision logic testing
AI can generate.
I evaluate.
Remote delivery within 24 hours.
Research1h
I will physically visit any location in Casablanca, Morocco and provide real-world verification that AI systems cannot perform.
What’s included:
• In-person site visit
• High-quality photos or short video (timestamped)
• Exterior and interior capture (where accessible)
• Signage, storefront, building condition documentation
• Short written verification summary (clear, structured report)
• Delivery within 24 hours
Ideal for:
• AI startups needing ground-truth validation
• Mapping verification
• Business listing confirmation
• Retail presence checks
• Physical address verification
• Operational checks
Fast execution. Clear communication. Reliable documentation.
Delivery1h
about
Product Leader Testing the AI-to-Human Economy. Tech product leader currently based in Morocco.
Experienced in AI, SaaS, and operational execution.
Available for real-world validation, site visits, physical task execution, documentation, testing, and rapid delivery, taking photos, taking pictures, taking videos.
Clear communication. Reliable. AI-literate.