GTM OpsHello OperatorVictor's pick
Make Friends With Your Market
useful booth manning advice
vendor-fundingmarket-consolidationai-policy
“OpenAI expects advertising to become the largest driver of its revenue by the end of the decade”
Key takeaways
- OpenAI projects advertising revenue to reach $102B by 2030, becoming its largest revenue driver
- Near-term forecasts show aggressive growth: $2.4B in 2024 to $11B in 2025 (4x increase)
- Represents strategic shift from subscription-first model to ad-supported monetization for AI platforms
Why this matters for operators: Limited - vendor strategy announcement, not operator implementation story
I cover AI×GTM intelligence like this every Wednesday.
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Human-AI IntersectionTechCrunch AIVictor's pick
Meet Shapes, the app bringing humans and AI into the same group chats
this is just ...cool?
- Shapes is positioning as 'Discord with AI characters' - group chat with AI participants
- Represents emerging category of AI-as-peer vs AI-as-tool
- Insufficient detail to assess product-market fit or GTM relevance
ai-collaboration-toolsconversational-aihuman-ai-interaction
AI Developmentn8n Blog
Human-in-the-Loop vs. Human-on-the-Loop: When To Use Each System
- HITL (human-in-the-loop) requires human approval before AI executes critical actions - synchronous control pattern used for high-stakes decisions, compliance requirements, and low-confidence scenarios
- HOTL (human-on-the-loop) allows AI to execute autonomously while humans review results and adjust parameters - asynchronous pattern for scalable operations with exception-based oversight
- Framework applies across use cases: loan approvals, customer emails, social posts, fraud detection, and compliance workflows - choice depends on risk tolerance, regulatory requirements, and operational scale needs
automation-stacksai-policyhuman-first-sales
This analysis was produced using the STEEPWORKS system — the same agents, skills, and knowledge architecture available in the GrowthOS package.