
Run More AI Workloads. Cut GPU Costs by 70%.
ScaleOps autonomously detects each AI workload’s GPU usage, assigns the right fractional GPU

ScaleOps autonomously detects each AI workload’s GPU usage, assigns the right fractional GPU
Draft targeting off real ads like this: the prompts that trigger them, who's running, and a fit check on your own angle.
The real user prompts we captured this ad appearing on inside ChatGPT.
AI agent for DevOps and CI/CD automation
Automate cloud cost optimization
Human-in-the-loop AI agent patterns
MCP vs function calling in OpenAI
Reducing latency in AI agent integrations
scaleops vs spot.io for kubernetes gpu cost optimization on sovereign clouds
Workflow automation for AI-first companies
Workflow automation for AI teams
We capture sponsored ads inside ChatGPT by probing it with realistic consumer prompts and recording the creative + the triggering prompt. Explore the full ad library.
Questions about the data, a brand you expected to see, partnerships, or access to the intelligence layer. We read every message.