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Research
2026 Benchmark Survey
Practitioner Survey
This survey takes 3 minutes. Responses are strictly anonymous.
Step 1 of 4
The AI Footprint
Approximately how many AI models or systems are currently running in production at your organization?
*
1 – 10
Early stage / Pilots
11 – 50
Scaling
51 – 100
Mature
100+
Enterprise scale
Where are your production AI systems primarily hosted?
Select all that apply.
Managed Cloud APIs (OpenAI, Anthropic)
Cloud ML Platforms (Bedrock, Vertex AI, Azure)
Custom / On-Premise Infrastructure
Embedded inside 3rd-party SaaS platforms
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