The Challenge
A leading tech venture firm needed to survey software system architects and machine learning researchers on commercial API vs open-source local LLM deployment patterns.
Our Approach
We implemented GitHub authentication API links for survey intake. A short coding question screener validated real technical capabilities, screening out non-practitioners.
Results
1,000 completes. 99.1% code-verify rate. 8 days timeline.
Project Specifications
- Markets Covered: United States, India, United Kingdom, Singapore.
- Audience Recruited: Cloud Solutions Architects, AI/ML Engineers, DevOps leads.
- Logic: Interactive technical screener and GitHub profile check.
- Speeder Flag: Set at <4 minutes LOI.
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