Context
- StartOpx needed a complete AI fundraising platform quickly, and they needed the freedom to follow the best model rather than get locked to a single provider. The architecture had to make a provider swap routine instead of a rewrite.
Approach
- Built the platform provider-agnostic behind an abstraction.
- Migrated from OpenAI to Gemini + Anthropic cleanly.
- Shipped on Firebase and Cloud Run for speed and scale.
What we built
- Full AI fundraising platform.
- Provider-agnostic AI layer.
- Serverless deployment on Cloud Run.
Results
- Idea to launch in four months.
- Provider migration with no rewrite.
- A platform that can follow the best model, not lock in.
Stack & standards
FirebaseCloud RunGeminiAnthropic
Responsible AISecure SDLC
“They built it so we could change AI providers without changing our business. That foresight paid off in month two.”
Verified review · Clutch 5.0
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