G2

Subhashree S.

Developer

Computer Software

Enterprise (> 1000 emp.)

8/16/2026

"Straightforward Gemini Integration with a Clean, Production-Ready Vertex AI SDK"

4.5/5

What do you like best about Google Vertex AI SDK?

What I like most about the Google Vertex AI SDK is that it makes it fairly straightforward to integrate Gemini and other AI capabilities into applications without having to manage the underlying API details myself. I like the clean client-based approach, support for multiple languages, and how well it fits into the broader Google Cloud ecosystem. It also makes it easier to move from experimentation to more production-oriented workflows around model deployment, evaluation, and AI applications. Review collected by and hosted on G2.com.

What do you dislike about Google Vertex AI SDK?

The biggest downside for me is that the SDK can feel a little complex when you move beyond basic use cases, especially because there are quite a few Google Cloud concepts, configurations, and dependencies involved. The ecosystem also changes fairly quickly, so keeping up with SDK updates and migrations can take some effort. In fact, Google has deprecated the generative AI module of the Vertex AI SDK and moved users toward the Google Gen AI SDK, which adds some migration overhead for existing implementations. Review collected by and hosted on G2.com.

What problems is Google Vertex AI SDK solving and how is that benefiting you?

Google Vertex AI SDK helps reduce the effort of integrating and managing AI capabilities in applications. It gives me a consistent way to work with generative AI models, embeddings, model deployment, and other ML workflows without having to build everything around separate APIs from scratch.

For me, the biggest benefit is faster prototyping and development. I can experiment with models, build features such as chat or RAG, and connect AI capabilities with existing Google Cloud services more easily. It also helps when moving from a proof of concept toward a more structured production workflow because Google provides tools for evaluation, deployment, monitoring, and model management. Review collected by and hosted on G2.com.