Built an AI-powered customer support automation workflow that can classify incoming emails, identify support requests, retrieve relevant information from a knowledge base, and assist with generating the right response.
The workflow combines AI agents, RAG, embeddings, Pinecone,...
Built an AI-powered customer support automation workflow that can classify incoming emails, identify support requests, retrieve relevant information from a knowledge base, and assist with generating the right response.
The workflow combines AI agents, RAG, embeddings, Pinecone,...
SaaS deployment looks easy - until it isnโt.
You push a release.
CI/CD turns green.
Everything looks fine.
Then production starts telling a different story:
โข Environment variables are missing
โข Database migrations fail halfway
โข Docker images behave differently from local
โข API...
๐ฌ๐ผ๐๐ฟ ๐ฆ๐ฎ๐ฎ๐ฆ ๐บ๐ฎ๐ ๐น๐ผ๐ฎ๐ฑ ๐พ๐๐ถ๐ฐ๐ธ๐น๐ ๐ณ๐ผ๐ฟ ๐๐ผ๐, ๐ฏ๐๐ ๐๐ต๐ฎ๐ ๐ฎ๐ฏ๐ผ๐๐ ๐๐๐ฒ๐ฟ๐ ๐ถ๐ป ๐ฎ๐ป๐ผ๐๐ต๐ฒ๐ฟ ๐ฐ๐ผ๐๐ป๐๐ฟ๐?
Thatโs where a ๐๐๐ก can help.
๐๐๐ก ๐๐๐ฎ๐ป๐ฑ๐ ๐ณ๐ผ๐ฟ ๐๐ผ๐ป๐๐ฒ๐ป๐ ๐๐ฒ๐น๐ถ๐๐ฒ๐ฟ๐ ๐ก๐ฒ๐๐๐ผ๐ฟ๐ธ. It stores copies of your website or...
๐ฌ๐ผ๐๐ฟ ๐ฆ๐ฎ๐ฎ๐ฆ ๐บ๐ฎ๐ ๐น๐ผ๐ฎ๐ฑ ๐พ๐๐ถ๐ฐ๐ธ๐น๐ ๐ณ๐ผ๐ฟ ๐๐ผ๐, ๐ฏ๐๐ ๐๐ต๐ฎ๐ ๐ฎ๐ฏ๐ผ๐๐ ๐๐๐ฒ๐ฟ๐ ๐ถ๐ป ๐ฎ๐ป๐ผ๐๐ต๐ฒ๐ฟ ๐ฐ๐ผ๐๐ป๐๐ฟ๐?
Thatโs where a ๐๐๐ก can help.
๐๐๐ก ๐๐๐ฎ๐ป๐ฑ๐ ๐ณ๐ผ๐ฟ ๐๐ผ๐ป๐๐ฒ๐ป๐ ๐๐ฒ๐น๐ถ๐๐ฒ๐ฟ๐ ๐ก๐ฒ๐๐๐ผ๐ฟ๐ธ. It stores copies of your website or...