Resources
There are a number of resources and tools to be aware of and make use of. With every single day more and more appear, so this is an always evolving list. Here's the most important ones to know.
For simplicity, they are divided up in following categories.
BUILD | BUY |
---|---|
DevTools to use when building | Ready-made products to buy |
LLMs | RAGaaS |
Frameworks | Enterprise Search |
Memory Layers | Enterprise Search on top of LLMs |
Vector Databases | |
Graph Databases |
Let's dive in.
🚧 Build​
LLMs​
Vector Databases​
Graph Databases​
💰 Buy​
RAGaaS​
RAGaaS or RAG-as-a-Service are horizontal equivalents to vertical semantic search and unstructured data transformation companies. They offer the ability to query unstructured data sources like PDFs, extract data, and input results into a more structured database or system of record.
Enterprise Search​
Enterprise Search companies offer an end to end solution. They offer semantic querying for indexing and retrieving conceptually relevant documents in order to better manage organization-wide knowledge and break down enterprise data silos. It's a black box product. Take it or leave it based on what they built and envisaged.
Enterprise Search on top of LLMs​
In a classic sense, LLMs are standalone B2C products for Q&A to consumers. But, some have added on more capable and serious RAG offerings on top of their basic B2C products.