Most vertical AI applications on the market are essentially


Large Language Model + MCP/Plugins + Knowledge Base + Various Data APIs

When AI wasn't very mature last year, building a similar product would have been extremely popular.
For example, Surf, which raised $15 million in funding last year, is essentially just a large language model + various Crypto data platform APIs + on-chain data.

Now, if you really need a Crypto research and investment analysis assistant, in most scenarios you don't need to use Surf—you can build one yourself from scratch.

Here are two examples I built myself:
1. Building a complete team workflow for researching the overall market
2. Exchange listing team simulating listing decisions
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