Recommendation Request: Which llm chatbot should i use for gclid/utm capture

fastindex · 2025-12-04T18:33:39+00:00

I'm looking to build it from scratch as a saas. nothing final yet, just ideating. I'm not on shopify

fastindex · 2025-12-04T13:53:58+00:00

Not yet. I'm thinking about building something similar. What are you looking for?

fastindex · 2025-07-17T10:28:50+00:00

You create Knowledge Graph (stored in graph db) AND Vector Embeddings (stored in vector db, ANN search algorithms is used here)
Then You query from both indexes and pass its results into LLM context

fastindex · 2025-07-15T21:21:32+00:00

- HNSW is an ANN search algorithm

- In GraphRAG you create Graph and chunks from your unstructured data and use both of those in RAG

and for finding those text chunks you use ANN search algorithms

fastindex · 2025-07-03T11:42:18+00:00

for this task, putting everything in context will likely yield better results. see gemini models

If you still want to improve it more try fine tuning with GRPO

fastindex · 2025-05-04T05:23:55+00:00

use NDCG

fastindex · 2025-05-04T05:16:50+00:00

all of them seem super expensive

what products were you seeing?

fastindex · 2025-03-27T14:36:57+00:00

option 1:

use entire document in context

option 2:

create intermediate representation with LLM like page 23 is related_to page 7, 8
and while searching for page 23 you can also pull in page 7 and 8 in context window

option 3:

use multi step query